Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group

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Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
Executive
                                                                                                                           Perspectives

                                   March 2021
                                                     Lessons learned from

                                                     COVID-19 vaccine rollout
                                                     the frontline of the global

Copyright © 2021 by Boston Consulting Group. All rights reserved. BCG Executive Perspectives updated 19 March 2021 Version 2.0
Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
COVID-19 IS A GLOBAL SOCIETAL CRISIS

BCG Executive                 We at BCG believe that the COVID-19 outbreak is first and
                              foremost a societal crisis, threatening lives and the well-being
Perspectives                  of our global community. Society now, more than ever, needs

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                              to collaborate to protect people’s lives and health, manage mid-
                              term implications, and search for lasting solutions
OBJECTIVES OF THIS DOCUMENT

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                              LEADERS NEED TO DRIVE AN INTEGRATED RESPONSE

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                              TO NAVIGATE THE CRISIS

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                              It is the duty of health, political, societal, and business leaders

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                              to navigate through this crisis. A complex interplay of epidemic

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                              progression, societal response, government action, sector impact,

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                              and company action is playing out. This document intends to help

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                              leaders find answers and shape opinions to navigate the crisis in

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                              their own environments. It encourages thinking across the multiple

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                              time horizons over which we see the crisis manifesting itself

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Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
The COVID-19 recovery will be driven by disease progression, de-averaged economic
impact, government policies, and business and public responses

                      Flatten                                              Fight                                              Future

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Typically in the initial phase after a pandemic      Finding paths to collectively fight the virus,       Disease controlled through vaccine/cure/ herd

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outbreak, the goal is to urgently limit the number   restart the economy, and support society in          immunity and treatment within sustainable medical

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of new cases, especially critical care               balancing lives and livelihood                       capacities possible

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Social distancing (lockdown) and partial business    Increasing economic activity with recovering GDP,    Reactivated economy with strong business
closures lead to economic recession with a large     some business reopenings, and social distancing      rebound and job growth, social restrictions limited or

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employment impact                                    on a sustainable level                               completely suspended

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                                                      1. Disease progression, healthcare system capacity, and response

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                                                      2. Government policies and economic stimulus

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                                                      3. Economic scenarios

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                                                      4. Business engagement and response

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                                                      5. Public engagement and response

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                All of the above five factors result in specific economic and social outcomes in each phase

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Source: BCG
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Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
Summary snapshot | Restart progression at a glance
As of 15 Mar 2021

                                                                                                                                                                                                                                                                                                                                  To be updated in forthcoming editions

              Epidemic Progression                                                                                                                  Consumer Activity                                                                                                                     Business Impact
              Global epidemic snapshot                                                                                                              Mobility                                                                                                                              Stock market performance

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               120M                          20.7M                           2.7M                         359M                                                                                                       Nov                 Dec              Jan                             Month end vs. 02 Jan '20                                         Nov                 Dec              Jan
                                                                                                                                                    Mobility6                            US                           -20%              -20%              -26%

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                    # of                       # of                            # of                  Vaccine doses                                                                                                                                                                        S&P500                                                             11%               15%              14%

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                   cases                   active cases                     fatalities               administered                                   (month vs.

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                                                                                                                                                    Jan '20)                             Europe                       -31%             --34%              -47%                            FTSE100                                                           -18%               -15%             -16%

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                                                                       Nov             Dec             Jan             Feb

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                                                                                                                                                                                         Japan                         -7%               -6%              -22%                            CHN SSE                                                            10%               12%              13%

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             Month-on-                   Americas                       1.7x           1.4x            1.1x            0.6x
             month                                                                                                                                                                                                                                                                        Volatility Index                (S&P500)12                         1.6x              1.8x             2.7x
                                         Europe                         1.8x           0.8x            1.1x            0.7x                         Domestic air                         US

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             growth of                                                                                                                                                                                                -45%              -43%              -54%
             new cases2                  Asia3                          1.0x           1.1x            0.7x            0.9x                         travel tickets
                                                                                                                                                                                                                                                                                          International trade

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                                                                                                                                                    booking7,8 (YoY)                     UK                           -55%              -53%              -78%

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                                                                                                                                                                                         China                         -5%              -15%              -37%
                                                                                                                                                                                                                                                                                          Trade value13                          US                           1%                3%               2%
              Economic Impact

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                                                                                                                                                                                                                                                                                          (YoY)                                  France                       0%                5%
                                                                                      IMF4 (Jan '21)              Banks5                            Sales
              GDP forecasts (YoY%)

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                                                                                                                                                                                                                                                                                                                                 China                       14%               13%
                                                                                                                                                    Retail                               US                             5%                2%              10%

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               2021                          0 2         4 6            8 10 12 14 16 18 20
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                                                        4.2%                                                                                                                             Europe10                       0%                2%               -4%                            Industrial production
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               Europe
                                                                                                                                                    fuel, YoY)

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                                                           5.1%                                                                                                                          China                          4%                4%
                                                                                                                                                                                                                                                                                          Purchasing                             US                           57                 57                59

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               US                                                                                                                                                                                                                                                                         manager’s

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                                                   3.1%                                                                                                                                                                                                                                                                          EU                           54                 55                55

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                                                                                                                                                    Passenger                            US                           -21%               -9%              -15%                            index14
               Japan                                                                                                                                                                                                                                                                                                             China                        52                 52                51
                                                                                                                                                    vehicle                                                                                                                               (base = 50)
                                                                       8.1%

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                                                                                                                                                    sales11(YoY)                         Europe                        -5%               -3%              -22%

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               China
                                                                               11.5%

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                                                                                                                                                                                         China                         13%                7%              30%                             Steel production (YoY)15                                            6%               6%                 8%

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               India

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1. Calculated as 7-day rolling average; 2. Calculated as monthly average of daily cases vs. previous month; 3. Includes Middle East and Oceania; 4. IMF Jan 2021 forecast; 5. For India, forecast is for financial year; for others, it is for calendar year; YoY forecasts; range from forecasts (where available) of World Bank, International Monetary Fund, JP Morgan Chase; Morgan Stanley; Bank of America;
Fitch Solutions; Credit Suisse; Danske Bank; ING Group; HSBC; As of reports dated 08 June 2020 to Mar 01 2021; For India's GDP forecast, World Bank's 2020 forecast from 08 June provides the upper bound of the forecast range; 6. Mobility values are calculated as the average of mean monthly mobilities in workplace, public transit, retail & recreation, and grocery & pharmacy and compared to a
baseline from 03 Jan – 06 Feb 2020; Europe mobility values are calculated as the average of Germany, France, UK, Spain, and Italy; 7. Calculated as change in last 14 days rolling average value as compared to same period last year; 8. As of 01 Mar 2021; 9. Retail goods sales include online & offline sales and comprise food & beverages, apparel, cosmetics & personal care, home appliances, general
merchandise, building material; do not include auto, fuel & food services; 10. Europe includes 27 countries currently in EU; 11. Figures represent passenger vehicle (including sedan, hatchback, SUV, MPV, van and pickup) sales data for over same month in previous year; Europe value calculated as cumulative sales in Germany, France, UK, Spain, and Italy; 12. Underlying data is from Chicago
Board Options Exchange Volatility Index (VIX); Volatility Index is a real-time market index that represents the market's expectation of 30-day forward-looking volatility and provides a measure of market risk and investors' sentiments; 13. Calculated as sum of imports and exports, measured in USD and compared to previous year period; EU trade values between EU and all outside countries 14.
PMI (Purchasing Manager's Index) is a diffusion index that summarizes whether market conditions, as viewed by purchasing managers, are expanding (>50), staying the same (50), or contracting (
Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
BCG Executive
Perspectives    LESSONS LEARNED FROM THE FRONTLINE OF THE

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                GLOBAL COVID-19 VACCINE ROLLOUT
AGENDA

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                Global vaccine development and implementation

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                Equitable vaccine distribution and path to normality

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                UPDATED ANALYSES AND IMPACT

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                Epidemic progression and virus monitoring

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                Economic and business impact

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Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
7 key lessons learned from the frontline of the global COVID-19 vaccine rollout

                                               Vaccine development in record time
                                          1    Safe and effective vaccines were developed, tested, and approved with
                                               unprecedented speed
       INITIAL FINDINGS
A

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       Develop and implement global            Vaccination uptake will follow "S-curve"
       COVID-19 vaccination program       2    Vaccine uptake can be modeled along a predictive path, shaped by

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                                               shifting constraints and supply

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       with unprecedented speed

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                                               Vaccine effectiveness proven in real world
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                                               Israel is a successful example showing that broad vaccination across the

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                                               population results in controlling cases

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                                               Developed nations must focus on uptake

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                                          1

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                                               Developed nations will soon have adequate supply, but must address
                                               hesitancy to increase demand

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       STRATEGIC PRIORITIES

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B
                                               Urgency to get vaccine to Southern Hemisphere as winter approaches
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       Minimize harm from COVID-19 and         Low- and middle-income countries lack vaccine supply; redistribution from

