Restock Kroger: Digital Transformation of a Grocery Retailer
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W&M-M-203 Restock Kroger: Digital Transformation of a Grocery Retailer In October 2017, the Kroger Company introduced a strategy called Restock Kroger. Its purpose was to transform the customer shopping experience. Competitive pressures, evolving customer shopping behavior and lackluster financial results prompted Kroger leadership to improve the physical and digital experience. Restock Kroger included significant investments in technology, space and merchandise optimization, and expense reduction, employee training and establishing external company partnerships. Restock Kroger required approximately $9 billion in capital investment. It was expected to generate $400 million in incremental operating margin by 2020. During a recent earnings call, William McMullen, Chairman and Chief Executive Officer of Kroger, stated, “We continue to make significant investments to build an omnichannel platform that will deliver customers anything, anytime, anywhere.” 2 The adoption of online channels for food and beverage purchases was sluggish in the U.S. This situation was expected to change quickly, however, as online purchases of food and beverage were forecasted to grow exponentially over the next several years. “Many of these shifts have occurred very quickly in the past couple of years, leading to an inflection point with grocery industry momentum now leaning firmly toward digital. This change represents a massive market dislocation that is both a threat and opportunity to brands and retailers, depending on how well they adapt.” 3 In response, many of Kroger’s largest competitors in the grocery-retailing sector were also investing heavily in technology (e.g., Amazon.com, Walmart). According to Nilam Ganenthiram, chief business officer at Instacart, “In the past year, everything has changed as every major grocer in North America brought its business online in a significant way.” We believe that in the next five years, one in five households will be shopping for their groceries online.” Kroger CEO McMullen faced a significant challenge over the next several years with the execution and implementation of Restock Kroger. The proposed technology investments were formidable, especially in the first 1-2 years of implementation. As a result, these investments placed considerable strain on meeting the financial expectations of the investment community. During the 4th quarter of 2018, Kroger reported a decrease of 9.5 percent in sales to $28.1 billion compared with 4Q 2017 (See Exhibit 1 for financial statements). As a result, many experts were highly skeptical of the new strategy. _____________________________________________________________________________________ This case was written by Ronald L. Hess, Associate Professor of Marketing at The Raymond A. Mason School of Business, William & Mary as a basis for class discussion. It is not intended to illustrate either effective or ineffective management practice. Copyright 2019 by the Foundation Board of the Raymond A. Mason School of Business.
Restock Kroger represented the most ambitious and challenging transformation in the company’s history. Many questions remained about whether Restock Kroger could be a success. Food Spending and Online Shopping: Total sales of grocery products (food and beverage) reached $970.67 billion in the U.S. in 2019. This represents the largest retail category with the exception of automobile sales and parts. 4 According to a study by Precima and IDC, total food spending, which includes both grocery products and out-of-home eating, increased by approximately 3.7 percent annually from 1991- 2014.5 Spending with grocery retailers, however, grew by only 2.2 percent during that same period. Out-of-home eating reached $821 billion in 2017 compared with $818 billion for in- home eating. 6 Historically, online sales of food and beverage lagged all other major retail product categories. Exhibit 2 provides a comparison of online penetration of food and beverage versus other major retail categories. Online sales of grocery products were expected to reach $19.9 billion in 2019, representing only 2.0 percent of sales for the category and 3.3 percent of e-commerce sales in the U.S. 7 Online sales of grocery products, however, were expected to be the fastest growing product category in 2019, increasing by 18.2 percent.8 Online sales of these products were expected to nearly double over the next 4 years (increase of approximately 91.7 percent), reaching $38.16 billion by 2023. Nielson estimated that online sales would grow by approximately 40 percent annually for several years. 