Banking on technology - The shareholder benefits of a digital future - Goldman Sachs Research

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Banking on technology - The shareholder benefits of a digital future - Goldman Sachs Research
EQUITY RESEARCH | May 22, 2018 | 12:35AM EDT

The following is a redacted version of the original report. See inside for details.

      Americas Banks
     Americas Banks

     Banking on technology
     The shareholder benefits of a digital future
      The benefits of innovation in the banking industry have largely either accrued to customers in
      the form of lower prices or added to the cost base of the banking industry with limited
      revenue benefits. We see the current wave of digitization, which is centered on electronic
      payments, straight through processing and AI, generating real scale and efficiency benefits
      for the largest US banks. The decreasing importance of a physical distribution network also
      appears to be driving market share concentration with the largest banks taking 6pp of deposit
      market share since 2008. We see these trends accelerating over the next five years and
      estimate that the largest banks could see 350bps of efficiency improvement increasing to
      800bps if revenue growth is factored in. Tech companies continue to seek opportunities to
      expand into financial services given their brand and broad customer base. However, we see
      their focus on eliminating frictions in payments and expanding their offerings to the
      under-banked, which are likely to be better achieved through partnerships and JVs with
      incumbent players.

    Richard Ramsden              James Yaro                   Sal Saroni                Heath P. Terry, CFA       James Schneider, Ph.D.
    +1(212)357-9981 |            +1(212)902-1913 |            +1(917)343-5320 |         +1(212)357-1849 |         +1(917)343-3149 |
    richard.ramsden@gs.com       james.e.yaro@gs.com          sal.saroni@gs.com         heath.terry@gs.com        james.schneider@gs.com
    Goldman Sachs & Co. LLC      Goldman Sachs & Co. LLC      Goldman Sachs & Co. LLC   Goldman Sachs & Co. LLC   Goldman Sachs & Co. LLC

    Goldman Sachs does and seeks to do business with companies covered in its research reports. As a
    result, investors should be aware that the firm may have a conflict of interest that could affect the
    objectivity of this report. Investors should consider this report as only a single factor in making their
    investment decision. For Reg AC certification and other important disclosures, see the Disclosure
    Appendix, or go to www.gs.com/research/hedge.html. Analysts employed by non-US affiliates are not
    registered/qualified as research analysts with FINRA in the U.S.

                                                                                              The Goldman Sachs Group, Inc.
Goldman Sachs                                                                                                Americas Banks

Table of Contents
  PM Summary                                                                                                            4

  Low-cost tech improving efficiency                                                                                     10

  Scale matters - Tech looks to concentrate the US banking market                                                   17

  Large tech company (i.e., Amazon) and venture capital ambitions in the banking space                              21

  Appendix A: Sensitizing benefits from digital vs. third-party providers                                            24

  Disclosure Appendix                                                                                               25

   Other contributing authors

  Willis Palermo                Mohammed Moawalla             Melissa Kuang, CFA              Vishal Agarwal
  +44 20 7552-8394              +44 20 7774-1726              +65 6889-2869                   +1(212)934-8377
  willis.palermo@gs.com         mohammed.moawalla@gs.com      melissa.kuang@gs.com            vishal.agarwal@gs.com
  Goldman Sachs International   Goldman Sachs International   Goldman Sachs (Singapore) Pte   Goldman Sachs India SPL

Note: The following is a redacted version of “Americas Banks: Banking on technology: The
shareholder benefits of a digital future" originally published May 22, 2018 [39pgs]. All company
references in this note are for illustrative purposes only and should not be interpreted as investment
recommendations.

                                                                                                                             2
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Goldman Sachs                                                                                 Americas Banks

PM Summary

                While the banking industry is not new to technology innovation, historical data
                suggest that the bulk of the benefits of innovation have largely either accrued to
                customers (in the form of lower prices) or added to the cost base of the banking
                industry with limited revenue benefits. We believe that the current wave of
                digitization is set to differ from those seen previously as banks are both reshaping
                historical distribution channels as well as reaping much greater economies of
                scale through cashless payments, straight-through processing and applying
                artificial intelligence (AI) to price customer relationships versus products. In this
                report, we estimate that digitization could improve efficiency ratios by up to
                350bps over the coming five years, while other expense saves, and revenue
                growth could total 460bps. Including moderate revenue growth and credit
                normalization, we see US banks potentially reaching 18% ROTCEs in 2022 (vs. 12%
                in 2017 [normalizing for one-time tax reform impacts]). If banks were to reach
                destination capital levels (using the recent Fed SCB proposal as a guideline)
                ROTCEs could reach roughly 21%. We have based our analysis on the impact of
                digitization on the experience in overseas markets (primarily the Nordic and Singaporean
                banks), which have seen some of the greatest levels of digital technology migration
                since the Crisis and provide a plausible roadmap for the impact of digitization in the
                United States.

                We also believe there are increasingly clear data to support the conclusion that
                differences in technological innovation are driving market share concentration in
                the industry in favor of the largest names. Over the last nine years, US banks with
                >$100bn in assets have increased their market share in deposits by 6pp, and by 4pp in
                loans. The top four US banks by assets (JPM, BAC, WFC, C) have seen organic retail
                deposit growth average 7% since 2011, which is two times the growth rate of smaller
                regional banks, and they now account for 46% of all account openings, a 5pp increase
                versus 2016. As growth is less constrained by the need to have a physical presence in
                any given market and has become more a function of the breadth and quality of the
                digital offering as well and price competitiveness, we see this trend accelerating over
                the next five years.

                We believe that the leading tech companies, most notably AMZN, will look to
                expand their footprints in retail financial services, but see their focus as being on
                removing frictions in the payment system and expanding basic payment and
                banking services to the under-banked in a bid to grow their client bases.
                Partnerships with banks versus outright competition are likely to remain the
                preferred approach, at least in the near term. Digitization and deregulation clearly
                provide an opportunity for disruptive innovation, although we think aspirations will be
                moderated by the prospects of greater regulatory oversight and reluctance over taking
                on significant levels of credit risk. Venture capital investment in FinTech reached $6bn in
                1Q18, or roughly 10% of total VC funding across all sectors, although US funding has
                begun to flatline and remains relatively small compared to the overall investment in tech

                                                                                                           4
Goldman Sachs                                                                                   Americas Banks

                by the traditional entities. It is interesting to note that on average, banks spend 8pp
                more on tech than other industries while outsourcing 20pp less of the cost.

                n   Is this time ‘round any different? Compared to other forms of tech. innovation in
                    banking, we view this round of digitization as offering real efficiency gains for
                    shareholders. In the past, new forms of distribution (i.e., the ATM, and
                    internet-based banking) were layered onto existing channels with no meaningful
                    efficiency benefits, with United States bank efficiency ratios near 61% since 1992.
                    Since 1950, the United States has seen uninterrupted branch per capita increases of
                    >7x. However, since 2008, branches per capita are down 11% and we estimate this
                    metric could decline a further 22% through 2022, given that the United States still
                    has one of the highest number of branches per capita of any country in the world
                    (33 per 100,000 people vs. a global average of 28 and 16 in the Nordic region). Our
                    analysis also shows a strong relationship between a rise in cashless payments and
                    an improvement in efficiency ratios, with Nordics showing a consistent
                    improvement in efficiency ratios as cash usage declined.
                n   The value of digitization for shareholders: We estimate that digitization could
                    improve efficiency ratios by 350bps (ex. revenue growth) over time, with 50% of the
                    benefit from a potential shift to digital distribution channels, including less reliance
                    on branches and call centers, online bill pay and cashless payments as well as
                    streamlining back office systems through greater use of AI and straight-through
                    processing. Resources can be shifted from operating the business to: 1) developing
                    new tech to drive revenue growth (e.g., Singaporean DBS’ tech spend is flat vs.
                    2014, but it has freed up ~20% of its tech budget to invest in new tech vs.
                    maintaining existing systems); 2) or reducing cost. We have based our efficiency
                    estimates on the experience of Nordic banks, which have seen 620bps of efficiency
                    improvements since 2010, with around half of the improvements due to a shift
                    towards digital distribution channels. Over the last ten years, cash usage has fallen
                    by 16pp in the Nordic region (vs. by 8pp for other developed world jurisdictions).
                    Moreover, widespread adoption of digital distribution has resulted in rapid branch
                    rationalization with 45% of branches closed since 2006 vs. 10% in other countries
                    we have analyzed. While the United States is unlikely to see the same rate of
                    decline in cash transactions due to competing cashless payment options, greater
                    reliance on checks and physical bill payment, as well as fewer policy-driven initiatives
                    to reduce cash usage, we estimate that cash transactions could decline by 5pp over
                    5 years, leading to a 170bps efficiency improvement.
                n   Scale matters - Tech looks to concentrate the US banking market: In addition to
                    increased efficiency, we believe that technology can drive increased market share
                    concentration over time. We estimate that the top 25 banks could see up to 3-4pp of
                    market share gains as consumers become more comfortable with “branch lite”
                    offerings. In our view, the next wave of technology adoption is also likely to result in
                    market share shifts as: 1) the focus moves to pricing client relationships rather than
                    products, making cherry picking individual products more difficult and resulting in
                    higher product penetration for incumbents; and 2) a virtuous cycle whereby tech
                    investment leads to efficiency improvements and a pricing advantage that in turn
                    drives higher market share. We have seen market share shifts towards large banks