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       maximize equitable distribution         developed nations is crucial to protect populations

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       within and across nations

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                                               Phased approach to reopening will save lives
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                                               A planned and phased approach to reopening alongside other public

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                                               health measures is critical

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                                               COVID-19 will stay; goal to treat as "next flu"

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                                               COVID-19 will not be fully eliminated; the mid-term objective is to de-
                                               risk and manage it like the "next flu"                                     6
Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
A.1 Vaccine development in record time
 Safe and effective vaccines were developed, tested, and approved with unprecedented speed

                                  Vaccine candidates                                                              Process acceleration                                                               Looking ahead
findings

                                  As of March 15th, 2021, 121 vaccine candidates                                  Despite concerns, no steps were skipped

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   Key

                                  have been approved for use globally                                             in the vaccine development process                                                     Clinical assessments for
                                                                                                                                                                                                         approved vaccines will
                                  Registration trials have resulted in 0                                          Regulatory agencies substantially

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                                                                                                                                                                                                         continue throughout

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                                  hospitalizations and deaths                                                     accelerated review between phases

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                                                                                                                                                                                                         vaccination rollout

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                                                                                                                                                                                                         Thus far, vaccines

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                                  Year                                                                                                                                                                   scrutinized by scientific
   Vaccine development timeline

                                               Traditional 5–10- year process
Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
A.2 Vaccination uptake will follow "S-curve"
 Vaccine uptake can be modeled along a predictive path, shaped by shifting constraints and supply

                                                   Rollout                                            Ramp up                                                        Reach the end
                               Primary                            Supply
                             constraint                                                                                      Supply                                                        Demand
                                                                    Throughput

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Conceptual illustration

                                                   Supply constraints initially result from the lack of vaccines in the market. As                                    Demand constraints are driven by

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                                                   vaccines are approved and distribution begins, supply can be constrained by # of                                   hesitancy, due to questions on safety and

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                                                   administrators, storage requirements, etc.                                                                         effectiveness

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                                   Uptake level1

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                                                                                                                                                     Israel
                                                    Disease risk minimized through significant share                                              UAE               3

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                                                    of vulnerable population being vaccinated2

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                                                                                                                                                                     Demand becomes
                                                                                                                                                                     constraint

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                                                                                                                         UK      2

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                                                                        Germany     France                                      Vaccine supply ramps up

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                                                                                                                                                                                                               As of 25 Feb 2021
                                                                                                  Address bottlenecks in

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                                                                                                  rollout and expand supply

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                          Looking ahead

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                             As nations continue to obtain more vaccine supply, they will reach an inflection point where demand will be the primary constraint.

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                             Priorities will shift from increasing vaccine supply to increasing uptake among different populations, particularly those that are

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                             vaccine hesitant

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1. Does not distinguish between 1 vs. 2-dose regimen (i.e., those who have had 1 out of 2 doses are considered as "vaccinated") 2. Disease risk minimization dependent on the share of vulnerable people that get vaccinated
Source: Our World in Data, BCG analysis                                                                                                                                                                                               8
Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
A.2 (continued) Vaccine campaigns are underway globally; countries are at different stages

Cumulative COVID-19 vaccinations given per 100 people as of 05 March 2021

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                                              100
                                               95                                                                                                                                                               Israel
                                               90

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                                               85

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      Total vaccinations per hundred people

                                               80

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                                               75                                                                                                                                                                                         Spain

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                                               70
                                               65                                                                                                                                                                                         Italy

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                                               60
                                                                                                                                                                                                                UAE
                                                                                                                                                                                                                                          Brazil

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                                               55
                                                                                                                                                                                                                                          Germany

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                                               50
                                               45

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                                               40                                                                                                                                                                                         France

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                                               35                                                                                                                                                                                         Canada
                                               30                                                                                                                                                               UK

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                                               25                                                                                                                                                                                         Russia

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                                               20
                                                                                                                                                                                                                                          Argentina

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                                               15

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                                               10                                                                                                                                                                                         India

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                                                5

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                                                0                                                                                                                                                                                         Mexico

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                                                    0                              30                                                             60                                                       90

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                                                                                   Days since first vaccine was administered

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Note: Data counted as a single dose and may not equal the total number of people vaccinated, depending on the specific dose regime. For China and Russia, first available data point in December is treated as Day 0, although vaccinations
commenced in Summer/Fall 2020
Source: Our World in Data
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Lessons learned from the frontline of the global COVID-19 vaccine rollout - Executive Perspectives - Boston Consulting Group
A.3 Vaccine effectiveness proven in real world
 Israel is a successful example showing that broad vaccination across the population results in controlling cases

                                       Vaccination                                                                                                                                                             Looking ahead
statistics

                                      >50%             of total population has received at least 1 dose (~4.5M people)
   Key

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                                      >80%             of people aged 60+ are fully vaccinated                                                                                                                   Israel continues to
                                                                                                                                                                                                                 vaccinate more people
                                      ~50%             decrease in hospitalizations since peak1

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                                                                                                                                                                                                                 while continuing with

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                                                                                                                                                                                                                 other public health

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                                  Daily hospitalizations in Israel2                                                                                                                                              measures

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                                   As of 04 Mar 2021
                                                                                                                Israel begins

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                                                                                                                vaccinations on Dec

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                                                                                                                20th with healthcare                                                                             Israel continues to
                                  2,000

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                                                                                                                workers and people 60+
                                                                                                                                                                                                                 promote vaccination

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                                                                                                                                                                                                                 while closely
                                                                                                                                                                                                                 monitoring different

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    Data

                                  1,000                                                                                                                                                                          variants

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                                                                                                                                                                Mask mandate

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                                                                                                                                                                continues even with

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                                                                                                                                                                vaccination progress

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                                         0                                                                                                                                                                       Reopening continues as

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                                                                                                                                                                                                                 vaccinated people are

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                                             Aug                Sep                 Oct                 Nov                 Dec                   Jan                 Feb               Mar
                                                                                                                                                                                                                 issued a "green pass",

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                                                                       Israel enters 2nd                                                Israel enters 2nd                     As of Feb 17th,                    which can be presented

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                                                                       lockdown on                                                      lockdown on                           ages 16+ are                       on paper or via mobile

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                                                                       Sep 18th                                                         Dec 27th3                             eligible4

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 1. Change in 7-day trailing average of daily hospitalizations from Jan 21st peak to Mar 4th; 2. 7-day trailing average of daily hospitalizations in Israel; 3. Third lockdown ended on February 8, 2021; 4.
 People with severe allergic reactions, recovered patients, and
B.1 Developed nations must focus on uptake
  Developed nations will soon have adequate supply, but must address hesitancy to increase demand

                      U.S. example shown
Vaccine supply

                      U.S. vaccine supply forecasts                                                                                                                                                        Looking ahead

                         Based on current manufacturer commitments, the U.S. will have enough vaccines available for:

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                         •     200 million people in CDC's priority groups by early May1                                                                                                                      Rapidly expand vaccine
                                                                                                                                                                                                              throughput capacity to
                         •     All 250 million U.S. adults by end of May2

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                                                                                                                                                                                                              accommodate for

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                                                                                                                                                                                                              supply increases

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                          U.S. adult As of 08 Mar 2021                                                               % Hesitant per segment                                                                   immediately

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                     population not
                     yet vaccinated 185 million                                                          58%                     33%                     57%                                                  This includes building

                                                                                                                                                                                                                                                                                                                                                      Perspectives
                      or scheduled:                                                                                                                                                                           slack capacity into

                                                                                                                                                                                                                                                                                                                                                Perspectives
                                                                                                        ~15 M                                                                                                 system to allow for
 Vaccine hesitancy

                                                                                                                                                                                                                                                                                                                                       BCG Executive
                             Definitely          42%                                                                            ~8 M                                                                          uneven supply releases

                                                                                                                                                                                                                                                                                                                                  BCG Executive
                                                                                                                                                         ~9 M

                                                                                                                                                                                                                                                                                                                             reserved.
                                 Likely          12%                           ~85 M

                                                                                                                                                                                                                                                                                                                        reserved.
                                Maybe            16%

                                                                                                                                                                                                                                                                                                                  All rights
                                                                                                                                                                                ~53 M                         Urgently address

                                                                                                                                                                                                                                                                                                             All rights
                              Unlikely           10%
                                                                                                                                                                                                              vaccine hesitancy

                                                                                                                                                                                                                                                                                                         Group.
                       Definitely not                                                                                                                                                                         through targeted

                                                                                                                                                                                                                                                                                                      Group.
                                                 19%

                                                                                                                                                                                                                                                                                             Consulting
                                                                                                                                                                                                              outreach to increase

                                                                                                                                                                                                                                                                                           Consulting
                                          Overall U.S.                       Hesitant           Black Americans Pre-retirement                      Low-income               Remaining
                                        Adult Population                      adults                           White Americans                        White                                                   uptake of vaccine

                                                                                                                                                                                                                                                                                      Boston
                                                                                                                                                                                                                                                                                    Boston
                                                                                                                                                    Americans3

                                                                                                                                                                                                                                                                             2021
                                                                                                                                                                                                                                                                Copyright ©©2021 byby
 1. Captures all priority groups (~202M) including healthcare workers, 65+, health vulnerable, and essential workers since prioritization varies across states ; 2. 77% of US population (~253M) over 18 years old; 3. Excluding Black Americans and White
 Americas age 55 to 64. Note: Vaccine supply estimates based on US purchasing agreements, including for J&J vaccine, which was given Emergency Use Authorization by FDA late February; Assumes near constant flow of doses from manufacturer.