9 In terms of global penetration, U.S. online purchases of the food and beverage category also trailed other countries by a wide margin. As shown in Exhibit 3, China ($50 billion), Japan ($31.9 billion) and South Korea ($9.9 billion) experienced the highest online sales of food and beverage.10 Asian markets were ideal for online sales of this category due to widespread m- commerce adoption and the abundance of high-density urban locations within the region. Online Customer Demographics and Shopping Behavior The age of the customer significantly influenced online purchases of grocery products. Specifically, IRI found that 55 percent of customers between the ages of 25-34 years were ‘very’ or ‘somewhat’ likely to purchase online. In contrast, only 45 percent for the 35-45 age group and 35 percent for the 45-54 age group were willing to make these online purchases.11 Furthermore, males (38 percent) were more willing than females (29 percent) to make online purchases of grocery products. The study also indicated that 45 percent of higher income households (over $100,000) were more likely to use an online channel for purchases than those with less income (29 percent under $50,000; 38 percent between $50,000-100,000). 2
A recent study by Mercatus indicated that only 13 percent of customers purchased grocery products online at least three times over a three-month period. This percentage dropped to 7 percent for those customers that purchased online more than six times during that period. According to Stephan Caine, partner at Bain & Company, “It’s a pretty small fraction of the population that has developed any sort of habit around it [online grocery shopping]. “[There’s] a good degree of trial, but the problem is frequency. Even for those who would be considered heavy online grocery users, e-commerce still accounted for a minority percentage of their overall shopping trips. For them, it is still once – maybe twice – a month. Whereas, we know the average number of shopping trips for any typical household is closer to 10 to 12 [times per month].” 12 Customer Adoption of Digital Channels Most customers (53 percent) were reluctant to adopt an online channel because of a desire to see and touch fresh foods. While 89 percent of customers made an online purchase of nonperishable food, only 51 percent purchased perishable products online. 13 Prepared food, which includes meal kits (all ingredients included to prepare the meal), represented the leading perishable food category purchased online. Furthermore, purchases of perishable food were relegated to frozen/refrigerated categories or those products less susceptible to quality variation and decay. According to IRI, five of the top ten fastest growing perishable online food sales were refrigerated lunches (81 percent), frozen appetizers (77 percent), frozen breakfasts (74 percent), refrigerated donuts (74 percent) and cream cheese (70 percent). 14 Following the desire to see and touch fresh products, 46 percent of customers were reluctant to adopt an online channel due to the habitual nature of shopping for groceries at a physical retail store. Breaking customers’ habit of shopping in-store was a significant detriment to online adoption. Also, noteworthy, the belief that online channels were more expensive than physical stores was mentioned by only 9 percent of customers. See Exhibit 5 for further categories inhibiting the adoption of online shopping. What is driving customer adoption of online grocery shopping? According to a study published by e-Marketer, the primary factor boosting adoption was convenience (53 percent) by a wide margin, followed by ease of identifying sales and deals (29 percent), locating products (28 percent), searching by product attributes (27 percent), and comparing products (26 percent). Online channels provided substantial benefits in terms of product details (ingredients, allergens, and dietary compliance), ratings, reviews, questions/answers, video testimonials, recipes and social media linkages. The most significant challenge to convenience was building the basket of preferred grocery products. This task is demanding due to the extensive selection of merchandise that was 3
available online and the arduous online searching that was necessary to locate typically purchased merchandise. According to Ted Mann, chief executive officer of Slyce, “one of the biggest pain points for grocery retailers is making the first order.” 15 Technologies such as visual search, voice input, and barcode scanning within the app or website, and personalizing shopping carts based on previous orders and shopping behavior can simplify the basket building process. Traditional grocery retailers may have an advantage with customers adopting digital channels for grocery purchases. Bain & Co. revealed that 85 percent of shoppers would select their current grocery chain when purchasing online. Only 11 percent indicated a willingness to select a different grocery chain and 4 percent would use an online-only chain. 