                                                                                                             5
Goldman Sachs                                                                                                               Americas Banks

                                             since the Crisis, with 6pp of deposit market share gains for banks >$100bn in
                                             assets, and 4pp in loans. These are comparable to retail, where the top 10 market
                                             participants have gained 7pp of market share over that time period.
                                       n     Tech’s aspirations in banking: Thus far, AMZN’s banking initiatives have spanned
                                             co-branded credit cards, merchant financing, and payment services. To date, most
                                             have been through JVs vs. through standalone initiatives. Given the significant
                                             banking profit pool and the increased customer willingness to buy purely digital bank
                                             products, there is clearly an opportunity for disruptive innovation, especially in retail
                                             banking. For example, FinTech VC investing has seen a 33% CAGR over the last
                                             three years. Despite AMZN’s opportunity to expand in financial services, we believe
                                             the highly regulated nature of the industry and an unwillingness to take on credit risk
                                             on its balance sheet will temper its aspirations to build a standalone banking
                                             operation. We see the company’s initiatives as focused primarily on removing friction
                                             at the point of sale and expanding its customer base to consumers that are either
                                             card-less or under-banked. On the merchant side, lending activity looks to be
                                             centered on providing working capital to constrained merchants.
                                       n     Large caps beneficiaries from tech: Banking is a scale game, and we think
                                             innovation exacerbates this. Large caps will be best able to amortize tech costs. In
                                             our upside earnings scenario over the next five years (which includes revenue
                                             growth and expense saves deriving largely from technology), we see roughly
                                             800bps of efficiency gains, with roughly 40% from cost saves.

                                                          Defining the “digital customer”
   We define a digital customer as someone who: 1) goes into branches infrequently ( 5-10                            12 - 20
                             check deposits); or
         2) Digital
                             B) Digital sessions (e.g., balance
         interactions,                                                       < 75 - 100                    > 100 - 150
                             inquiries on computer/cell phone); or
         comprised of:
                             C) Digital payments (e.g., ACH, P2P
                                                                             < 20 - 25                      > 25 - 30
                             payments)

   Source: Company data, Goldman Sachs Global Investment Research

                                                                                                                                         6
Goldman Sachs                                                                                                                                                                                                                                                                                                                                                                                         Americas Banks

Exhibit 2: We estimate tech could improve large US bank efficiency                                                                                                                                                                   Exhibit 3: ...this equates to roughly 600bps of ROTCE improvement,
ratios by 350bps, and revenue growth and credit normalization                                                                                                                                                                       with expenses driving 180bps and the rest from revenue and credit
could improve it by a further 460bps...                                                                                                                                                                                             normalization, while excess capital returns could drive an addt’l
Note: Other expenses includes large bank FDIC assessment/deposit                                                                                                                                                                    260bps of ROTCE upside....
intangible roll-off

                                                                                                                                                                                                                                                                                                                                                             6.4%                                       2.6%      20.8%
                                                               60.2%
US Bank Efficiency Ratio Assuming
 Tech Based Efficiency Gains (%)

                                                                                                                                                                                                                                     US Bank ROTCE Assuming Tech Based
                                                                                                                                                                                                                                                                                                                                                                                   0.5%     18.3%
                                                                                  -1.7%                                     56.7%
                                                                                                                                                                                                                                                                                                                                                                         -2.8%

                                                                                                                                                                                                                                             Efficiency Gains (%)
                                                                                                  -1.7%
                                                                                                                                                                                                                                                                                                                                       0.9%        14.2%
                                                                                                                                                                                                                                                                                                                              0.9%
                                                                                                                                                                                                               52.1%                                                                                                12.3%
                                                                                                                                               -2.9%                -1.0%
                                                                                                                                                                                           -0.7%
                                                                                                                             from Tech
                                                               2017 Eff.

                                                                                  Branch

                                                                                                                                                   Growth

                                                                                                                                                                                           Expenses

                                                                                                                                                                                                              Efficiency
                                                                                                       Other Tech

                                                                                                                                                                     Net Fee
                                                                                                                                                   Net NII

                                                                                                                                                                     Growth
                                                                                                                              Eff. Ratio

                                                                                                                                                                                                               Implied
                                                                                   Cuts
                                                                 Ratio

                                                                                                                                                                                             Other

                                                                                                                                                                                                                 ratio
                                                                                                                                                                                                                                                                                                         2017               Branch     Other     ROTCE Net Rev.       Credit       Other    Implied    Excess     Dest.
                                                                                                                                                                                                                                                                                                        ROTCE                Cuts      Tech    from Tech Growth       Norm.                 ROTCE      Capital   Capital
                                                                                                                                                                                                                                                                                                                                                                                                       Return    ROTCE

Source: Company data, Goldman Sachs Global Investment Research                                                                                                                                                                      Source: Company data, Goldman Sachs Global Investment Research

Exhibit 4: ...which implies that ROTCEs could reach 18%, or ~25%                                                                                                                                                                    Exhibit 5: The largest US banks have improved expense / assets
upside to our coverage on average                                                                                                                                                                                                   since the Crisis, which we largely attribute to the benefits of scale,
                                                                                                                                                                                                                                    while small banks saw the inverse...

                                     2.6                                                                                                                                     Digital Upside +                                                                                                                                                                2010    2017
                                                                                                                                                                               Destination
                                                                                                                                                                                  Capital                                                                                                                             3.10%                                3.17%

                                     2.3
                                                                                                                                                                                                                                              Banks expenses to atssets (%)

                                                                                                                                                                               USB                                                                                                                                                                                        2.74%                             2.62%
                                                                                                                                              Digital Upside                                                                                                                                                                                                                                2.59%
                                                                                                                                                                                                                                                                                                                                      2.54%
          2019E Consensus PTBV (x)

                                                                                                                                                Scenario
                                     2.0
                                                                                                                                            PNC
                                                                                                                                                                     JPM
                                     1.7                                                                            2019E Avg
                                                                                                                                                     BAC
                                                                                                              MS
                                     1.4
                                                                                                                                WFC

                                     1.1
                                                                                         C
                                                                                                                                                                                                                                                                                                                              Top 5                           Top 6-15                      Industry ex. top 15
                                     0.8
                                                               10%                   12%                            14%         16%        18%                                                20%                         22%
                                                                                                                     2019E Consensus ROTCE (%)

Source: Company data, FactSet, Goldman Sachs Global Investment Research                                                                                                                                                             Source: SNL, Company data, Goldman Sachs Global Investment Research

Exhibit 6: ...and this has translated to >$100bn banks gaining                                                                                                                                                                      Exhibit 7: ...this is comparable to retail industries, which have seen
4pp/6pp of loan/deposit market share - we est. 3pp/4pp of further                                                                                                                                                                   roughly 700bps of market share gains since the Crisis
share gains through 2022...

                                                                                                                                                                                                                                                                                                                      98%                                    2008    2017
                                                                                                                            Loans                  Deposits                                                                                                                                                                     92%
                                                                                                                                                                                                                                                                                                                       3%
                                                                                                                                                                                                                                                                              Market share for top 10 players (%)

                                                               76%
                     Loan, deposit market share for US Banks

                                                                                                                                                                                                                                                                                                                                 4%
                                                               72%                                                                                                                                                            71%
                                                                                                                                                                                                                                                                                                                                           72%
                                                                                                                                                                           67%                                                                                                                                                                         67%
                                                               68%                                                                                                                                                                                                                                                                                                  65%          63%
                                                                                                                                                                                                                                                                                                                                              8%
                              >$100bn in assets (%)

                                                               64%                                                                                                                                                        64%                                                                                                                          16%          7%           4%        54%
                                                                                                61%                 62%
                                                                                                                                                                                                                                                                                                                                                                                            4%
                                                               60%                                                                                                                                                                                                                                                    95%                                                                             40%
                                                                                                                                                                           61%
                                                                                                                                                                                                                                                                                                                                88%
                                                                                                                                                                                                                                                                                                                                                                                                      8%         32%
                                                               56%                                                   58%                                                                                                                                                                                                                   64%                      58%          59%
                                                                                                57%                                                                                                                                                                                                                                                                                                              9%
                                                               52%                                                                                                                                                                                                                                                                                     51%                                 50%
                                                                                                                                                                                                                                                                                                                                                                                                      32%
                                                               48%                                                                                                                                                                                                                                                                                                                                               23%
                                                                           43%
                                                               44%
                                                               40%          40%
                                                               36%
                                                                                                                                                                                   2018E

                                                                                                                                                                                            2019E

                                                                                                                                                                                                      2020E

                                                                                                                                                                                                              2021E

                                                                                                                                                                                                                      2022E
                                                                                         2007
                                                                           2005