                                                                                                                                                                                                                                                                Copyright
 Hesitancy is attributed to respondents who answered 'Maybe,’ 'Somewhat unlikely,' or 'Highly unlikely' to a question asking whether they would make an appointment for a COVID-19 vaccine today if it were available; responses filtered to include only
 individuals who had not already received a vaccine and were not scheduled to receive a vaccine at the time of the survey.
 Source: BCG National Vaccine Sentiment Survey February 17-22, 2021; n = 1,450; overall sample representative of US adult population by age, income, ethnicity, gender, and region); US American Community Survey 2019; CDC COVID Data Tracker; New
 York Times; Bloomberg; NPR; Pfizer, Moderna, and J&J press releases                                                                                                                                                                                       11
B.2 Urgent need to get vaccine to Southern Hemisphere as winter approaches
  Low- and middle-income countries1 lack vaccine supply; redistribution from developed nations is crucial to protect populations

                                                                                                        Vaccine doses administered per 100 people   Looking ahead
Administered vaccines

                                                                                     No data

                        70%

                                                                                                                                                                                                                                                                                                              2.0Version 2.0
                                                                                          0-5
                                                                                                                                                     Mission critical to
                                                                                                                                                     protect populations in
                        of vaccines have gone to people

                                                                                                                                                                                                                                                                                                          2021
                                                                                                                                                     low- and middle-income

                                                                                                                                                                                                                                                                                                      Version
                                                                                         5-10
                        representing 20% of countries

                                                                                                                                                                                                                                                                                                   March
                                                                                                                                                     countries as variants

                                                                                                                                                                                                                                                                                                 2021
                                                                                                                                                     proliferate and winter

                                                                                                                                                                                                                                                                                        19 March19
                                                                                                                                                                                                                                                                                updatedupdated
                        These countries have an average                                 10-50
                                                                                                                                                     approaches in the
                        GDP per capita more than 2x                                                                                                  Southern Hemisphere

                                                                                                                                                                                                                                                                         Perspectives
                        global average                                                    50+

                                                                                                                                                                                                                                                                   Perspectives
                                                                                                                        As of 15 Mar 2021

                                                                                                                                                                                                                                                          BCG Executive
                                                                                        Doses per 100 people

                                                                                                                                                                                                                                                     BCG Executive
                                                                                     No data                Doses contracted as a % of population

                                                                                                                                                                                                                                                reserved.
Vaccine contracts

                                                                                                                                                                                                                                           reserved.
                                                                                        0-5%                                                          It is imperative to

                                                                                                                                                                                                                                     All rights
                        50%
                                                                                                                                                      redistribute vaccines

                                                                                                                                                                                                                                All rights
                                                                                                                                                      immediately from

                                                                                                                                                                                                                            Group.
                                                                                       5-50%

                                                                                                                                                                                                                         Group.
                        of countries have only secured                                                                                                wealthy nations to

                                                                                                                                                                                                                Consulting
                                                                                                                                                                                                              Consulting
                        enough vaccine supply for 5% of                              50-100%                                                          prevent impending
                                                                                                                                                      health crises

                                                                                                                                                                                                         Boston
                        their population

                                                                                                                                                                                                       Boston
                                                                                       100%+

                                                                                                                                                                                                2021
                                                                                                                                                                                   Copyright ©©2021 byby
                                                                                     % of population covered            As of 01 Mar 2021

                                                                                                                                                                                   Copyright
 1.Low- and middle-income countries, defined as countries with a GNI per capita of
B.3 Phased approach to reopening will save lives
   A planned and phased approach to reopening alongside other public health measures is critical

                                                                                                                                                                         Looking ahead
                                         65-90%             reduction in peak ICU occupancy projected by phasing the lifting of restrictions
                                                            and delaying reopenings

                                                                                                                                                                                                                                                                                                                                       2.0Version 2.0
                                                                                                                                                                           It is critical for
Modeled effects of reopening decisions

                                         Modeled impact of phased and delayed reopening decisions on ICU occupancy peak                                                    businesses, schools, etc.

                                                                                                                                                                                                                                                                                                                                   2021
                                                                                                                                                                           to use a phased

                                                                                                                                                                                                                                                                                                                               Version
                                                                                                                                                                                                                                                                                                                            March
                                                                                                                                                                           reopening approach,

                                                                                                                                                                                                                                                                                                                          2021
                                                                                                                                                                                                                                                                                                                 19 March19
                                                                                                                                                                           with clear thresholds
                                         % of baseline peak ICU

                                                                                                                                                                                                                                                                                                         updatedupdated
                                                                                                                                                                           for action based on
                                         100                                                                                                                               local infection

                                                                                                                                                                                                                                                                                                  Perspectives
                                                                                                                                                                           dynamics and

                                                                                                                                                                                                                                                                                            Perspectives
                                                                        25-30%
                                          80                                                                                                                               vaccination progress

                                                                                                                                                                                                                                                                                   BCG Executive
                                                                                                                                                                                                                                                                              BCG Executive
                                          60                                                 20-25%

                                                                                                                                                                                                                                                                         reserved.
                                                                                                                 15-20%

                                                                                                                                                                                                                                                                    reserved.
                                          40

                                                                                                                                                                                                                                                              All rights
                                                                                                                                      5-15%                                As reopening

                                                                                                                                                                                                                                                         All rights
                                          20                                                                                                                               commences, COVID-19

                                                                                                                                                                                                                                                     Group.
                                                                                                                                                                           testing, contact tracing,

                                                                                                                                                                                                                                                  Group.
                                                                                                                                                                                                                                         Consulting
                                           0                                                                                                                               and other public health

                                                                                                                                                                                                                                       Consulting
                                                 Baseline Peak     Reduction in ICU    1 month                 2 month             3 month           Potential reduced     measures should

                                                                                                                                                                                                                                  Boston
                                                ICU occupancy: peak if restrictions                                                                      ICU peak
                                                                                                                                                                           continue to be upheld

                                                                                                                                                                                                                                Boston
                                               restrictions lifted lifted in phases Reduction in ICU peak for each month that reopening is delayed

                                                                                                                                                                                                                             byby
                                               all at once today

                                                                                                                                                                                                                         2021
                                                                                                                                                                                                            Copyright ©©2021
                                                                                                                                                                                                            Copyright
    Source: IHME; Daily COVID ICU hospitalizations for a national government, BCG analysis
                                                                                                                                                                                                       13
B.4 COVID-19 will stay; goal to treat as "next flu"
 COVID-19 will not be fully eliminated; the mid-term objective is to de-risk and manage it like the "next flu"
Hospitalization rates

                                                                                                                                                                                                                  Looking ahead

                                   35x

                                                                                                                                                                                                                                                                                                                                                                                          2.0Version 2.0
                                                                                                                                                                                                                   Through regular
                           reduction in Infection             COVID-19 vaccines can help reduce hospitalization rates to manageable                                                                                vaccination, COVID-19

                                                                                                                                                                                                                                                                                                                                                                                      2021
                                                              levels that are even below the hospitalization rates of the annual flu                                                                               risk can be managed to

                                                                                                                                                                                                                                                                                                                                                                                  Version
                            Hospitalization Rate

                                                                                                                                                                                                                                                                                                                                                                               March
                           (IHR) for people aged                                                                                                                                                                   levels similar to those

                                                                                                                                                                                                                                                                                                                                                                             2021
                                                                                                                                                                                                                                                                                                                                                                    19 March19
                                 65+1 after                                                                                                                                                                        of the annual flu

                                                                                                                                                                                                                                                                                                                                                            updatedupdated
                               vaccination

                                                                                                                                                                                                                                                                                                                                                     Perspectives
                                                                                                                                                                                                                                                                                                                                               Perspectives
                        Variants introduced over time pose risks to vaccine efficacy

                                                                                                                                                                                                                                                                                                                                      BCG Executive
                        As of 05 Mar 2021
                                                                                                                                                                                                                   Variants have the

                                                                                                                                                                                                                                                                                                                                 BCG Executive
                                                                       100
                                                                                                                                                                                                                   potential to increase

                                                                                                                                                                                                                                                                                                                            reserved.
                             19A            20F                          80                                                                                                                                        COVID-19 infectiousness

                                                                                                                                                                                                                                                                                                                       reserved.
Variants

                             19B            20D                                                                                                                                                                    and/or decrease