16 Online Purchase Fulfillment Methods There are two primary methods of fulfillment for online purchases, which include home delivery and customer pickup (click-and-collect). Exhibit 6 provides a comparison of the usage of these delivery methods from 2015 to 2018. The widespread availability of same-day delivery was responsible for the strong increase in home delivery of online grocery products. In 2018, 483 metropolitan areas in the U.S. had same-day delivery versus only 89 in 2017.17 In addition to home delivery, click-and-collect or pay online, pickup in store (BOPIS), was recognized as the most important driver of online adoption. Market Force Information found that customer usage of this method increased drastically from 4.3 percent in 2016 to 14.9 percent in 2018. Nearly every major retail chain added click-and-collect services over the past several years. For example, the availability of these services at Walmart, Kroger, Target, Ahold and Albertsons increased drastically from 2,451 locations in 2017 to 5,800 locations in 2018. Retailer Investment in Technology Two primary retailers, Amazon.com and Walmart, held the largest share of online grocery products sales. According to TABS Analytics, 25 percent of respondents indicated that they purchased online grocery products from Amazon.com in 2018, with Walmart being next at 15 percent. 18 Target trailed Amazon.com and Walmart considerably at only 9 percent. However, when customers were asked about their most recent online purchase of grocery products, occurring within the last 30 days, the Retail Feedback Group found that 33 percent shopped at Walmart compared with 31 percent at Amazon.com. 19 This same study revealed that Walmart grew rapidly in the past year from 26 percent in 2017 to 33 percent in 2018. Walmart successfully leveraged its scale (over 4,600 physical locations), widespread availability of click-and-collect (over 2,100 locations), convenient delivery service offerings (800 locations) and greater proficiency of omnichannel execution to gain market share for online grocery products. 20 4
According to Sam Gagliardi, Senior Vice President of e-Commerce for IRI, “visibility and discoverability is the key advantage for Walmart and brick-and-mortar retailers over online-only grocers. With physical stores, customers have ‘that option put right in front of their face [and ask,] Why am I here, when I can just buy this online and pick it up in the parking lot?” 21 Walmart planned to add grocery pickup services at an additional 1,000 stores in 2019. Meanwhile, Amazon.com was well aware that physical locations might provide a compelling advantage in grocery retailing. In 2017, the company shook up the competitive environment with the acquisition of Whole Foods. In addition, Bloomberg reported that Amazon planned to open 3,000 Amazon Go stores throughout the U.S. This forward-thinking physical store concept offered cashier-less checkout. The system required customers to download the Amazon Go app and shop for products as usual. Video analytics systems were used to tabulate a bill and charge the credit card on file as customers walked out of the store.22 Target also accelerated its online grocery offering, click-and-collect capabilities and last mile fulfillment over the past several years. In 2017, Target acquired Shipt to assist with same-day delivery and curbside pickup. Currently, the company only offered nonperishable food items for curbside pickup. The grocery retailing industry also faced competition from several start-ups including Brandless and Boxed Wholesale. Brandless offered customers a selection of sustainably sourced, private- label products with healthy ingredients, at low prices. In addition, the company provided a carefully curated product mix to customers, drastically reducing selection to only 300 products across 60 categories. 23 Boxed Wholesale was the online equivalent to warehouse clubs such as, Costco and Sam’s Club. It delivered bulk products to customers without a membership fee. The company attracted considerable attention from many major retailers over the past several years. In January 2018, Kroger attempted to acquire Boxed Wholesale for $400 million. Boxed Wholesale, however, rejected that offer. More recently, the company was in acquisition discussions with several other major retailers such as Amazon.com, Alibaba and Costco. Finally, Instacart collaborated with over 300 retailers to assist with in-store merchandise picking and delivery. According to CB Insights, Instacart added customers at an exponential rate over the past year due to Amazon.com’s acquisition of Whole Foods.24 As shown in Exhibit 7, Instacart’ s largest customers include Walmart, Sam’s Club, Aldi, Kroger, Food Lion, CVS, H-E-B, Safeway, Albertson’s, Publix, Costco, and Petco, among others. Because of this competitive activity, the price wars also intensified among these major retailers. According to a recent study by Profitero, both Walmart and Jet.com had higher prices than Amazon.com on online grocery products. The study revealed that Walmart and Jet.com were 2.5 and 0.6 percent higher than Amazon was, respectively was. In addition, the study also revealed that online prices at Target were 8.4 percent higher than Amazon.com and the most expensive across the other major retailers included in the study. 25 5