                                                                                  2006

                                                                                                2008

                                                                                                         2009

                                                                                                                     2010

                                                                                                                            2011

                                                                                                                                     2012

                                                                                                                                            2013

                                                                                                                                                     2014

                                                                                                                                                             2015

                                                                                                                                                                    2016

                                                                                                                                                                            2017

Source: SNL Financial, Company data, Goldman Sachs Global Investment Research                                                                                                                                                       Source: Euromonitor, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                                                                                                                                                                                           7
Goldman Sachs                                                                                                                                                                                                                                                                                                              Americas Banks

                                                                               Exhibit 8: US banks have not seen structural efficiency ratio improvement since the before the mid-1990s,
                                                                               but we think this time could be different

                                                                                                                      68%
                                                                                                                                                                                                  US Industry Efficiency Ratio                                      Avg
                                                                                                                            66%

                                                                                 Bank Industry Efficiency Ratio (%)
                                                                                                                      66%                 65%                                                                            65%
                                                                                                                                                        63%           63%
                                                                                                                      64%                                                                                                                                         63%           62%
                                                                                                                                                                                                                                                                                                                                                   61%
                                                                                                                      62%
                                                                                                                      60%                                                                                         59%                                                                                59%
                                                                                                                                                                              60%
                                                                                                                                                                                                  57%                                 58%                     59%                                                  57%
                                                                                                                      58%
                                                                                                                      56%                                                                                                                                                                                                          55%
                                                                                                                      54%
                                                                                                                                                                                                                                                                                                                                                   52%
                                                                                                                      52%
                                                                                                                      50%

                                                                                                                                                                                                                                                                                                                   2018E

                                                                                                                                                                                                                                                                                                                                   2020E
                                                                                                                                                                                                                                                                                                                                           2021E
                                                                                                                                                                                                                                                                                                                                                   2022E
                                                                                                                                                                                                                                                                                                                           2019E
                                                                                                                            1992
                                                                                                                                   1993
                                                                                                                                          1994
                                                                                                                                                 1995
                                                                                                                                                        1996
                                                                                                                                                               1997
                                                                                                                                                                      1998
                                                                                                                                                                             1999
                                                                                                                                                                                    2000
                                                                                                                                                                                           2001
                                                                                                                                                                                                  2002
                                                                                                                                                                                                         2003
                                                                                                                                                                                                                2004
                                                                                                                                                                                                                       2005
                                                                                                                                                                                                                               2006
                                                                                                                                                                                                                                      2007
                                                                                                                                                                                                                                             2008
                                                                                                                                                                                                                                                    2009
                                                                                                                                                                                                                                                           2010
                                                                                                                                                                                                                                                                  2011
                                                                                                                                                                                                                                                                         2012
                                                                                                                                                                                                                                                                                2013
                                                                                                                                                                                                                                                                                       2014
                                                                                                                                                                                                                                                                                              2015
                                                                                                                                                                                                                                                                                                     2016
                                                                                                                                                                                                                                                                                                            2017
                                                                               Source: FDIC, Goldman Sachs Global Investment Research

Exhibit 9: US bank branches per capita have fallen by 11% since 2008, and we expect a further decline of 22% through 2022
Note: Branches per 1mn people based on FDIC institutions
                                                          1950s                 1960s                                                            1970s                               1980s                                    1990s                                2000s                                2010s                        2020Es
                   Banking Tech Advancements

                                                                                                                                                                       1980: Girobank                              1994: Stanford
                                                     1950: Credit                1967:                                                  1973:                                                                      Federal offers                                                      2010: Mobile                             2017:
                                                                                                                                                                          launches
                                                         cards                Barclays rolls                                           SWIFT                                                                        US internet                                                        banking takes                          Zelle app
                                                                                                                                                                         telephone
                                                      introduced              out the ATM                                            established                                                                      banking                                                               off                               released
                                                                                                                                                                      banking services

                                                                    1958: Western                                                                          1980:                             1985: Bank of                                      2004: Digital                                           2015:
                                                                    Union deploys                                                                        Electronic                        Scotland launches                                   check clearing                                         ChasePay
                                                                     Telex system                                                                       cash counter                        electronic home                                   (Check 21 Law)                                          announced

                                     300
                                                                                                                                                                                                                                                                                   273
  FDIC Branches per 1mn

                                                                                                                                                                                                                                                                                                               242
                                     250

                                     200                                                                                                                                                                                                                                                                                               188
          People

                                     150

                                     100

                                               50   32

                                               0

Source: Euromonitor, Census Bureau, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                                                                                                                           8
Goldman Sachs                                                                                                                                  Americas Banks

Low-cost tech improving efficiency

“As we pull out [consumer]      We estimate efficiency ratios for the large US banks could improve by 350bps as
transactions and automate
                                banks benefit from significantly lower marginal costs per transaction from
them or they get handled
digitally, they are typically
                                cashless payments, online bill pay and reduction in paper-based processes, which
the easier transactions to      should accelerate the rationalization of branches and call centers. Further,
deal with, leaving the more     digitization allow for tech expenses to be shifted from running the business to
complex, more expensive
                                either: 1) build new tech to drive revenue growth; or 2) saved to generate
[ones] for people. And so
to be able to have a
                                operating leverage. For example, we have seen DBS Group hold the tech budget
situation where we are          flat over the past four years, while freeing up 20% of the budget to invest into new
getting the cost to come        tech to drive revenue growth, vs. spending it on maintaining existing processes.
down and volumes to be
                                We have based our analysis on efficiency improvements by looking at the impact of
substantially less than the
business drivers is again a
                                digitization in the Nordic region over the past seven years. We argue that the shift
good example of operating       towards lower-cost/more-scalable distribution platforms could see US banks reaching
leverage.”                      52% efficiency ratios by 2022 versus 60% in 2017 (inclusive of 3% p.a. revenue
- Gordon Smith, JPM             growth). While the experience of DBS Group implies US banks could produce even
Co-President & Co-COO           greater efficiency savings (cost/income ratios could improve by up to 420bps), the small
                                size of the country and its much higher population and business concentration limit
                                broad-based comparisons with US banks, in our view.

                                Exhibit 10: We estimate branch cuts and other tech improvements can reduce efficiency ratios by 350bp,
                                with modest revenue growth providing the other levers

                                                           60.2%
                                US Bank Efficiency Ratio
                                 Assuming Tech Based
                                  Efficiency Gains (%)

                                                                   -1.7%                     56.7%

                                                                               -1.7%
                                                                                                                                                   52.1%
                                                                                                            -2.9%
                                                                                                                          -1.0%      -0.7%

                                                2017 Eff. Ratio Branch Cuts   Other Tech    Eff. Ratio   Net NII Growth   Net Fee     Other        Implied
                                                                                           from Tech                      Growth    Expenses   Efficiency ratio

                                Source: Company data, Goldman Sachs Global Investment Research

                                Using the Nordic case to sensitize US bank efficiency progress
                                Nordic banks have seen ROTCEs increase +140bps since 2010, due mainly to a
                                step-change in efficiency ratios, which have fallen by 620bps. Nordic banks made
                                significant tech investments in 2010 and 2011, which peaked at 6.3% of revenues in
                                2011, compared to a current run rate of 5.4%. Since 2007, cash usage fell by 16pp as a
                                % of total transactions (vs. 8pp for other jurisdictions) with one Nordic bank noting that
                                fewer than 10% of branches still carry cash. In addition, digitization led to a rapid
                                rationalization of the branch network which fell by 45% vs. 10% in other countries.
                                Remixing to smaller branches, which are advice-driven rather than transaction-centric,
                                also improved efficiency. Across developed regions, there is a relatively strong

                                                                                                                                                             9
Goldman Sachs                                                                                                                                                                                                                           Americas Banks

                                                                   relationship (67% R2) between cash transactions as a % of total vs. efficiency ratios,
                                                                   with Nordics having both low use of cash and efficiency ratios, and the United States
                                                                   and Continental Europe the highest.