                                                                                                                                                                                                                                                                                                                 All rights
                                                                         60

                                                                                                                                                                                                                                                                                                            All rights
                             20A            20G                                                                                                                                                                    vaccine effectiveness

                                                                                                                                                                                                                                                                                                        Group.
                             20B            20H/501YV2 / B.1.351         40
                                                                                                                                                                                                                   Booster shots

                                                                                                                                                                                                                                                                                                     Group.
                                                                                                                                                                                                                                                                                            Consulting
                             20C            20I/501YV1/B.1.1.7
                                                                                                                                                                                                                   administered on a

                                                                                                                                                                                                                                                                                          Consulting
                                                                         20
                             20E (EU1)      20J/501YV3/P.1 /P.2
                                                                                                                                                                                                                   regular cadence can

                                                                                                                                                                                                                                                                                     Boston
                                                                          0
                                                                                                                                                                                                                   help combat variants

                                                                                                                                                                                                                                                                                   Boston
                                                                                                                                                            Oct-20
                                                                                                      Apr-20

                                                                                                               May-20
                                                                                    Feb-20

                                                                                                                                                   Sep-20

                                                                                                                                                                                                Feb-21
                                                                                                                                          Aug-20

                                                                                                                                                                              Dec-20
                                                                           Jan-20

                                                                                                                                                                     Nov-20

                                                                                                                                                                                       Jan-21
                                                                                             Mar-20

                                                                                                                        Jun-20

                                                                                                                                 Jul-20

                                                                                                                                                                                                         Mar-21

                                                                                                                                                                                                                                                                            2021
                                                                                                                                                                                                                                                               Copyright ©©2021
                                                                                                                                                                                                                                                               Copyright        byby
1. Derived using the CDC's data on COVID-19 net hospitalization, South Korea’s hospitalization data, and data from the New York City Department of Health and Mental Hygiene. Note: Several of the concerning variants (e.g., those first identified in
the UK and South Africa), share mutations (e.g., N501Y), while also having distinct mutations (some more than others)
Source: JAMA, Nextstrain, Financial Times, Virological, CDC, New York City Department of Health and Mental Hygiene, real world data in South Korea and Israel, BCG analysis                                                                               14
Vaccine roll-out underway amidst spread of COVID-19 variants; vaccine distribution and
access raise ethical questions
As of 18 Mar 2021

                          March 2, 2021                                  March 3, 2021                               March 2, 2021                                March 4, 2021

                                                                                                                                                                                                                                                                                     updatedupdated
                                                                                                                                                                                                                                                                              Perspectives            2021
                                                                                                                                                                                                                                                                                             19 March19        2021
                                                                                                                                                                                                                                                                                                           Version
                                                                                                                                                                                                                                                                                                        March      2.0Version 2.0
 President Biden says US would have          As COVID-19 vaccines spread, so do          Virus variant in Brazil infected many        U.K. to fast-track approval of vaccines

                                                                                                                                                                                                                                                                        Perspectives
 enough vaccine doses for every adult        underhanded ways to get them—not            who had already recovered from               for COVID-19 variants
 American by the end of May                  everyone is prepared to wait their turn     COVID-19

                                                                                                                                                                                                                                                               BCG Executive
                                                                                                                                                                                                                                                          BCG Executive
                                                                                                                                                                                                                                                     reserved.
                         February 18, 2021                               March 4, 2021                               March 18, 2021                                March 2, 2021

                                                                                                                                                                                                                   Consulting
                                                                                                                                                                                                              Boston
                                                                                                                                                                                                            Boston            Group.
                                                                                                                                                                                                                     Consulting      All rights
                                                                                                                                                                                                                                 Group.         reserved.
                                                                                                                                                                                                                                          All rights
 Emmanuel Macron urges Europe                Hundreds of fake COVID-19 vaccines          European nations will resume                 Texas and other states ease COVID-19

                                                                                                                                                                                                         byby
 and US to send 5% of vaccines to            seized in South Africa, Interpol says       AstraZeneca vaccine rollout as EU            rules despite warnings

                                                                                                                                                                                                     2021
                                                                                                                                                                                        Copyright ©©2021
 Africa                                                                                  regulator affirms safety

                                                                                                                                                                                        Copyright
                                                                                                                                                                                   15
Action areas for leaders | Menu of actions under consideration by companies                                                                   ACTIONS FOR
    to encourage uptake among employees, subject to local regulation                                                                              LEADERS

                Educate &                    Facilitate
                                                                          Incentivize                     Penalize                     Mandate

                                                                                                                                                                      Copyright © 2021 by Boston Consulting Group. All rights reserved. BCG Executive Perspectives updated 19 March 2021 Version 2.0
                encourage                    access

                Educate employees            Make it easier               Reward individuals              Punish individuals           Require vaccination
                on vaccines and/or           for employees to get         for inoculating                 for not inoculating          for a group of individuals
                encourage uptake             vaccinated

                Encourage vaccination and    Adjust workers' schedules    Provide paid time off and       Restrict work travel or      Mandate employees to be
interventions

                highlight benefits through   around vaccine               transportation to vaccination   attendance at company        vaccinated
  Example

                educational information;     appointments                                                 events without vaccine
                sharing science and                                       Provide $100 for vaccination
                evidence from trusted        Provide onsite vaccination   or educational course if        No paid medical leave if     Require proof of
                authorities                                               medical/religious exemption     vaccine is refused           vaccination for onsite
                                                                                                                                       vendors and/or customers

                                                                                                                                     More complex issues with
                                                                                                                                     liability and legal issues to
                 Simpler interventions (minimal                                                                                      resolve, complex
                 liability or legal issues,                                                                                          communications
                 straightforward communications)

                                                                                                                                                                 16
BCG Executive
Perspectives    LESSONS LEARNED FROM THE FRONTLINE OF THE

                                                                                                                                                                                                       2.0Version 2.0
                GLOBAL COVID-19 VACCINE ROLLOUT
AGENDA

                                                                                                                                                                                                   2021
                                                                                                                                                                                               Version
                                                                                                                                                                                            March
                Global vaccine development and implementation

                                                                                                                                                                                          2021
                                                                                                                                                                                 19 March19
                                                                                                                                                                         updatedupdated
                Equitable vaccine distribution and path to normality

                                                                                                                                                   BCG Executive
                                                                                                                                              BCG Executive       Perspectives
                                                                                                                                                            Perspectives
                UPDATED ANALYSES AND IMPACT

                                                                                                                                         reserved.
                                                                                                                                    reserved.
                                                                                                                              All rights
                Epidemic progression and virus monitoring

                                                                                                                         All rights
                                                                                                                     Group.
                Economic and business impact

                                                                                         2021
                                                                            Copyright ©©2021
                                                                            Copyright           Boston
                                                                                             byby      Consulting
                                                                                                  Boston          Group.
                                                                                                         Consulting
                                                                       17
After a substantial case peak during Northern Hemisphere’s winter,                                                                                                                                EPIDEMIC
global case volumes have begun to drop                                                                                                                                                            PROGRESSION
As of 15 Mar 2021

     Daily new cases (7-day rolling average)                                                                                                                                   Key observations

                                                                                                                                                                                                                                                                                                                                           2.0Version 2.0
         800,000

                                                                                                                                                                                120M

                                                                                                                                                                                                                                                                                                                                March
                                                                                                                                                                                                                                                                                                                              2021     2021
                                                                                                                                                                                                                                                                                                                                   Version
                                                                                                                                                    South

                                                                                                                                                                                                                                                                                                                     19 March19
         600,000
                                                                                                                                                                                # of confirmed cases

                                                                                                                                                                                                                                                                                                             updatedupdated
                                                                                                                                                   America

                                                                                                                                                                                                                                                                                                      Perspectives
                                                                                                                    North

                                                                                                                                                                                                                                                                                                Perspectives
         400,000                                                                                                                                     Asia
                                                                                                                                                       North
                                                                                                                                                         1   America
                                                                                                                   America

                                                                                                                                                                                                                                                                                       BCG Executive
                                                                                                                                                                                20.7M
                                                                                                                                                       South America

                                                                                                                                                                                                                                                                                  BCG Executive
                                                                                                                                                    Africa
                                                                                                                                                       Asia1

                                                                                                                                                                                                                                                                             reserved.
         200,000                                                                                                                                    North
                                                                                                                                                                                # of active cases

                                                                                                                                                                                                                                                                        reserved.
                                                                                                                                                   America
                                                                                                                                                       Africa

                                                                                                                                                                                                                                                                  All rights
                                                                                                                                                                                                                                                             All rights
                                                                                                                                                        Europe

                                                                                                                                                                                                                                                         Group.
                                                                                                                                                                                                                                                      Group.
                  0

                                                                                                                                                                                                                                             Consulting
                  Mar        Apr       May        Jun       Jul       Aug       Sep        Oct       Nov       Dec        Jan       Feb       Mar

                                                                                                                                                                                                                                           Consulting
                                                                                                                                                                                2.7M