In a follow-up study, Profitero analyzed prices of 100,000 grocery products across 15 categories and found that no retailers had lower prices than Amazon.com. According to Keith Anderson, senior vice president of product strategy and insights at Profitero, “based on our latest data, it’s clear that Amazon is the best-priced retailer across the broadest selection of products.” 26 Kroger Financial Results Revenues for the company were inconsistent over the past several years. In FY2015, Kroger revenues grew by only 1.26 percent to $109.8 billion. Over the following two years, revenues increased steadily by 5.01 percent to $115.3 billion in FY2016 and 6.35 percent to $122.7 billion in FY2017. Financial results are presented in Exhibit 1. However, revenue growth turned negative in FY2018 by -1.22 percent to $121.16 billion. When compared with other major competitors, Kroger’s revenues trailed Walmart and an index of mass, club and dollar retailers (See Exhibit 2). Gross income as a percent of sales dropped slightly from 20.25 percent or $22.2 billion in FY2015 to 19.65 percent or $23.8 billion by FY2018. SG&A expenses rose over multiple years from $18.6 billion in FY2015 to $22.1 billion in FY2017. For FY2018, the company reined in SG&A expenses that dropped by -4.59 percent to $21.1 billion. Over the past several years, net income had been quite sluggish at $2.02 billion (1.84%) in FY2015, $1.95 billion (1.7%) in FY2016 and $1.89 billion (1.54%) in FY2017. In FY2018, net income rebounded somewhat to $3.07 billion (2.54%) which was the highest in four years. Restock Kroger Restock Kroger was introduced during an investors’ conference in October 2017. The strategy contained four main pillars: 1.) Redefine the Food and Grocery Customer Experience, 2.) Expand Partnerships to Create Customer Value, 3.) Develop Talent, and 4.) Live Kroger Purpose Through Social Impact. 27 Restock Kroger is shown in Exhibit 7. Redefine the Food and Grocery Customer Experience: The first pillar, Redefine the Food and Grocery Customer Experience, included five components. First, the company was focused on utilizing the data that was collected to drive personalization that is more effective. According to the company, 3 billion personalized recommendations and marketing messages were sent to customers during 2017. The objective of personalization was to create customer experiences that were highly customized for “every customer and for every occasion”. These efforts required the company to utilize its collection of big data and apply predictive analytics and artificial intelligence techniques. The company relied heavily on 84:51, a data science consulting company that will be discussed in a later section. Next, the company focused on optimizing the digital experience, which included being “available, accessible and relevant” to customers. Kroger relied heavily on its large number of 6
physical retail stores, digital channels and distribution networks to be available to nearly all of the U.S. population. In 2019, Kroger was available to 92 percent of the U.S. population, with a goal of 100 percent coverage. Accessible also involved the wide variety of channels that customers could use to engage with Kroger. These included not only physical stores, but also web, mobile and voice activated channels. The goal was to create a seamless experience for the customer. The company had made huge strides with its implementation of click-and-collect services. Kroger planned to have these services available across all locations and brand banners by 2020. The company also aspired to be relevant to all customers by offering more choice to customers no matter which channel they chose to engage with the company. This much extended aisle included food items that were ready to heat (prepared meals that only required heating or cooking), ready to eat (prepared meals with no cooking required), meal kits (all the ingredients provided for the customer to prepare and cook a meal), and more choice (wider assortment of merchandise in-store and online). Yael Cosset, Group VP and Chief Digital Officer, was committed to offering wider choice without a confusing or complicated online experience. Kroger redesigned the online experience so that customers needed less time to select food items and complete the transaction. The company also relied on partnerships and acquisitions to fulfill the wide variety of meal options. These included Ocado, Kroger Ship, Nuro, and Instacart, In addition, Kroger also focused on optimizing space allocation and merchandise assortments in the physical stores. These efforts entailed the company to make data-driven space planning and assortment decisions. Kroger also indicated that they were willing to “disrupt shelf” space by drastically altering merchandise placement. 