                                                                   Exhibit 11: We attribute 290bps of Nordic efficiency gains to branch cuts and tech. improvement

                                                                          disaggregation 2010-2017 (%)
                                                                                                             53.7%

                                                                           Nordic bank efficiency ratio
                                                                                                                                                                  50.8%
                                                                                                                            0.8%
                                                                                                                                                2.1%                                                                          3.7%            47.5%

                                                                                                                                                                                        4.7%
                                                                                                                                                                                                            2.3%

                                                                                                                 2010    Branch cuts         Others/ tech.       Eff Ratio           NII growth         Fees growth        Revenue            2017
                                                                                                                                                                from Tech                                                   Related
                                                                                                                                                                                                                           Expenses

                                                                   Source: Company data, Goldman Sachs Global Investment Research

Exhibit 12: Across the developed world, ROTCEs declined since the Crisis, aside from Nordic banks, where ROTCEs increased by 140bps...
                        Jurisdiction (as of       Revenue to Assets            Expenses / assets                          Efficiency Ratio          Provision to assets                    ROA                     Leverage              ROTCE
                              2017)                2010     2017                      2010                       2017     2010      2017             2010         2017              2010         2017          2010      2017         2010      2017

                                 US                5.4%     4.3%                      3.2%                       2.6%    59.4%      60.2%            1.0%         0.2%            0.77%      0.97%             17.0x     12.7x        13.1%    12.3%
                             Nordics               1.6%     1.6%                      0.9%                       0.8%    53.7%      47.5%            0.2%         0.0%            0.40%      0.63%             26.7x     19.3x        10.8%    12.2%

                             Canada                3.3%     3.2%                      1.8%                       1.7%    56.6%      55.0%            0.2%         0.2%            0.74%      0.88%             27.5x     23.1x        20.3%    20.3%
                            Australia              2.9%     2.4%                      1.3%                       1.1%    44.3%      43.0%            0.3%         0.1%            0.91%      0.90%             22.5x     16.9x        20.4%    15.2%
                  Continental Europe               2.4%     2.2%                      1.4%                       1.4%    59.2%      63.4%            0.5%         0.3%            0.31%      0.33%             30.2x     21.5x        9.5%      7.1%

                               Avg.                3.1%     2.7%                      1.7%                       1.5%    54.7%      53.8%            0.5%         0.2%            0.63%      0.74%             24.8x     18.7x        14.8%    13.4%

Source: Company data, Goldman Sachs Global Investment Research

Exhibit 13: ...we compare the components of Nordic vs. US banks’ ROTCEs changes since 2010...

                                                                                                                              Nordic Banks                           US Banks
                          60%
                                                                  35.0%
                          50%
  ROTCE Waterfall (%)

                          40%
                                                                                                                                                                                11.8%
                          30%
                                                           6.9%                                                                                         19.0%
                                                                                                                                                17.0%                    4.1%
                          20%                  13.1%                                                             18.3%                                                                                                                 12.2% 12.3%
                                       10.8%                                                                                                                                                            6.3%
                                                                                                                                 10.8%                                                           1.7%
                                                                                                          0.3%           0.4%
                          10%
                                                                                                                                                                                                                       7.3% 12.1%
                            0%
                                         2010                Asset                                         Revenue            Net               2017 ROTCE                 Credit                  Taxes/              Leverage           2017
                                        ROTCE                Growth                                         Margin        Efficiency             [ex Credit,                                       Other                                 ROTCE
                                                                                                                                               Leverage, Other]

Source: Company data, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                       10
Goldman Sachs                                                                                                                                                                                                                                                                                                                         Americas Banks

Exhibit 14: ...with Nordics’ stable efficiency and strong asset                                                                                                                   Exhibit 15: ...while US bank ROTCEs have fallen on weaker
growth, partially offset by deleveraging...                                                                                                                                      efficiency, lower revenue margins and significant deleveraging

                                                                                                                                                                                                                                                           35.0%
Nordic Bank ROTCE Waterfall

                                                                                                                                                                                  US Bank ROTCE Waterfall (%)
                                                                                                      4.1%

                                                      6.9%                                17.0%                 1.7%                                                                                                                                                                                         11.8%
                                                                 0.3%           0.4%
                                                                                                                                                                                                                                                                      18.5%
            (%)

                                                                                                                                    12.2%                                                                                                                                                    18.7%                      6.1%
                                           10.8%                                                                                                                                                                                                                                  10.9%
                                                                                                                          7.3%                                                                                                      13.1%                                                                                                           12.3%
                                                                                                                                                                                                                                                                                                                                     12.1%

                                            2010      Asset     Revenue     Net     2017             Credit    Taxes/   Leverage     2017                                                                                          2010                Asset          Revenue     Net     2017               Credit    Taxes/        Leverage      2017
                                           ROTCE      Growth     Margin Efficiency ROTCE                       Other                ROTCE                                                                                         ROTCE                Growth          Margin Efficiency ROTCE                         Other                      ROTCE
                                                                                   [PPOP]                                                                                                                                                                                                [PPOP]

Source: Company data, Goldman Sachs Global Investment Research                                                                                                                   Source: Company data, Goldman Sachs Global Investment Research

Exhibit 16: Nordics invested early in tech (6.0% of rev. vs 5.4% in                                                                                                              Exhibit 17: ...and Nordic usage of cash has fallen by 16pp since
‘17); other jurisdictions ramped up spend over that time period...                                                                                                               2007, while US and Cont. Europe have much higher cash usage...

                                                               Nordics             US             Australia           Canada                                                                                                                                 % cash transactions 2017               Change in % cash transactions
                                                                                                                                                                                                                                                     35%

                                                                                                                                                                                                                                                                                                                                                        Delta in % cash transactions vs.
                                                                                                                                                                                                            Cash transactions as % of total
                                                                                                                                                                                                                                                                    34%
     Reported IT expenses as % of

                                                                                                                                                                                                               consumer payments (%)
                                                                                                                                          7.9%

                                                                                                                                          6.9%                                                                                                                         -5%
               revenues

                                                                                                                                                                                                                                                                                                                                                                    2007 (pp)
                                                                                                                                          6.8%                                                                                                                                                                                                 -6%
                                                                                                                                                                                                                                                     -7%                              19%

                                           6.0%                                                                                                                                                                                                                                       -10%              12%
                                            5.7%                                                                                                                                                                                                                                                                             9%
                                                                                                                                          5.4%                                                                                                                                                                                                 7%

                                             4.6%
                                             4.4%                                                                                                                                                                                                                                                      -16%              -16%
                                                                                                                                                                                                                              Continental Europe                       US             Avg.            Australia         Nordics               Canada
                                              2010       2011            2012          2013       2014        2015      2016        2017

Source: Company data, Goldman Sachs Global Investment Research                                                                                                                   Source: Euromonitor, Goldman Sachs Global Investment Research

Exhibit 18: ...at the same time, Nordics have been most proactive in                                                                                                             Exhibit 19: ...and Nordic countries are the only developed region
rationalizing branches, while US and Cont. Europe lag...                                                                                                                         that has reduced its ATM footprint
Note: Number of bank branches by country per 100,000 adults, and
based on World Bank data. Australian data is June end.

                                                                                                                                                                                                                                                                               US                                                 Australia
                                                        Branches per 100,000 adults (2017)                 % change since 2006                                                                                                                                                 Nordics                                            Continental Europe
                                                       -4%                                                                                                                                                                180
                                                                                   -5%                                                                                                                                                                                         Canada                                             Singapore
                                                                                                    -7%
      2016 Commercial bank branches (per

                                             40.3
                                                                                                                                                                                    No. of ATMs, rebased to 100 in 2004

                                                                                                                                                                                                                          170
                                                                                                                                           % change in branches since 2006 (%)

                                                                                -11%
                                                                                                                                                                                                                          160
                                                       32.7       -17%
                                            -19%                                                                        -19%       -20%                                                                                   150
                                                                  27.9
              100,000 adults)

                                                                                27.8
                                                                                          25.1                                                                                                                            140
                                                                                                    22.9
                                                                                                                                                                                                                          130

                                                                                                               15.9                                                                                                       120
                                                                                                                        13.5                                                                                              110
                                                                                                              -45%
                                                                                                                                   9.0                                                                                    100
                                                                                                                                                                                                                                 90
                                                                                                                                                                                                                                 80
                                                                                                                                                                                                                                              2004

                                                                                                                                                                                                                                                      2005

                                                                                                                                                                                                                                                               2006

                                                                                                                                                                                                                                                                        2007

                                                                                                                                                                                                                                                                               2008

                                                                                                                                                                                                                                                                                      2009

                                                                                                                                                                                                                                                                                             2010

                                                                                                                                                                                                                                                                                                      2011

                                                                                                                                                                                                                                                                                                               2012

                                                                                                                                                                                                                                                                                                                      2013

                                                                                                                                                                                                                                                                                                                              2014

                                                                                                                                                                                                                                                                                                                                       2015

                                                                                                                                                                                                                                                                                                                                                2016

                                                                                                                                                                                                                                                                                                                                                       2017

                                           Cont. EU     US        Avg.     Australia       UK     Canada Nordics Germany Singap.
                                                                                         (2013)

Source: ECB, RBA, FDIC, Goldman Sachs Global Investment Research                                                                                                                 Source: Euromonitor, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                                                                                                                                  11
Goldman Sachs                                                                                                                                                                                                                                                                                 Americas Banks

Exhibit 20: We see Nordic bank efficiency ratios falling with the                                                                                                                                Exhibit 21: ...leading to Nordics’ low efficiency ratios and
usage of cash in the banking system...                                                                                                                                                          above-average efficiency gains since 2010 vs. other jurisdictions

                                                   Efficiency Ratios (%) [LHS]                                         % Cash Transactions [RHS]                                                                                      2017 Efficiency ratio %     Change since 2010 % (rhs)
                                                                                                                                                                                                                                                                                                          6%
                                      60%                                                                                                                25%                                                                 63%