                                                                                                                                                                                                                                      Boston
   Month-on-

                                                                                                                                                                                                                                    Boston
month growth               ~235% ~20% ~50% ~60% ~10% ~10% ~40% ~50% ~10% ~10% ~(40%)

                                                                                                                                                                                                                                 byby
of new cases2

                                                                                                                                                                                                                             2021
                                                                                                                                                                                # of fatalities

                                                                                                                                                                                                                Copyright ©©2021
                                                                                                                                                                                                                Copyright
1. Includes Oceania (Australia, New Zealand, Papua New Guinea and surrounding island nations of the Pacific ocean); 2. Calculated as monthly as average of daily as compared
To previous month; Source: Johns Hopkins CSSE; Our World in Data; BCG                                                                                                                                     18
COVID-19 has broader geographic reach today with countries at different                                                                                         EPIDEMIC
                                                                                                                                                                 PROGRESSION
 stages in their fight
 As of 15 Mar 2021                                                                                                                                                 Non-exhaustive

          CONTINUATION                                                             RESURGENCE                                          CRUSH AND CONTAIN

                                                                                                                                                                                                                                                                                                                          2.0Version 2.0
          Curve was never quite flattened;                                         Curve was flattened, but saw one                    Curve was flattened and case
          on-going battle                                                          or more resurgences                                 counts continue to remain low

                                                                                                                                                                                                                                                                                                               March
                                                                                                                                                                                                                                                                                                             2021     2021
                                                                                                                                                                                                                                                                                                                  Version
          Daily new confirmed cases per million1                                   Daily new confirmed cases per million1              Daily new confirmed cases per million1

                                                                                                                                                                                                                                                                                                    19 March19
1,000

                                                                                                                                                                                                                                                                                            updatedupdated
                                                                                                                                                                                                                                                                                     Perspectives
  800

                                                                                                                                                                                                                                                                               Perspectives
                                                                                                                                                                                                                                                                      BCG Executive
  600

                                                                                                                                                                                                                                                                 BCG Executive
                                                                                                                                                                                                                                                            reserved.
  400

                                                                                                                                                                                                                                                       reserved.
                                                                                                                                                                                                                                                 All rights
  200

                                                                                                                                                                                                                                            All rights
                                                                                                                                                                                                                                        Group.
                                                                                                                                                                                                                                     Group.
      0

                                                                                                                                                                                                                            Consulting
                                                                                                                                                                                                                          Consulting
       Mar               Jun              Sep              Dec          Mar '21   Mar       Jun        Sep        Dec       Mar '21   Mar         Jun      Sep         Dec      Mar '21

                                                                                                                                                                                                                     Boston
                                                                                                                                                                                                                   Boston
                   Argentina              UAE            Brazil           US            France           Germany        Spain               Australia    Japan

                                                                                                                                                                                                            2021
                                                                                                                                                                                               Copyright ©©2021 byby
                                                                                        Switzerland      UK                                 Singapore    South Korea

                                                                                                                                                                                               Copyright
1. Data shown as 7 day rolling average of daily new cases per million
Source: Our World in Data; BCG
                                                                                                                                                                                          19
Many large economies expected to continue recovery and reach
                                                                                                                                                                                                                                          ECONOMIC
 2019 GDP levels between 2021-2022                                                                                                                                                                                                        IMPACT
 As of 01 Mar 2021

 GDP forecast levels indexed to 2019 value (Base: 100)
                                              US                                      Europe                                         China                                         Japan                                     India1

                                                                                                                                                                                                                                                                                                                                                                                     2.0Version 2.0
                                                                                                                                                    120.8

                  116                                                                                                                               116.8

                                                                                                                                                                                                                                                                                                                                                                                 2021
                                                                                                                                                    115.8                                                                                  114.8

                                                                                                                                                                                                                                                                                                                                                                             Version
                                                                                                                                                                                                                                                                                                                                                                          March
                                                                                                                                        112.9
                  112

                                                                                                                                                                                                                                                                                                                                                                        2021
                                                                                                                                                    112.0

                                                                                                                                                                                                                                                                                                                                                               19 March19
                                                          110.8
                                                                                                                                        110.6

                                                                                                                                                                                                                                                                                                                                                       updatedupdated
                                                                                                                                        110.1                                                                                              109.6
                  108                                                                                                                   107.2

                                                                                                                                                                                                                                                                                                                                                Perspectives
                                                                                                                                                                                                                               106.0

                  104                                                                                  104.1

                                                                                                                                                                                                                                                                                                                                          Perspectives
                                                          104.1
                                               103.1      103.1                                                                                                                                  103.1
                                                                                                                                        102.3                                                                                  102.6
                                                                                                                                        102.0

                                                                                                                                                                                                                                                                                                                                 BCG Executive
                                                                                                                                                                                                                                           101.7
                                               101.5      100.6                                                                                                                                  100.2
                  100                           99.8                                                   100.1                                                                                                                               100.2

                                                                                                                                                                                                                                                                                                                            BCG Executive
                                                                                                        99.8                                                                           99.5       99.3
                                                98.8                                         98.6
                                                                                                                                                                                       97.8                                        97.6
                                              96.6                                           96.6        96.9                                                                          97.1       96.8

                                                                                                                                                                                                                                                                                                                       reserved.
                    96                        96.4                                           95.9                                                                                      95.8
                                                                                             94.8                                                                                                                                  95.3

                                                                                                                                                                                                                                                                                                                  reserved.
                                                                                                                                                                            94.9
                                                                                                                                                                            94.7

                                                                                                                                                                                                                                                                                                            All rights
                                                                                           92.8
                    92                                                                     92.6                                                                                                                                92.0

                                                                                                                                                                                                                                                                                                       All rights
                                                                                                                                                                                                                               90.4

                                                                                                                                                                                                                                                                                                   Group.
                    88

                                                                                                                                                                                                                                                                                                Group.
                                                                                                                                                                                                                                                                                       Consulting
                             2019       2020         2021     2022        2019       2020         2021     2022        2019       2020       2021       2022        2019       2020       2021       2022        2019       2020      2021    2022

                                                                                                                                                                                                                                                                                     Consulting
 2021 forecast

                                                                                                                                                                                                                                                                                Boston
                                          99-103%                                    95-99%                                      107-113%                                          96-100%                                  98-106%

                                                                                                                                                                                                                                                                              Boston
      vs 2019

                                                                                                                                                                                                                                                                       2021
                                                                                                                                                                                                                                                          Copyright ©©2021 byby
                                 2019 GDP levels (Index)                     Forecast IMF (Jan 20, 2021)                     Forecast World Bank (Jan 5, 2021)                     Forecast range from leading banks2

                                                                                                                                                                                                                                                          Copyright
Note: As of reports dated 08 June 2020 to 01 Mar 2021, YoY forecasts 2020 values are estimated actual GDP; 1. For India, forecast is for financial year; for other countries, the forecast is for calendar year; 2. Range
from forecasts (where available) of JPMorgan Chase; Morgan Stanley; Bank of America; Fitch Solutions; Credit Suisse; Danske Bank; ING Group; HSBC; Source: Bloomberg; World Bank; IMF; BCG                                                           20
Retail and recreation mobility recovered fastest; public transit mobility
                                                                                                                                                                                                                                        ECONOMIC
remains lower in most countries                                                                                                                                                                                                         IMPACT
As of 01 Mar 2021

Workplace1, public transit2 and retail & recreation3 mobility compared to baseline of January 2020 to February 2020

US                                                                                  Germany                                                                             Australia

                                                                                                                                                                                                                                                                                                                                                                              March
                                                                                                                                                                                                                                                                                                                                                                            2021
                                                                                                                                                                                                                                                                                                                                                                   19 March19        2021
                                                                                                                                                                                                                                                                                                                                                                                 Version 2.0Version 2.0
         Mar

                                                                                             Mar

                                                                                                                                                                                 Mar
                                                          Nov

                                                                                                                                             Nov

                                                                                                                                                                                                                                 Nov
                                                                Dec

                                                                                                                                                   Dec

                                                                                                                                                                                                                                       Dec
                                       Aug

                                                                                                                           Aug

                                                                                                                                                                                                               Aug
   Feb

                                              Sep

                                                                            Feb

                                                                                       Feb

                                                                                                                                 Sep

                                                                                                                                                               Feb

                                                                                                                                                                           Feb

                                                                                                                                                                                                                     Sep

                                                                                                                                                                                                                                                   Feb
               Apr

                                                                                                   Apr

                                                                                                                                                                                       Apr
                                                    Oct

                                                                                                                                       Oct

                                                                                                                                                                                                                           Oct
                     May

                                                                                                         May

                                                                                                                                                                                             May
                           Jun

                                                                                                               Jun

                                                                                                                                                                                                   Jun
                                                                      Jan

                                                                                                                                                         Jan

                                                                                                                                                                                                                                             Jan

                                                                                                                                                                                                                                                                                                                                                           updatedupdated
                                 Jul

                                                                                                                     Jul

                                                                                                                                                                                                         Jul

                                                                                                                                                                                                                                                                                                                                                    Perspectives
                                                                                    Italy                                                                               South Korea