28 The company also planned to improve in- stock position for merchandise. Another component that Kroger was committed to was its private-label merchandise, which it believed was a key asset to its future success. Kroger brands grew from $15 billion to $20.5 billion in sales from 2011 to 2017. 29 This represented 37 percent growth during this period or approximately 5 percent annually. Finally, Kroger was dedicated to significantly reducing customer churn due to price disparities with major grocery competitors. Kroger stated publicly that it had invested $48 billion in reducing prices since 2001. The company was well aware that value was a very important driver of customer loyalty and engagement and pledged to keep this issue a priority in the future. Expand Partnerships to Create Customer Value: A very important pillar in the Restock Kroger strategy included partnerships with a wide variety of companies throughout the world. One of the primary acquisitions that supports the Restock Kroger initiatives was 84:51o. The company was a joint venture with Dunnhumby, an analytics company established by Tesco in the UK. 7
Kroger acquired DunhumbyUSA in 2015 and renamed it 84:51o, which were the longitudinal coordinates of the Kroger headquarters in Cincinnati, Ohio. Kroger relied on 84:51o to improve marketing and promotions across all of its retail brands. 84:51o also provided analytics services to other retailers and brands to support Restock Kroger initiatives. Kroger completed a new center of operations in Cincinnati for 84:51o in 2018. 30 Kroger recently acquired Home Chef to prepare meal kits and meal solutions for customers. The company also collaborated with Shipt to assist it with offering millions of products that were not available in the physical stores. Kroger also drastically expanded its store coverage with a partnership with Walgreen’s, which operated 9,500 stores in all fifty states in the U.S. In addition, Kroger negotiated for many years to establish a relationship with Instacart. The two companies agreed to establish a partnership that expanded Kroger’s coverage of e- commerce delivery of food and beverage. Kroger also collaborated with Alibaba’s Tmall platform to expand sales of its private-label brand, Simple Truth, to China and other countries. One particularly interesting partnership that Kroger established was with Ocado, the largest online-only grocery chain. Ocado was established in 2002 in the U.K., twelve years prior to Instacart. The company developed a robotic system, shaped like a giant cube, to optimize grocery product picking. The system, known as “the hive”, handled fifty-thousand products across three segregated temperature regions. Machine learning applications were applied to improve and optimize the system of robots that collaborated to pick 1.7 million items per day. These A.I. applications also calculated when specific products had expired or were beyond the freshness date. Humans, which represented 60 percent of the company’s picking costs, also had a role in this process. They were employed to place grocery products in plastic bags. Engineers were developing a robotic hand that could handle fragile items such as fruits and vegetables, and thus, eliminate the need for human intervention. Most interesting, the company’s goal was to reduce picking and process costs to become less costly for customers to perform the task themselves. The company expected to reach 12 percent profitability in FY2019 (6% was the industry average). In addition, Kroger also invested in Nuro, a start-up company that developed autonomous vehicles for low cost deliveries of online orders. The small vehicles utilized self-driving technology using artificial intelligence. The vehicles were designed with multiple hatch doors on each side. Each order was placed in a door that opened when the customer put a unique numeric code in the keypad next to the door. Orders were delivered on the same day or next day. Another component of this pillar involved cost reduction. During a recent Kroger investor’s conference, Mary Ellen Adcock, vice president of operations, stated that efforts on cost reduction centered on checkout, reduction of shrink and cost of goods. Kroger provided both 8