                                                                                                                                                                                                                                                                                                           Change in efficiency ratio since 2010
                                                                                                                                                                                                                                         60%
                                            21%                                                                                                                                                                                                       55%                                                 4%
                                                                                                                                                                                                                                                                    54%
   Nordic Bank Efficiency Ratio (%)

                                                                                                                                                               Nordic % Cash Transactions (%)
                                                                                                                                                                                                                             4%
                                                                                                                                                         20%                                                                                                                     48%

                                                                                                                                                                                                  Efficiency ratio %
                                                                                                                                                                                                                                                                                                          2%
                                      55%                                                                                                                                                                                                                                                       43%
                                                                                                                                                                                                                                         2%
                                                                                                                                                                                                                                                                     -1%                                  0%
                                            54%                                                                                                          15%                                                                                          -2%
                                      50%                                                                                                                                                                                                                                                                 -2%
                                                                                                                                                9%                                                                                                                                              -1%
                                                                                                                                                         10%                                                                                                                                              -4%
                                                                                                                                               48%
                                      45%                                                                                                                                                                                                                                                                 -6%
                                                                                                                                                         5%                                                                                                                      -6%
                                                                                                                                                                                                                                                                                                          -8%
                                                                                                                                                                                                                        Continental      US           Canada       Average      Nordics       Australia
                                      40%                                                                                                                0%                                                              Europe
                                            2010      2011      2012     2013        2014                                     2015    2016     2017

Source: Euromonitor, Company data, Goldman Sachs Global Investment Research                                                                                                                     Source: Company data, Goldman Sachs Global Investment Research

                                                                                 Exhibit 22: We see a relatively strong relationship between reliance on cashless transactions and lower
                                                                                 efficiency

                                                                                                                             100%    Less cash
                                                                                     2017 non cash transactions % of total

                                                                                                                                        usage,
                                                                                                                             95%
                                                                                                                                         lower                                                                                                    Canada
                                                                                                                             90%     efficiency...                                              Nordics
                                                                                                                                                     Australia
                                                                                              transaction value

                                                                                                                             85%

                                                                                                                             80%

                                                                                                                             75%
                                                                                                                                                                                                                                                                                               ...more cash
                                                                                                                             70%                                                                                                                                                               usage, higher
                                                                                                                                                                                                                                                                US lg. caps
                                                                                                                                                                                                                                                                                                 efficiency
                                                                                                                             65%                                                                                                                          US regionals
                                                                                                                                      R† = 67%
                                                                                                                                                                                                                                                                               Cont. Europe
                                                                                                                             60%
                                                                                                                                40%                      45%                                                           50%                  55%                       60%                      65%
                                                                                                                                                                                                                              2017 Efficiency ratio

                                                                                 Source: Euromonitor, Company data, Goldman Sachs Global Investment Research

                                                                                 Applying the Nordic roadmap to the United States: How much could US bank efficiency
                                                                                 improve?
                                                                                 Based on efficiency improvements seen at the Nordic banks over the last seven years
                                                                                 we estimate that US banks could hypothetically reach 52% efficiency ratios by 2022
                                                                                 (versus 60% today) if we assume that revenues grow by 3% p. a. over the same time
                                                                                 period.

                                                                                 n                  Cashless adoption: The shift to cashless payments has had a significant effect on
                                                                                                    efficiency ratios in the Nordic region in recent years. Processing cash and checks
                                                                                                    constitutes a major part of US bank expenses (e.g., BAC has disclosed that
                                                                                                    managing cash & checks across its network costs $5bn a year, or 9% of the 2017
                                                                                                    expense base, and JPM has already recognized $365mn in expense savings from
                                                                                                    moving to paperless statements [1% of total 2017 expenses]). Using the
                                                                                                    relationship between the decline in cash usage (-12pp) in the Nordic region over the
                                                                                                    past seven years vs. the implied efficiency (-210bps) benefit suggests that there
                                                                                                    could be a 170bps improvement in efficiency ratios if cash payments in the United
                                                                                                    States decline by 5pp over the next five years.

                                                                                                                                                                                                                                                                                                                      12
Goldman Sachs                                                                                                Americas Banks

                      The forecast change in US cash usage is less than what has been seen in the Nordic
                      region over the last 7 years, which is driven by two factors: 1) The United States
                      operates a highly fragmented banking system with multiple competing payment
                      systems (e.g., Paypal, Venmo, Apple Pay, Zelle). Using a Herfindahl Hirschman index
                      on the top 10 banks, we have seen US bank concentration grow by nearly 100%
                      since 2007, but the concentration still remains roughly half that in other developed
                      markets, and the US banking system remains roughly 1/3 as concentrated as those
                      in the Nordic countries . There is a strong relationship between concentrated
                      banking systems and use of electronic transfers. 2) The lack of US government
                      policy incentivizing cashless payments, as was promoted in Singapore, China and
                      the Nordic region, has likely contributed to slower adoption.
                n     Branch rationalization: We estimate that branch rationalization and branch footprint
                      downsizing could drive up to $1.2bn of cost saves over the next five years on
                      average for the large caps, improving efficiency ratios by around 170bps. US branch
                      numbers have fallen by 3% over the last two years and we believe that there is
                      considerable room to rationalize the US branch network further given the high
                      density of branches per capita vs. other countries (the US has 33 branches per 100k
                      adults vs. 28 in other developed markets) as well as declining branch usage. Based
                      on industry estimates, we are assuming that about 20% of US branches will be
                      closed over the next five years, and banks can also reduce the since of a typical
                      branch from 4-5k square feet to closer to 1.5-2k.

                Exhibit 23: The regression of Nordic bank efficiency vs. efficiency ratios allows us to estimate US
                efficiency gains (industry estimates peg US cashless payments down 5pp through 2022)
                Note: Dotted line is implied from regression

                Source: Euromonitor, Company data, Goldman Sachs Global Investment Research

                                                                                                                        13
Goldman Sachs                                                                                                                                                                                                                                                             Americas Banks

                                                                              Exhibit 24: Since 2010, US banks have managed to reduce expenses by $4bn despite $11bn of pressure from
                                                                              higher regulatory expenses, with $3.3bn of expense cuts coming from tech-related initiatives

                                                                                                                                11.0             1.7

                                                                                disaggregation 2010-2017 ($ bn)
                                                                                 US bank non interest expense
                                                                                                                                                                                                      1.6
                                                                                                                                                                                                                      1.3
                                                                                                                                                                                                                                        5.3

                                                                                                                                                                                                                                                             4.9
                                                                                                                  263.9

                                                                                                                                                                                                                                                                                260.1

                                                                                                                  2010     Reg. spend        Others/ tech.                                        Branch cuts     Lower NII         Lower fees          Non-core                2017

                                                                              Source: Company data, Goldman Sachs Global Investment Research

Exhibit 25: While share gains and amortizing ever-higher tech                                                                                          Exhibit 26: ...US bank concentration remains the lowest among
costs have driven US bank industry concentration (using an HHI                                                                                         developed markets, at roughly 1/2 that of other jurisdictions and 1/3
analysis) nearly 100% since 2007...                                                                                                                    of Nordics

                                                   1,000                                                                                                                                                        % Electronic transfers 2017      HHI (top 5 banks, rhs)
         US bank concentration (top 5 banks HHI)

                                                    900                                                                                                                                                2531

                                                                                                                                                                                                                                                                                       Herfindahl-Hirschman index -Top 5
                                                                                                                                                             Electronic transfers as % of total

                                                    800

                                                                                                                                                                                                                                                                                          Banks by Total Assets 2017
                                                                                                                                                                                                                      2061
                                                                                                                                                                 consumer payments (%)

                                                    700
                                                                                                                                                                                                                                       1780
                                                    600                                                                                                                                                                                                1622

                                                    500
                                                                                                                                903
                                                                                                                                                                                                        34%
                                                    400                                          792                                                                                                                                                                      903
                                                    300          595                                                                                                                                                   24%
                                                                                                                                                                                                                                       22%
                                                    200                                                                                                                                                                                                16%
                                                                                                                                                                                                                                                                          13%
                                                    100

                                                      0
                                                                                                                                                                                                      Nordics      Continental       Australia        Canada              US
                                                                 2007                        2010                               2017
                                                                                                                                                                                                                    Europe

Source: SNL, Company data, Goldman Sachs Global Investment Research                                                                                    Source: Euromonitor, SNL, Company data, Goldman Sachs Global Investment Research

Exhibit 27: US banks on avg. have $240mn in deposits per branch..                                                                                      Exhibit 28: ...with large cap branches falling 16% since 1Q12

                                                                                                                                                                                                    -1%
                                                           403
                                                                                                                                                             % change in branches 1Q12-1Q18 (%)
 Average total deposits per branch- 1Q18

                                                                                                                                                                                                                -6%
                                                                                                                                                                                                                             -8%

                                                                  293   283
                                                                                                                                                                                                                                        -16%          -16%
                                                                                    237
                                                                                                                  223
                (US$ mn)