                                                                                                                                                                                                                                                                                                                                BCG Executive
                                                                                                                                                                                                                                                                                                                           reserved.
                                                                                                                                                                                                                                                                                                                      reserved.               Perspectives
                                                                                                                                                                                                                                                                                                                                     BCG Executive
                                                                                             Mar

                                                                                                                                                                                 Mar
                                                                                                                                             Nov

                                                                                                                                                                                                                                 Nov
                                                                                                                                                   Dec

                                                                                                                                                                                                                                       Dec
                                                                                                                           Aug

                                                                                                                                                                                                               Aug
                                                                                       Feb

                                                                                                                                 Sep

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                                                                                                         May

                                                                                                                                                                                             May
                                                                                                               Jun

                                                                                                                                                                                                   Jun
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                                                                                                                                                                                                                                                                                                                All rights
                                                                                                                                                                                                                                                                                                           All rights
                                                                                    Sweden                                                                              Japan

                                                                                                                                                                                                                                                                                           Consulting
                                                                                                                                                                                                                                                                                         Consulting    Group.
                                                                                                                                                                                                                                                                                                    Group.
      Workplace mobility

                                                                                                                                                                                                                                                                                    Boston
      Retail & recreation                    Public transit mobility

                                                                                                                                                                                                                                                                                  Boston
                                                                                                                                                                                                                                                                               byby
    Lockdown started4                   Lockdown easing4

                                                                                                                                                                                                                                                                           2021
                                                                                                                                                                                 Mar

                                                                                                                                                                                                                                 Nov

                                                                                                                                                                                                                                       Dec
                                                                                                                                                                                                               Aug
                                                                                                                                                                           Feb

                                                                                                                                                                                                                     Sep

                                                                                                                                                                                                                                                   Feb
                                                                                                                                                                                       Apr

                                                                                                                                                                                                                           Oct
                                                                                                                                                                                             May

                                                                                                                                                                                                   Jun
                                                                                             Mar

                                                                                                                                                                                                                                             Jan
                                                                                                                                             Nov

                                                                                                                                                   Dec
                                                                                                                           Aug
                                                                                       Feb

                                                                                                                                 Sep

                                                                                                                                                               Feb
                                                                                                   Apr

                                                                                                                                       Oct
                                                                                                         May

                                                                                                                                                                                                         Jul
                                                                                                               Jun

                                                                                                                                                         Jan

                                                                                                                                                                                                                                                              Copyright ©©2021
                                                                                                                     Jul

                                                                                                                                                                                                                                                              Copyright
1. Tracked as changes in visits to workplaces; 2. Tracked as changes in visits to public transport hubs, such as underground, bus and train stations; 3. Tracked as changes for restaurants, cafés, shopping centers,
theme parks, museums, libraries and cinemas; 4. Refers to average lockdown start and easing dates; Note: Data taken as weekly average compared with baseline (average of all daily values of respective weeks
during Feb 15 2020–Feb 28 2021); Source: Google LLC "Google COVID-19 Community Mobility Reports". https://www.google.com/covid19/mobility/ Accessed: 01 Mar 2020; Press search; BCG                                                                      21
Manufacturing PMI recovery globally indicates positive momentum                                                                                                                                                                ECONOMIC
As of 01 Mar 2021                                                                                                                                                                                                              IMPACT

Manufacturing PMI before, during, and after the crisis

US                                                                              Germany                                                                         China1

                                                                                                                                                                                                                                                                                                                                                                                  2.0Version 2.0
   Neutral                                                         11 9            Neutral                                              6   8   8   8   7          Neutral                  2    1    1     1     1    1   2   1   2   2   1
                                                          9    8                                                                                                                  0
  level = 50                                      6   5                           level = 50                                    1   2                             level = 50
                                         3    4

                                                                                                                                                                                                                                                                                                                                                                              2021
                   1    0

                                                                                                                                                                                                                                                                                                                                                                          Version
                                                                                                  -5 -2 -5

                                                                                                                                                                                                                                                                                                                                                                       March
                            -1                                                                                             -5

                                                                                                                                                                                                                                                                                                                                                                     2021
                                 -9 -7                                                                           -16 -13

                                                                                                                                                                                                                                                                                                                                                            19 March19
                                                                                                                                                                                      -14

                                                                                                                                                                                                                                                                                                                                                    updatedupdated
                  Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan                           Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan                             Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan

                                                                                                                                                                                                                                                                                                                                             Perspectives
                                                                                Italy                                                                           South Korea

                                                                                                                                                                                                                                                                                                                                       Perspectives
                                                                                   Neutral                                                                         Neutral
                                                                                                                                                        5                                                                      1 3 3 3

                                                                                                                                                                                                                                                                                                                              BCG Executive
                                                                                                                                2   3   3   4   2   3
                                                                                  level = 50                                                                      level = 50

                                                                                                                                                                                                                                                                                                                         BCG Executive
                                                                                                  -1 -1                                                                           0 -1                                  0
                                                                                                                       -5 -3                                                                                      -3 -2
                                                                                                           -10                                                                              -6
                                                                                                                                                                                                 -8 -9 -7

                                                                                                                                                                                                                                                                                                                    reserved.
                                                                                                                 -19

                                                                                                                                                                                                                                                                                                               reserved.
                                                                                                                                                                                  Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan
                                                                                                 Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan

                                                                                                                                                                                                                                                                                                         All rights
                                                                                                                                                                                                                                                                                                    All rights
                                                                                Sweden                                                                          Japan

                                                                                                                                                                                                                                                                                                Group.
                                                                                                                                                                                                                                                                                             Group.
                                                                                   Neutral                                                                         Neutral                                                             0

                                                                                                                                                                                                                                                                                    Consulting
                                                                                                                                                    15 12
                                                                                                                                                9

                                                                                                                                                                                                                                                                                  Consulting
                                                                                  level = 50                                            5   8                     level = 50
                                                                                                  2    3                        1   3                                             -1 -2                                         -1         -0.2
                                                                                                                                                                                                                       -3 -2 -1

                                                                                                                                                                                                                                                                             Boston
      ≤ -30%           -29% to -15%          -14% to 0%            > 0%                                                                                                                     -5                    -5

                                                                                                                                                                                                                                                                           Boston
                                                                                                                           -3                                                                    -8
                                                                                                           -7                                                                                               -10
                                                                                                                 -13 -11

                                                                                                                                                                                                                                                                        byby
                                                                                                                                                                                                      -12
   Lockdown started                   Lockdown easing

                                                                                                                                                                                                                                                                    2021
                                                                                                                                                                                                                                                       Copyright ©©2021
                                                                                                 Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan                             Jan Feb Mar Apr May Jun July Aug Sep Oct Nov Dec Jan

                                                                                                                                                                                                                                                       Copyright
1. Lockdown dates are only pertaining to Hubei province; Note: PMI (Purchasing Manager's Index) is a diffusion index that summarizes whether market conditions, as viewed by purchasing managers, are expanding,
staying the same, or contracting. 50 is neutral, >50 is considered to be positive sentiment and
Passenger vehicle sales see rebounds but dips again in countries
                                                                                                                                                                                                                                                  ECONOMIC
with second wave of lockdowns                                                                                                                                                                                                                     IMPACT
As of 01 Mar 2021

Monthly passenger vehicle1 sales, YOY % change vs past year
US                                                                                    Germany                                                                               China2

                                                                                                                                                                                                                                                                                                                                                                                              2.0Version 2.0
                                                                                                                                            8%                9%                                                                                        30%
                                                                                                                                                                                                       7% 2% 9% 6% 8% 9% 13% 7%
             -4%                           -9% -9%      -9% -15%                         -7% -11%                              -5%                -4% -3%
     -14%                                                                                                                                                                                        -2%

                                                                                                                                                                                                                                                                                                                                                                                          2021
                                   -23%                                                                                               -20%                                    -20%

                                                                                                                                                                                                                                                                                                                                                                                      Version
                                        -30%       -21%                                                          -32%                                                -30%
                   -46%    -43% -40%                                                                 -38%                                                                                -48%

                                                                                                                                                                                                                                                                                                                                                                                   March
                        -58%                                                                            -61% -49%                                                                    -82%

                                                                                                                                                                                                                                                                                                                                                                                 2021
                                                                                                                                                                                                                                                                                                                                                                        19 March19
             Feb

                                                       Sep
       Jan

                                                                         Dec
                                                                               Jan
                                     Jun
                   Mar

                               May

                                                             Oct
                                                                   Nov
                         Apr

                                           Jul
                                                 Aug

                                                                                               Feb

                                                                                                                               July

                                                                                                                                            Sep

                                                                                                                                                              Dec
                                                                                                                                                                     Jan
                                                                                         Jan

                                                                                                                        Jun
                                                                                                     Mar

                                                                                                                  May

                                                                                                                                                  Oct
                                                                                                                                                        Nov
                                                                                                            Apr