self-checkout and self-scan (called Scan, Bag and Go) for customers. The company was expanding both of these programs across all of its retail brands. Adcock also indicated that the company had achieved several consecutive quarters of improvement in shrink. She stated that one basis point improvement in shrink equaled approximately $10 million in pretax income. Finally, a category-by-category review of costs of merchandise was underway at Kroger. The company intended to leverage its size with suppliers to reduce cost of goods and pass the savings along to customers. Develop Talent: Restock Kroger also included a pillar centered on developing programs to educate, train and rebalance pay and benefits for future leaders. This involved a commitment of $500 million in human capital over the next three years for store associates. 31 These programs focused on certifications, performance incentives and training. In addition, Kroger pledged to add 500 more analytics experts (from 500) to the team at 84:51o. Live Kroger Purpose Through Social Impact: Kroger was also committed to making a significant social impact by beginning the Zero Hunger | Zero Waste Plan in 2017. This program focused on ending hunger in the communities that Kroger serves and eliminating waste by 2025.32 Restock Kroger and the Virtuous Cycle With Restock Kroger, the company expected to generate $400 million in free cash flow and operating profit by 2020. As illustrated in Exhibit 9, improvements in the physical and digital customer experience were expected to provide greater customer traffic, merchandise sales and share of wallet. Cost containment from self-checkout savings, reduced shrink and general reduction in SG&A expenses also contributed to reaching this goal. Significant investments in technology and expenses related to this transformation were likely to strip some of the incremental income provided by these savings. Kroger expected partnerships to generate the largest incremental income of approximately $1.375 billion and thus offset these investments. The company expected to generate additional revenues from newly formed partnerships and acquisitions, digital advertising revenues, media businesses and personal finance. William McMullen commented that “plainly stated Restock Kroger is all about transforming our growth model. We will grow market share by creating a virtuous cycle built on our grocery business. A constantly improving customer ecosystem generates traffic, customer data, and insights, which fuel the growth of adjacent alternative profit streams. We see tremendous potential in these asset light, margin rich businesses built on the foundation of an omnichannel grocery experience. The profits generated by these businesses will create shareholder value and generate cash to invest in Kroger’s core so we can further redefine the grocery customer experience.” 33 Steady as We Go or Rough Journey Ahead? 9
The executive team expressed confidence that Restock Kroger put the company on-track for much success and improved financial performance for the future. The company made considerable progress toward reaching the goals set when Restock Kroger was introduced. Kroger successfully sold the convenience store business in 2018 for $2.15 billion to EG Group, a privately held petroleum company that operated in the U.K. The deal included 784 stores and 66 franchise stores located in eighteen states in the U.S. 34 In addition, the company implemented Kroger Edge (Enhanced Display for Grocery Environment), an electronic shelf label technology, in 200 stores in 2018. 35 This technology was installed in the same location as paper price labels appeared and provided Kroger with the opportunity to exhibit ingredients, nutritional information, dietary information and ratings about specific products on shelves. The system could identify specific customers when they walked near specific products and then provide them with personalized offers that appeared on their smart phones. The company also planned to use Kroger Edge to sell digital advertising to consumer-packaged goods companies that generates new revenues. Furthermore, Kroger Edge would also be utilized to assist with the fulfillment of curbside pickup orders and quickly identify stock-outs. 36 In 2018, the partnership with Instacart added approximately 50 percent more coverage and offered delivery services from 1,600 Kroger stores. 37 Kroger also introduced a new apparel brand named Dip. The brand, exclusive to Kroger and designed by Joe Mimran, included men’s, women’s, juniors, kids and baby collections. 38 Despite all of this success, many investors were highly critical of Restock Kroger. Most were skeptical that the company could generate $400 million in operating income by next year. “Despite the company’s best efforts, we see (first-quarter earnings) coming in under consensus and we see little chance of the company achieving its 2020 EBIT (earnings before interest and taxes) target. As such, we are strongly reiterating our underperform rating. Couple all this with Kroger’s lofty long-term EBIT targets relying largely on alternative revenues (essentially ad revenues which are driven mainly by volume growth), and the company seems to be in for a rough ride this year.” 39 In the fourth quarter of 2018, Kroger announced a drop of 9.5 percent in total revenues to $28.1 billion. Kroger shares were also down 17 percent since June 2017.40 The stock was underperforming many other major retail stocks such as Walmart and Target as shown in Exhibit 10. One bright spot was a 58 percent increase in digital sales that supported its heavy emphasis on technology investment.41 Overall, McMullen was pleased with the milestones that Kroger reached in just a short time. He stated, “We are on target for our Restock Kroger goals. We’re incredibly confident about our future.” 42 10