                                                                                                                                                                                                                                                                   -22%

                                                                                                                          113          107

                                                                                                                                                                                                                                                                                  -41%
                                                           C     BAC    JPM       Avg.                            WFC     USB          PNC                                                          USB         WFC          JPM         Avg.         PNC          BAC              C

Source: Company data, Goldman Sachs Global Investment Research                                                                                         Source: Company data, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                                                                                           14
Goldman Sachs                                                                                                                                                                                                                Americas Banks

                                                    What could drive faster tech adoption, and what could it mean?
   Processing cash and checks constitutes a significant portion of US bank expenses. Current
   estimates only predict a 5ppt decline in cash payments over the next five years, but we believe
   digital payment adoption could accelerate if one or more of the following were to occur:

   n                                Accelerated cashless payment technology adoption: We think the existing state of US payment
                                    technology (principally point-of-sale (POS) technology) is one of the main barriers to digital payment
                                    adoption, and think digital payment adoption could accelerate as the industry adopts new technology.
                                    Card penetration is higher in countries with more POS terminals per capita, suggesting acceptance is
                                    one of the main drivers of digital payment adoption). However, we believe the number of POS terminals
                                    will drive only a certain level of digital payment adoption and that standardized POS technology is
                                    crucial to reach higher levels of digital adoption. In both Australia and the United Kingdom, the adoption
                                    of standardized, contactless POS technology has accelerated digital payment adoption – in the United
                                    Kingdom, digital payments took off after the London Underground adopted contactless. Contactless
                                    payments account for 92% of transactions in Australia and 56% of transactions in the United Kingdom.
                                    This contrasts to the United States, where payment technology remains complex and the majority of
                                    merchants have not transitioned to contactless payments. Denmark, Spain, Canada, and Russia are
                                    following Australia and the United Kingdom, and we believe the United States can follow this same
                                    trajectory once contactless POS gain sufficient scale.

   Exhibit 29: POS technology is one of the main drivers of digital                                              Exhibit 30: We think contactless adoption in the US could
   payment adoption                                                                                              meaningfully accelerate digital payment adoption
   POS terminal penetration vs. card penetration                                                                 Contactless payments as a % of transactions

                                    80%                                                                                                             100%

                                                                                                                                                    90%                                                                  Australia
                                    70%
                                                                                                                   Contactless payments as a % of

                                                                                                                                                    80%
       Card PV Penetration of PCE

                                    60%
                                                                                                                                                    70%                                                                        US
                                    50%
                                                                                                                            transactions

                                                                                                                                                    60%
                                                                                                                                                                                                                                 UK
                                    40%                                                                                                             50%
                                    30%                                                                                                             40%

                                    20%                                                                                                             30%

                                                                                                                                                    20%
                                    10%                                                                                                                               US today
                                                                                                                                                    10%
                                    0%
                                          0   500   1000      1500      2000     2500       3000   3500   4000                                       0%
                                                           Terminals / 100,000 population                                                                  Year 1 Year 2 Year 3 Year 4 Year 5 Year 6 Year 7 Year 8 Year 9 Year Year Year
                                                                                                                                                                                                                           10   11   12

   Source: Company data, Goldman Sachs Global Investment Research                                                Source: Company data, Goldman Sachs Global Investment Research

   n                                Eliminating cash and checks: We estimate cash and checks currently account for approximately 45%
                                    of payments. This is especially true in B2B, where we estimate cash and checks account for nearly 60%
                                    of payments. Cash and check transactions are costly – BAC estimates that it spends $5bn processing
                                    cash and check transactions per year (9% of its annual expense base). Shifting to electronic payments
                                    (cards, online bill pay, push payments) can generate significant cost savings. This has already occurred
                                    in Sweden and Singapore – where checks represent 0% and 2% of payments, respectively – and has
                                    started to occur in the United States where the number of B2B transactions made via check has
                                    declined over the last decade. We expect this decline to continue, and believe other forms of payment
                                    (including push payments will take share from cash and check. We have seen some trends towards

                                                                                                                                                                                                                                           15
Goldman Sachs                                                                                                                                                                                                          Americas Banks

                                               greater use of online bill pay, with industry data implying that 52% of US bills were paid using
                                               online bill pay in 2017 vs. only 33% in 2010, with 70% of those bills paid through ACH or banks’
                                               websites.

   Exhibit 31: The share of B2B transactions made via check has                                                                    Exhibit 32: ...and we expect this trend to continue over the
   declined over the past decade...                                                                                                next few years
   % of the organization’s B2B payments made with check                                                                            US B2B payment breakdown

                                       100%                                                                                                               100%
                                                                                                                                                                         7%                    8%                 9%
       Check B2B payment penetration

                                                   81%                                                                                                                   8%                    11%                13%
                                                                  74%                                                                                     80%

                                                                                                                                      % of B2B payments
                                         80%                                                                                                                             22%
                                                                                     67%
                                                                                                                                                                                               32%
                                                                                                                                                          60%
                                         60%                                                                                                                                                                      45%
                                                                                                       50%          51%
                                                                                                                                                          40%
                                         40%                                                                                                                             63%
                                                                                                                                                                                               50%
                                                                                                                                                          20%                                                     34%
                                         20%
                                                                                                                                                           0%
                                                                                                                                                                         2014                  2017               2020
                                         0%
                                                   2004          2007                2010          2013            2016                                                  Checks      ACH      Cards   Cash/wire

   Source: Association of Financial Professionals                                                                                  Source: Credit Research Foundation, NACHA

   Exhibit 33: US usage of checks has fallen from 18% to 9% over the last few years, but remains well above check usage in other
   jurisdictions, with Sweden at 0%, and Singapore at 2%
   Note: E-money and card transactions overlap for Singapore
          x                                                                          Payment instruments by non-banks, by number of transactions                                                                   x
                                         ’11              18%                    7%                11%                                                                        64%

                                         ’12            16%                     7%             11%                                                                           66%
                            US

                                         ’13         13%                   7%               11%                                                                          68%

                                         ’14       11%                7%               11%                                                                              70%

                                         ’15       9%            7%                  11%                                                                               72%

                                         ’11                     27%                                   9%                                                                     64%

                                         ’12                     26%                               9%                                                                        65%
                             Sweden

                                         ’13                    25%                               9%                                                                         67%

                                         ’14                    25%                               8%                                                                     67%
          x
                                         ’15                     26%                               7%                                                                    68%

                                         ’11 2% 2%         7%                                                                                             88%

                                         ’12 2% 2%         7%                                                                                             88%
                             Singapore

                                         ’13 2% 2%            14%                                                                                               82%

                                         ’14 2% 2%              15%                                                                                              81%

                                         ’15 2% 1%              15%                                                                                              80%
          x                                                                           Checks            Credit transfers   Direct debits                     Card payments          E-money                        x

   Source: BIS, Goldman Sachs Global Investment Research

   n                        Policy change: Government policy change supporting digital payments could be another avenue for
                            accelerating digital payment adoption. While this approach has been successful in China, Holland, and
                            Singapore, we do not think similar policies will be pursued in the United States.

                                                                                                                                                                                                                                  16
Goldman Sachs                                                                                               Americas Banks

Scale matters - Tech looks to concentrate the US banking market

“I’ve been in the banking      Digitization and the higher resource requirements associated with competing
business... 32 years; and I
                               with the industry leaders are likely to result in a more consolidated banking
would maintain in the last
two years more has
                               industry over time and we think banks >$100bn in assets could gain 3-4pp of loan
changed [than] in the 30       and deposit market share. Since 2010, the number of US banks has consolidated by
years beforehand... Banks      14% based on a Herfindahl Hirschman Index (HHI), and the largest banks have been
that really focus on
                               able to amortize this cost over a larger expense base, with expenses to assets for the
technology, innovation and
the successful interaction
                               top 5 banks falling roughly 60bps to 2.54% (vs. increasing 3bps for smaller banks). Over
with customers are going       the same time period, US banks with >$100bn in assets have gained 4pp in market
to be the winners.”            share in loans and 6pp in deposits. Having grown deposits at the same rate in
- Andrew Cecere,               2003-2011, money center banks’ retail deposits have grown by an average of 7.3% since
President, CEO & Director,     2011, nearly twice the rate at regional peers. The consolidation in the capital market
USB                            business has been even more pronounced, with revenue market share for the top 3
                               growing by 14pp since the Crisis. We note that this consolidation is comparable to retail
                               industry market share consolidation, where the top 10 players have seen roughly
                               700bps of market share gains since the Crisis.