                                                                                                                                                                                                                   July
                                                                                                                                                                                     Feb

                                                                                                                                                                                                                                Sep

                                                                                                                                                                                                                                                  Dec
                                                                                                                                                                                                                                                        Jan
                                                                                                                                                                               Jan

                                                                                                                                                                                                             Jun

                                                                                                                                                                                                                                      Oct
                                                                                                                                                                                           Mar

                                                                                                                                                                                                       May

                                                                                                                                                                                                                                            Nov
                                                                                                                                                                                                 Apr

                                                                                                                                                                                                                                                                                                                                                                updatedupdated
                                                                                                                                      Aug

                                                                                                                                                                                                                          Aug
                                                                                      Italy                                                                                 South Korea3

                                                                                                                                                                                                                                                                                                                                                         Perspectives
                                                                                                                                      2% 8% 0%                                                               46%

                                                                                                                                                                                                                                                                                                                                                   Perspectives
                                                                                                                                                                                                                                18%                     19%

                                                                                                                                                                                                                                                                                                                                          BCG Executive
                                                                                         -6% -8%                      -11%                              -7 -14 -14                         11% 12% 13%             9%
                                                                                                                                                                                                                                      0% 6%

                                                                                                                                                                                                                                                                                                                                     BCG Executive
                                                                                                             -48% -24%
                                                                                                                                                                                                                          -2%                     -6%
                                                                                                     -85%                                                                     -14% -20%
                                                                                                            -98%

                                                                                                                                                                                                                                                                                                                                reserved.
                                                                                               Feb

                                                                                                                               July

                                                                                                                                                                                     Feb

                                                                                                                                                                                                                                Sep
                                                                                                                                            Sep
                                                                                         Jan

                                                                                                                                                              Dec
                                                                                                                                                                     Jan

                                                                                                                                                                                                                                                  Dec
                                                                                                                                                                                                                                                        Jan
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                                                                                                                        Jun

                                                                                                                                                                                                             Jun
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                                                                                                                  May

                                                                                                                                                  Oct
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                                                                                                                                                                                                                                      Oct
                                                                                                                                                                                                       May

                                                                                                                                                                                                                                            Nov
                                                                                                            Apr

                                                                                                                                                                                                 Apr

                                                                                                                                                                                                                   Jul
                                                                                                                                                                                                                          Aug

                                                                                                                                                                                                                                                                                                                           reserved.
                                                                                                                                      Aug

                                                                                                                                                                                                                                                                                                                     All rights
                                                                                      Sweden                                                                                Japan

                                                                                                                                                                                                                                                                                                                All rights
                                                                                                                                                                                                                                                                                                            Group.
                                                                                                                                                                     26%                                                              30%

                                                                                                                                                                                                                                                                                                         Group.
                                                                                                                                            7%                                                                                              6% 10% 7%

                                                                                                                                                                                                                                                                                                Consulting
                                                                                                                                                                                                                                                                                              Consulting
                                                                                               -6% -9%                         -4%                -5% -13%
                                                                                        -18%                            -22%          -13%                                   -12% -10% -9%                -13%  -15%
                                                                                                           -37%                                               -34%                               -30% -23% -15%

                                                                                                                                                                                                                                                                                         Boston
      ≤ -30%             -29% to -15%            -14% to 0%                    > 0%                               -50%

                                                                                                                                                                                                                                                                                       Boston
                                                                                                                                                                                                    -47%

                                                                                                                                                                                                                                                                                    byby
                                                                                                                               July
                                                                                               Feb

                                                                                                                                            Sep
                                                                                         Jan

                                                                                                                                                                     Jan
                                                                                                                        Jun

                                                                                                                                                              Deec
                                                                                                     Mar
                                                                                                            Apr
                                                                                                                  May

                                                                                                                                                  Oct
                                                                                                                                                        Nov
                                                                                                                                      Aug
   Lockdown started                        Lockdown easing

                                                                                                                                                                                     Feb

                                                                                                                                                                                                                                Sep

                                                                                                                                                                                                                                                  Dec
                                                                                                                                                                                                                                                        Jan
                                                                                                                                                                                                             Jun
                                                                                                                                                                               Jan

                                                                                                                                                                                                                                      Oct
                                                                                                                                                                                                                                            Nov
                                                                                                                                                                                                 Apr

                                                                                                                                                                                                                   Jul
                                                                                                                                                                                                                          Aug
                                                                                                                                                                                           Mar

                                                                                                                                                                                                       May

                                                                                                                                                                                                                                                                                2021
                                                                                                                                                                                                                                                                   Copyright ©©2021
                                                                                                                                                                                                                                                                   Copyright
1. Passenger vehicle sales includes data on, where available, hatchback, MPV, pickup, sedan, SUV, and vans; 2. Stimulus policies: Launched subsidies for car purchases in 10 cities, lessened purchase restriction in high tier cities and extended NEV
subsidies; 3. South Korea's growth in auto sales from Mar through June 2020 is supported by recent tax cuts for individual consumption goods (e.g., cars), several carmakers (e.g. Audi, VW) launching new models and the increased appreciation by
the Koreans of cars as a safe mode of transport and as a travel alternative for camping during COVID-19, supported by recently passed legislation to allow a variety of different cars to be modified into 'camping cars'.
Source: Marklines; BCG                                                                                                                                                                                                                                        23
Retail goods sales (excl. auto and fuel) have rebounded to pre-COVID-19
                                                                                                                                                                                   ECONOMIC
levels across most countries                                                                                                                                                       IMPACT
As of 15 Mar 2021

Growth of total retail goods sales (excl. auto & fuel)1, YOY % change vs same month past year
Retail goods sales include online & offline sales and comprise food & beverages, apparel, cosmetics & personal
care, home appliances, general merchandise, building material; do not include auto, fuel & food services

                                                                                                                                                                                                                                                                                                                                 2.0Version 2.0
                                                                                                                                                           Jan
                  Jan         Feb Mar Apr May June July Aug Sep Oct Nov Dec
                                                                                                                                                           '21

                                                                                                                                                                                                                                                                                                                             2021
                                                                                                                                                                                                                                                                                                                         Version
                                                                                                                                                                                                                                                                                                                      March
                   4%          4%         1%        -15%         -4%         3%          4%          5%         7%          6%          5%         2%      10%

                                                                                                                                                                                                                                                                                                                    2021
US
                                                                                                                                                                 Retail goods sales have rebounded

                                                                                                                                                                                                                                                                                                           19 March19
                                                                                                                                                                                                                                                                                                   updatedupdated
                                                                                                                                                                 to pre-COVID-19 levels, with
UK                 1%          0%         -4%       -19% -11%                1%          3%          4%         6%          7%          6%            -     -    countries showing higher growth

                                                                                                                                                                                                                                                                                            Perspectives
                                                                                                                                                                 levels than in Jan

                                                                                                                                                                                                                                                                                      Perspectives
Italy              1%          2%        -18% -27% -11%                      -1%       -11%          1%         0%          1%         -7%         -6%     -8%

                                                                                                                                                                                                                                                                             BCG Executive
                                                                                                                                                                 US and UK have seen consistent

                                                                                                                                                                                                                                                                        BCG Executive
                                                                                                                                                                 retail sales growth over last 6
Sweden             3%          5%         2%          -3%         2%         3%          2%          2%         3%          3%          5%         0%      3%    months

                                                                                                                                                                                                                                                                   reserved.
                                                                                                                                                                                                                                                              reserved.
Belgium            2%          1%         -6%       -14%          2%         7%          3%         14%         5%          8%         -5%         9%      5%    Some European countries have

                                                                                                                                                                                                                                                        All rights
                                                                                                                                                                                                                                                   All rights
                                                                                                                                                                 seen retail sales dips coinciding

                                                                                                                                                                                                                                               Group.
China2                 -16%              -12%         -6%        -1%         2%          -2%        -1%         2%          1%          4%         4%       -    with second waves of

                                                                                                                                                                                                                                            Group.
                                                                                                                                                                 cases/lockdown

                                                                                                                                                                                                                                   Consulting
                                                                                                                                                                                                                                 Consulting
Japan              0%          2%         1%          -6%        -2%         9%          7%          7%         -1%        12%          8%         6%      3%

                                                                                                                                                                                                                   2021byby Boston
                                                                                                                                                                                                                          Boston
        ≤ -30%           -29% to -15%             -14% to 0%                > 0%

                                                                                                                                                                                                      Copyright ©©2021
                                                                                                                                                                                                      Copyright
1. Retail goods sales categorization may be different across countries; seasonally adjusted values taken; country-specific categorization; 2. For China,
combined value of Jan & Feb is available
Source: US Census Bureau; PRC National Bureau of Statistics; Eurostat; Ministry of Economy Japan                                                                                                 24
De-averaged view | Retail store sales in China have rebounded across
                                                                                                                                                                                                     ECONOMIC
categories; apparel sales continue to be impacted in other countries                                                                                                                                 IMPACT
As of 15 Mar 2021