Exhibit 1: Kroger Financial Statements 11
Exhibit 1: Kroger Balance Sheet (Continued) 12
Exhibit 1: Kroger Balance Sheet (Continued) 13
Exhibit 2: Quarterly Sales Growth: Kroger vs. Competitors 14
Exhibit 3: Retail E-Commerce Sales of Major Product Categories by Share 15
Exhibit 4: Retail E-Commerce Sales by Country 2018 and 2023 16
Exhibit 5: Factors Reducing Customer Adoption of Digital Purchases of Grocery Products 17
Exhibit 6: Customer Usage of Grocery Fulfillments Methods 18
Exhibit 7: List of Customers of Instacart 19
Exhibit 8: Restock Kroger 20
Exhibit 9: Path to $400 Operating Profit 21
Exhibit 10: Stock Performance of Kroger versus Walmart and Target from 2017-2019 22
References: 2 Q4 2018 Earnings Call, William McMullen, Chairman and Chief Executive Office of Kroger 3 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 4 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 5 https://www.forbes.com/sites/bryanpearson/2018/09/24/5-ways-krogers-investment-in-tech-and-experience- will-change-all-grocery/#79604ce03d07 6 https://www.forbes.com/sites/bryanpearson/2018/09/24/5-ways-krogers-investment-in-tech-and-experience- will-change-all-grocery/#79604ce03d07 7 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 8 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 9 https://www.wsj.com/articles/americas-biggest-supermarket-company-struggles-with-online-grocery- upheaval-11555877123?mod=hp_lead_pos4 10 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 11 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 12 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 13 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 14 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 15 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 16 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 17 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 18 “6th Annual Food and Beverage Consumables Study,” TABS Analytics, Conducted by Kanter TNS, October 17, 2018. 19 “2018 U.S. Online Grocery Shopper Study,” The Retail Feedback Group. 20 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 21 “U.S. Grocery E-Commerce” E-Marketer Report, 2019. 22 https://www.foodbusinessnews.net/articles/13119-kroger-teams-with-microsoft-on-digital-grocery-stores 23 https://jilt.com/upsell/brandless-branding/ 24 https://www.cbinsights.com/research/instacart-retailer-grocer-partners/ 25 https://www.supermarketnews.com/online-retail/retailers-jostle-lead-online-grocery 26 https://www.supermarketnews.com/online-retail/retailers-jostle-lead-online-grocery 27 “Kroger Outlines Plan to Redefine the Way America Eats and to Deliver Value for Customers & Shareholders” (Kroger Press Release, Oct. 2017) 28 “Kroger Outlines Plan to Redefine the Way America Eats and to Deliver Value for Customers & Shareholders” (Kroger Press Release, Oct. 2017) 29 “Kroger Outlines Plan to Redefine the Way America Eats and to Deliver Value for Customers & Shareholders” (Kroger Press Release, Oct. 2017) 30 https://www.forbes.com/sites/tomdavenport/2018/04/02/84-51-builds-a-machine-learning-machine-for- kroger/#5f4e75f64e12 31 “Kroger Outlines Plan to Redefine the Way America Eats and to Deliver Value for Customers & Shareholders” (Kroger Press Release, Oct. 2017) 32 “Kroger Outlines Plan to Redefine the Way America Eats and to Deliver Value for Customers & Shareholders” (Kroger Press Release, Oct. 2017) 33 https://risnews.com/why-kroger-struggles-make-money-digital https://www.daytondailynews.com/business/major-moves-kroger 34 made2018/NgFPhi1yVvEMdFVGcg0QCI/ 35 https://www.daytondailynews.com/business/major-moves-kroger- made2018/NgFPhi1yVvEMdFVGcg0QCI/ 36 https://www.foodbusinessnews.net/articles/13119-kroger-teams-with-microsoft-on-digital-grocery- stores 23
https://www.daytondailynews.com/business/major-moves-kroger- 37 made2018/NgFPhi1yVvEMdFVGcg0QCI/ https://www.daytondailynews.com/business/major-moves-kroger- 38 made2018/NgFPhi1yVvEMdFVGcg0QCI/ 39 https://www.bizjournals.com/cincinnati/news/2019/04/03/kroger-analyst-is-dubious-about- supermarket-giant.html 40 https://www.wsj.com/articles/americas-biggest-supermarket-company-struggles-with-online-grocery-upheaval- 11555877123 41 https://www.kantarretailiq.com/Conversation/ConversationDetails.aspx?id=1517720 42 https://www.bizjournals.com/cincinnati/news/2019/04/03/kroger-analyst-is-dubious-about- supermarket-giant.html 24
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