                               Moreover, the geographies that have seen the most significant increase in
                               concentration since the Crisis have also seen the greatest amount of efficiency
                               improvement. We draw two broad conclusions:

“I have not, in all my years   1. Tech spending is only going up: Tech innovation is driving higher costs that large
in these businesses, seen
                                  banks will be able to more comfortably amortize across expense bases, with large
the rate of change as great
as it is now; and the
                                  banks spending 17% of total 2017 exp. on tech, vs. only 15% at regionals (although
impact of the mobile and          we recognize business models may differ).
digital transformation is
                               2. It’s always been a question of scale, but now even more so - market share
really meaningful.”
                                  gains through building vs. buying: Banking has always been a question of scale,
- Gordon Smith, JPM
                                  but we think technology significantly increases the fixed costs for banks, but at the
Co-President & Co-COO
                                  same time should lead to material reductions in the marginal cost of transactions.
                                  US banks have noted that the cost per digital interaction is $0.20 vs. $4.00 for a
                                  traditional interaction. At the same time, customers who predominately utilize digital
                                  channels express much higher levels of customer satisfaction, with the UK banks
                                  seeing 75% higher loyalty from digital customers versus the average. The largest
                                  banking institutions can bring new technology to market more quickly as well as
                                  pass on some of the scale benefits to customers in the form of lower pricing. We
                                  expect this to drive a virtuous cycle, where large banks can utilize a broader set of
                                  client data to both better understand consumer preference and assess credit risk,
                                  which should in turn drive market share over time.

                                                                                                                       17
Goldman Sachs                                                                                                                                                                                                                                                                       Americas Banks

Exhibit 34: Account openings have increased 5pp for money center                                                                                    Exhibit 35: ...and money center banks have seen roughly 300-350bps
banks YoY, while falling 5pp/6pp for superregionals/regionals...                                                                                    higher organic retail deposit growth p.a. than smaller peers since
                                                                                                                                                    ‘11, vs. roughly in line from ‘03-’11...

                                                                                                             2016           2017                                                                                                                        03-11 CAGR         11-17 CAGR
                                                                          46%                                                                                                                                          7.3%
                                                                  41%
% of new customer acquisition

                                                                                                                                                     Organic retail deposit growth
                                                                                                               32%                                                                                                                                            5.2%
                                                                                                                                                                                                                                                                                    4.8%
                                                                                        26%                           26%                                                                                      4.1%                                                                            4.2%
                                                                                                                                                                                                                                                                       3.8%
                                                                                                                                                                                                                                               3.6%
                                                                                                21%                                                                                                                                    3.2%

                                                                                                                                         7%

                                                                                                                                   2%

                                                                  Money centers         Super regional      Regional/Community      Direct                                                                     Money centers          Super regional            Regional                Community

Source: FDIC, SNL, Novantas Analysis                                                                                                                Source: FDIC, SNL, Novantas Analysis

                                                                                                         1. Tech spending demands are only going up
“1B digital interactions this                                                                            Large banks spend more on tech over a bigger expense base: The largest banking
quarter... more and more
                                                                                                         institutions are now spending 17% of total expenses on tech vs. 15% for regionals, with
capabilities there and
becoming more and more
                                                                                                         this gap widening over time. While comparisons between firms on tech spending can be
embedded in everything                                                                                   misleading (due to differences in the scope of operations, legacy systems and
that consumer does...                                                                                    definitions of what constitutes “tech”), the larger banking institutions do seem to be
[We’re] gaining share
                                                                                                         increasing their tech spending more rapidly than smaller institutions. The trend has been
against people [that] don’t
have all those capabilities.”
                                                                                                         evident for the last three years - the largest US banking institutions have increased tech
                                                                                                         spending by 6% p.a. (versus total expenses staying flat over the same time period), with
- Brian Moynihan, BAC
                                                                                                         tech spending as % of total increasing 2pp to 17%.
Chairman & CEO

Exhibit 36: Banks in jurisdictions that have seen more                                                                                              Exhibit 37: Banks spend 7pp more on tech as a % of total vs. other
concentration have seen the largest improvement in efficiency                                                                                        industries, and also outsource roughly 20pp less of their IT cost
ratios over the past few years

                                                                                                                                                                                                          90
                                                                  25%                                                                                                                                                   Industrial
                                                                                                                                                                                                                          Goods                                                            R† = 72%
                            Change in efficiency ratio: 2006-13

                                                                                                                                                                                                          80
                                                                                                                                                                      % Outsourced software penetration

                                                                  20%
                                                                                                                                                                                                                   Energy
                                                                                                                                                                                                          70
                                                                  15%
                                                                                                                                                                                                          60
                                                                  10%
                                                                                                                                                                                                          50
                                                                   5%                                                                                                                                                 Consumer
                                                                                                                                                                                                                                                 Average
                                                                                                                                                                                                          40
                                                                   0%
                                                                                                                                                                                                                                Healthcare
                                                                                                                                                                                                          30
                                                                   -5%                                                                                                                                                                        Public Sector          Insurance
                                                                                                                                                                                                          20
                                                                                                                                                                                                                                                                                               Banking
                                                                  -10%
                                                                             R† = 25%                                                                                                                     10                                               Telecoms
                                                                  -15%
                                                                      -60%        -40%          -20%           0%            20%              40%                                                         0
                                                                                    Change in Top 5 banks Concentration: 2006-13                                                                               2            4           6            8           10           12          14          16
                                                                                                                                                                                                                                                IT as a % of total costs

Source: IMF, Company data, Goldman Sachs Global Investment Research                                                                                 Source: BCG, Gartner, Forrester, Company data, Goldman Sachs Global Investment Research

                                                                                                         2. It’s always been a question of scale, but now even more so - market
                                                                                                         share gains through building vs. buying
                                                                                                         Large banks’ tech builds are more expensive but also should lead to market share
                                                                                                         gains through faster time to market, and better pricing. We recognize that building

                                                                                                                                                                                                                                                                                                      18
Goldman Sachs                                                                                                Americas Banks

                                 new technology is generally more expensive than buying technology from a third party
                                 provider, such as Fiserv or Temenos (which is potentially why large-cap tech budgets
                                 represent 17% of total expenses vs. 15% at regionals). However, we think large banks
                                 building new tech will increasingly become a better investment vs. small banks buying
                                 it:

“To compete with...              1. Building is a speed advantage that likely drives market share: Large banks that
Venmo, [Zelle is] real-time
                                    build tech have an advantage over those who buy, because they can roll out
and safer, and they don’t
necessarily have real-time
                                    technology to consumers faster than those who need to wait for third-party
on most of their                    development. Banks are not normally tech innovators but rather second movers,
payments.”                          who typically role out technologies when there is evidence of mounting customer
- Jamie Dimon, JPM                  demand. For example, Venmo came to market offering a consumer friendly P2P
Chairman & CEO                      payment experience. When customers started adopting the technology, the banks
                                    responded with Zelle, which offers both P2P payments but also settles instantly (vs.
                                    multiple days for Venmo). We believe that timely digital offerings which enhance the
                                    customer experience are one of the few ways that a bank can distinguish its product
                                    offering and build customer loyalty. For example, JPM noted during its 2018 Investor
                                    Day that digitally engaged clients have 10% higher retention rates than non digitally
                                    engaged clients.
“If you’re a great client, we    2. It’s a question of scale... Building tech allows banks to integrate their systems
can do it for free, all right?
                                    across products and creates a virtuous cycle driving market share gains:
We...[give] a lot of things
away for free as part of a
                                    Banking has always been a question of scale, but we believe that tech innovation is
package. We look at the             heightening these scale advantages. Institutions that build products that interface
price of the whole                  across all systems in the bank should find that these products give the institutions a
package, not necessarily
                                    more holistic view of the client, improve risk-based pricing, and identify potential
the product, but we’re
getting much better by the
                                    product gaps. The ability to have interfacing systems will likely create a virtuous
way having... product               cycle: Better understanding of the customer’s risk and product preferences leads to
managers everywhere.”               improved pricing that attracts and retains clients Greater systems integration could
- Jamie Dimon, JPM                  drive some of the same improved underwriting over the cycle.
Chairman & CEO

                                 How much could large-cap market share increase?
                                 We expect that gap in technology spending between the largest banks and their
                                 peers could drive 3pp-4pp in loan/deposit market share gains for banks >$100bn in
                                 assets through 2022. Since 2010, the US banking industry has consolidated by 14%
                                 based on the HHI concentration index. The number of banks has shrunk by 2% p.a. and
                                 large banks have gained >2pp of market share across all loan categories, total assets,
                                 deposits, and capital markets businesses. We do note that the process of migrating
                                 deposits towards large banks is a gradual one, given that historically only 6-7% of
                                 deposits migrate in any given year.

                                                                                                                        19
Goldman Sachs                                                                                                                                                                                                                                                                                          Americas Banks

Exhibit 38: Banks over >$100bn in assets have gained 4pp/3pp/6pp in market share in assets/loans/deposits from smaller institutions since
the Crisis, and we expect further gains over the next five years...
                                                                                                                                                                   US Bank Market Share by Bank Size
                                                                                                                 Assets                                                                                               Loans                                                              Deposits
                                                   %                                                                     vs            vs                  2022                                                                                vs     vs       2022                            vs      vs     2022
                                                                              2005          2010          2017                                                                   2005             2010   2017                                                            2005   2010   2017
                                                                                                                        2005          2010                 Impl.                                                                              2005   2010      Impl.                          2005    2010    Impl.