Retail store sales breakdown by category, YoY % change vs same month in past year
Food & beverage stores                                                           Personal care & cosmetics stores

                                                                                                                                                                                                                                                                                                                                                     2.0Version 2.0
                                             Jan                                                                                                      Jan
              May June Jul        Aug Sep Oct Nov Dec                                          May June Jul         Aug Sep Oct Nov Dec
                                             '21                                                                                                      '21                         China's sales (except Home
                                                                                                                                                                                  Appliances) have rebounded past

                                                                                                                                                                                                                                                                                                                                                 2021
 US           15% 12% 11% 10% 10% 10% 11% 9% 12%                                  US           -8% -1%       4%     4%     5%     4%     4%     5%    7%

                                                                                                                                                                                                                                                                                                                                             Version
                                                                                                                                                                                                                                                                                                                                          March
 UK            4%    4%     2%     2%     2%     2%    6%       -     -           UK           -30% -5% -1%         1% 15% 14% 3%                -      -                         year-ago run rates

                                                                                                                                                                                                                                                                                                                                        2021
 Italy         1%    -1% -2%       2%     1%     2%    3%     4%     3%           Italy        -13% -9% -5% -1% -2% -2% -2% -12% -13%

                                                                                                                                                                                                                                                                                                                               19 March19
                                                                                                                                                                                                                                                                                                                       updatedupdated
 Sweden   0% 1% 0%                 2%     3%     2%    2%     2%     0%           Sweden       -5%     3%    1%     2%     3%     0%     1%     0%    -3%                         Retail store sales recovery driven by
 Belgium 10% 4% 4%                 5%     2%     6%    2% 11% 4%                  Belgium      -8% 0% 0% 3% 7% 9% 0% -3%                                -                         F&B across all countries

                                                                                                                                                                                                                                                                                                                Perspectives
 China1  11% 11% 7%                2%     5%     5%    9%     9%      -           China1       13% 21% 9% 22% 16% 20% 32% 9%                            -

                                                                                                                                                                                                                                                                                                          Perspectives
 Japan         2%    3%     1%     2%     2%     4%    0%     -1%    0%                        -3%     3%    1%     2%     -7%    3%    -1%     1%    -1%
                                                                                  Japan                                                                                           Personal care & cosmetics

                                                                                                                                                                                                                                                                                                 BCG Executive
                                                                                                                                                                                  category sales have rebounded
Apparel stores2                                                                  Home appliance stores3

                                                                                                                                                                                                                                                                                            BCG Executive
                                                                                                                                                                                  to 2019 levels except in Italy

                                                                                                                                                                                                                                                                                       reserved.
                                                     Jan                                                                           Jan
              May June Jul        Aug Sep Oct Nov Dec                                          May June Jul         Aug Sep Oct Nov Dec
                                                     '21                                                                            '21                                           Apparel category saw the largest

                                                                                                                                                                                                                                                                                  reserved.
             -62% -24% -23% -20% -9% -11% -16% -16% -10%                          US           -42% -20% -6% -4% -7% -5% -10% -16% -2%                                            decline; continued fluctuations and

                                                                                                                                                                                                                                                                            All rights
 US

                                                                                                                                                                                                                                                                       All rights
 UK          -60% -34% -25% -15% -14% -14% -29%                 -     -           UK           -29% 2% 12% 13% 11% 18% 21%                       -      -                         far from recovery across countries

                                                                                                                                                                                                                                                                   Group.
 Italy       -43% -18% -41% -2% -3% -4% -44% -26% -40%                            Italy        -15% 2%       0%     2%     2%     2% -12% -11% -1%                                except China

                                                                                                                                                                                                                                                                Group.
 Sweden  -31% -22% -22% -18% -14% -14% -25% -30% -24%                             Sweden       15% 15% 15% 7% 10% 9% 17% 5% 11%

                                                                                                                                                                                                                                                       Consulting
                                                                                                                                                                                                                                                     Consulting
 Belgium -35% -9% -33% 18% -7% -14% -73% -13% -                                   Belgium       2% 14% 2% 23% 19% 16% -18% 11%                          -                         Home appliances sales with
          -1% 0% -3% 2% 6% 10% 5% 4%               -                              China1        4% 10% -2% 4% -3% 1% 5% 11%                             -
 China1                                                                                                                                                                           mixed development; US sales

                                                                                                                                                                                                                                                Boston
                                                                                                                                                                                                                                              Boston
 Japan       -35% -6% -19% -18% -24% -4% -8% -5% -18%                             Japan         9% 26% 12% 10% -29% 29% 25% 15% 11%
                                                                                                                                                                                  continue to struggle

                                                                                                                                                                                                                                       2021
                                                                                                                                                                                                                          Copyright ©©2021 byby
         ≤ -30%           -29% to -15%          -14% to 0%                > 0%

                                                                                                                                                                                                                          Copyright
1. For China, Feb data includes both Jan & Feb, Food & beverages category only includes food & grains; 2. Includes clothing accessories, shoes, etc.; 3. Includes audio video &
home appliances stores; Note: For US, share in retail store sales in Q4 2019: F&B ~25%, personal care & cosmetics ~12%, apparel ~6%, home appliances ~3%, general
merchandising ~25% and building material & gardening equipment ~13%. Sector classification & mix may be different across countries; Source: US Census Bureau; PRC National                                         25
Bureau of Statistics; Eurostat; Ministry of Economy Japan
Stock markets continue to have an optimistic outlook: 11 out of 24 sectors
                                                                                                                                                                                                                                    ECONOMIC
currently above pre-crisis TSR levels                                                                                                                                                                                               IMPACT
As of 01 Mar 2021

                                                                                                                                                                                           Based on top S&P Global 1200 companies

                                                                              TSR1                                                        Companies2 with probability of default >15%3
                                                               21 Feb 2020             21 Feb 2020

                                                                                                                                                                                                                                                                                                                                                                               2.0Version 2.0
                                                              -20 Mar 2020             -28 Feb 2021                                                        21 Feb 2020              28 Feb 2021
                       Semiconductors                             -30%                       60%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                                                                           2021
                       Tech Hardware                              -26%                       25%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                                                                       Version
                                                                                                                                                                                                                                                                                                                                                                    March
                       Media                                      -36%                       21%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                                                                  2021
                       Materials                                  -32%                       20%                                                               5%                        4%

                                                                                                                                                                                                                                                                                                                                                         19 March19
                                                                                                                                                                                                                                                                                                                                                 updatedupdated
                       Retailing                                  -40%                       19%                                                               0%                       18%
                       Durable Goods                              -39%                       18%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                                          Perspectives
                       Capital Goods                              -35%                       12%                                                               2%                        2%
                       Auto                                       -41%                       12%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                                    Perspectives
                       Financials                                 -35%                        8%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                           BCG Executive
                       Software                                   -30%                        5%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                                      BCG Executive
                       Health Equipment                           -31%                        5%                                                               0%                        0%
                       Pharma                                     -20%                        0%                                                               0%                        5%

                                                                                                                                                                                                                                                                                                                 reserved.
                       Prof. Services                             -30%                       -1%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                            reserved.
                       Household Products                         -16%                       -2%                                                               0%                        0%

                                                                                                                                                                                                                                                                                                      All rights
                       Hospitality                                -44%                       -3%                                                               8%                       15%

                                                                                                                                                                                                                                                                                                 All rights
                       Food/Staples retail                        -10%                       -3%                                                               0%                        0%

                                                                                                                                                                                                                                                                                             Group.
                       Insurance                                  -39%                       -5%                                                               0%                        0%

                                                                                                                                                                                                                                                                                          Group.
                       Banks                                      -39%                       -7%                                                               0%                        4%

                                                                                                                                                                                                                                                                                 Consulting
                                                                                                                                                                                                                                                                               Consulting
                       Food & Beverage                            -23%                       -8%                                                               0%                        0%
                       Energy                                     -52%                      -10%                                                               0%                       12%

                                                                                                                                                                                                                                                                          Boston
                       Transport                                  -34%                      -11%                                                               0%                       24%

                                                                                                                                                                                                                                                                        Boston
                       Telecom                                    -17%                      -13%                                                               0%                        4%

                                                                                                                                                                                                                                                                 2021byby
                       Real Estate                                -39%                      -13%                                                               0%                        0%

                                                                                                                                                                                                                                                    Copyright ©©2021
                       Utilities                                  -30%                      -16%                                                               0%                        3%

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1. Performance is tracked for two periods, first from 21 February 2020 (before international acceleration of outbreak) to 20 March 2020 (trough of the market) and from 21 February 2020 through 28 Feb 2021; 2. Retailing, Hospitality,
Transport and Energy are sectors with > 10% of companies with a probability of default > 15%; 3. Implied by 5-year credit default swap based on median; Note: Based on top S&P Global 1200 companies; Sectors are based on GICS
definitions; Source: S&P Capital IQ; BCG ValueScience Center; BCG                                                                                                                                                                              26
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