 Over $100bn                                                                  45%           64%           68%           23%             5%                 72%                   40%              58%    61%                                  21%    3%         64%      43%    62%    67%    24%       6%    71%
 Under $100bn                                                                 55%           36%           32%           -23%           -5%                 28%                   60%              42%    39%                                  -21%   -3%        36%      57%    38%    33%    -24%     -6%    29%
                                           $50bn - $100bn                     14%           8%             5%            -9%           -3%                 4%                    15%              8%     6%                                   -9%    -2%        5%       13%    7%     5%     -8%      -2%    4%
                                           $10bn - $50bn                      15%           8%            10%            -4%            2%                 10%                   15%              10%    12%                                  -3%    2%         13%      14%    8%     10%    -4%       2%    11%
                                           Below $10bn                        26%           20%           17%           -10%           -4%                 14%                   29%              24%    21%                                  -9%    -3%        18%      30%    23%    18%    -12%     -6%    15%
                                                  Total                       100%          100%          100%           0%             0%                 100%              100%                 100%   100%                                 0%     0%        100%      100%   100%   100%   0%        0%    100%

Source: SNL Financial, Company data, Goldman Sachs Global Investment Research

Exhibit 39: ...with numbers of FDIC-chartered banks falling 2% p.a.                                                                                                                                      Exhibit 40: Large banks can amortize a greater level of marketing
since 1984, we believe a further 1k banks could disappear over the                                                                                                                                       spend, increasing as a % of total industry marketing expense from
next five years                                                                                                                                                                                           75% to 80%

                                           16.0
                                                  14.8
  Total FDIC-insured banks (ex. mergers)

                                           14.0

                                                                                                                                                                                                           Money center marketing exp. % of
                                           12.0
                                                                                                                                                                                                                                                                                                80%
                                           10.0
                                                                                                                                             8.3
                                                                                                                                                                                                                      total (%)
                                            8.0                                                                                                                   7.1
                                                                                                                                                                                          6.1
                                            6.0                                                                                                                                                                                                               75%

                                            4.0

                                            2.0

                                            0.0
                                                                                                                                                                         2018E
                                                                                                                                                                                  2020E
                                                                                                                                                                                          2022E
                                                  1984
                                                         1986
                                                                1988
                                                                       1990
                                                                              1992
                                                                                     1994
                                                                                            1996
                                                                                                   1998
                                                                                                          2000
                                                                                                                 2002
                                                                                                                        2004
                                                                                                                               2006
                                                                                                                                      2008
                                                                                                                                             2010
                                                                                                                                                    2012
                                                                                                                                                           2014
                                                                                                                                                                  2016

                                                                                                                                                                                                                                                            Pre-Crisis                        Post-Crisis

Source: FDIC, Company data, Goldman Sachs Global Investment Research                                                                                                                                     Source: SNL, Company data, Goldman Sachs Global Investment Research

                                                                                                                                                                                                                                                                                                                      20
Goldman Sachs                                                                                                                                                                             Americas Banks

Large tech company (i.e., Amazon) and venture capital ambitions in the
banking space

                                                  The combination of increased digitization and de-regulation has resulted in
                                                  greater speculation around the ultimate ambitions of leading technology
                                                  companies and FinTech in the banking space.

                                                  So far, Amazon’s initiatives in financial services have spanned co-branded credit
                                                  cards, merchant financing, and payment services like Amazon Pay and Amazon
                                                  Cash. Given the significant profit pool and the increased customer willingness to
                                                  buy purely digital bank products (a recent Bain survey suggests that more than
                                                  half of the US population would be comfortable buying financial products from
                                                  tech companies), there is clearly an opportunity for disruptive innovation,
                                                  especially in retail banking. As an example, FinTech venture capital investing over
                                                  the last three years has grown at a 33% CAGR). There has been significant growth in
                                                  FinTech venture capital investment over the past three years (see section on FinTech
                                                  investment below). 1Q18 spending reached $6bn, with investments spanning the full
                                                  spectrum of banking offerings, including blockchain, artificial intelligence, online lending,
                                                  payments, asset management and capital markets. That being said, we have noted
                                                  greater recent investment in international FinTech investment, while US investment has
                                                  stagnated over the last three years, as Fintech companies have faced difficulties in
                                                  growing stable and affordable funding sources especially for lending focused models,
                                                  and US banks have significantly stepped up their tech spending partly in response to the
                                                  fintech innovations

Exhibit 41: A recent Bain study suggests that roughly 50% of Americans appear to be comfortable buying financial products from tech
companies

                                          73%
  products from tech. companies, by age

                                                                                                                                                52%
                                                                                                 offered from their favorite tech. company
    Americans willing to buy financial

                                                                                                     consider buying these products, if

                                                     61%
                                                                                                      % of US respondents who would

                                                                               42%                                                                            32%
                                                                                                                                                                            30%

                                                                                                                                                                                            21%

                                          18-34      35-54                  55 or older                                                      Credit card   Bank account   Investment   Mortgage/ home
                                                                                                                                                                                            loan

Source: Bain analysis, Bain Research New Customer Loyalty in Retail Banking Survey 2017, Copyright 2018, Bain & Company. Reprinted with permission

                                                  The financial services venture landscape
                                                  Between blockchain, artificial intelligence, online lending, and innovation in
                                                  payments, asset management and capital markets, venture capital has found
                                                  plenty of attractive targets in financial services. Private investment in financial
                                                  technology companies has increased globally from $2.56bn in 1Q15 to $5.98bn in

                                                                                                                                                                                                        21
Goldman Sachs                                                                                                                                                               Americas Banks

                                            1Q18, a 33% 3-year CAGR . Growth in funding has been primarily driven by
                                            international companies (about a 60% 3-year CAGR) as private investment in domestic
                                            companies has slowed to a 3-year CAGR of 13.5%. Further, the number of US funding
                                            rounds has stagnated while international funding rounds have nearly doubled in the
                                            same 3-year time span.

                                            Capital inflows into two sub-sectors, Asset & Financial Management and Trading
                                            (which includes wealth management and automated advising) and Accounting &
                                            Finance (personal finance and lending), have already reached levels close to full-year
                                            2017 in the first 130 days of 2018. Leading deals in Asset & Financial Management and
                                            Trading include eToro, Wealthfront, Folio, and Wealthsimple, which account for 26%
                                            of sub-sector investment year-to-date. Within Accounting & Finance, companies in this
                                            group such as WeCash have attracted 40% of sub-sector investment.

Exhibit 42: VC investments into fintech                                                        Exhibit 43: Fintech investments by select categories
$ billions                                                                                    $ billions

  $7                                                                                    400
                                                                                               $20
               US VC Investment
                                                                                        350    $18         Asset & Financial Management & Trading
  $6
               Global ex-US VC Investment
                                                                                               $16         Billing, Expense Management and
                                                                                        300
  $5           # of US deals                                                                               Procurement
                                                                                               $14
               # of Global deals                                                        250                eCommerce enablement
  $4                                                                                           $12
                                                                                        200    $10         Accounting & Finance
  $3
                                                                                        150     $8
                                                                                                           Payments
  $2                                                                                            $6
                                                                                        100                Other
                                                                                                $4
  $1                                                                                    50      $2

  $0                                                                                    0       $0
                                                                                                       2009        2010   2011      2012      2013   2014   2015     2016    2017   2018
                                                                                                                                                                                    YTD

Source: CB Insights, compiled by Goldman Sachs Global Investment Research                     Source: CB Insights, compiled by Goldman Sachs Global Investment Research

Exhibit 44: VC investments by industry                                                        Exhibit 45: VC investments by industry
                                                                                              $ billions

 100%                                                                                           60                                                                                     3.5k

  90%                                                                                                                                                                                  3.0k
                                                                                                50
  80%
                                                                                                                                                                                       2.5k
  70%                                                                                           40
  60%                                                                                                                                                                                  2.0k
  50%                                                                                           30
                                                                                                                                                                                       1.5k
  40%
                                                                                                20
  30%                                                                                                                                                                                  1.0k
  20%
                                                                                                10                                                                                     0.5k
  10%
    0%                                                                                           0                                                                                     0.0k
                                                                                                     1Q12 3Q12 1Q13 3Q13 1Q14 3Q14 1Q15 3Q15 1Q16 3Q16 1Q17 3Q17 1Q18
                                                                                                       Technology                Healthcare           Fins/FinTech          Consumer
         Technology   Healthcare    Fins/FinTech    Consumer     Industrials   Energy                  Industrials               Energy               # of deals (RHS)

Source: CB Insights, compiled by Goldman Sachs Global Investment Research                     Source: CB Insights, compiled by Goldman Sachs Global Investment Research

                                            Performance over the TTM ended 1Q18 was strong across verticals, with the exception
                                            of Real Estate initiatives. Billing, Expense Management, and Procurement Fintech
                                            funding showed particularly strong growth, up nearly 400% yoy. Funding is growing
                                            much more rapidly than deal counts as earlier stage financings slow, potentially a sign of
                                            later stage investing in proven business models at the expense of start ups. Large

                                                                                                                                                                                           22
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