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      • Faculty Publications  (1,270)

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      • April 2021
      • Supplement

      Buy Online, Pickup in Store: CEO Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella CEO Sylvia Coparella must assess the impact of the company’s Buy Online, Pickup in Store (BOPS) program on her company’s overall sales. To do so, she must review analyses of both e-commerce and brick-and-mortar sales data and compare the... View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Retail Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: CEO Supplement." Harvard Business School Supplement 621-104, April 2021.
      • April 2021
      • Case

      Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In October 2018, fashion, wellness, and beauty retailer Sylvarella implemented a Buy Online, Pickup in Store (BOPS) program in an attempt to counteract a sales decline. While BOPS had the potential to meet customer expectations for a seamless order and fulfillment... View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Retail Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail." Harvard Business School Case 621-103, April 2021.
      • April 2021
      • Supplement

      Buy Online, Pickup in Store: Vice President of E-Commerce Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella VP of E-Commerce Charla Limont must review an analysis of her department’s sales data to determine the impact of the company’s Buy Online, Pickup in Store (BOPS) program. The program implementation created significant problems for the... View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Retail Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Vice President of E-Commerce Supplement." Harvard Business School Supplement 621-106, April 2021.
      • April 2021
      • Supplement

      Buy Online, Pickup in Store: Vice President of Store Operations Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella VP of Store Operations Axley Vega must review an analysis of her department’s sales data to determine the impact of the company’s Buy Online, Pickup in Store (BOPS) program. BOPS implementation created significant problems for the store... View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Retail Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Vice President of Store Operations Supplement." Harvard Business School Supplement 621-105, April 2021.
      • April 2021 (Revised January 2022)
      • Case

      SA Taxi: A Vehicle for Empowerment? (A)

      By: Nien-he Hsieh, Dilyana Karadzhova Botha and F. Christopher Eaglin
      SA Taxi was a vertically integrated business that operated in South Africa’s distinctive taxi industry. Despite being plagued by violence, informal structures, unsafe road practices and lack of government support, the taxi industry had grown to become South Africa’s... View Details
      Keywords: Corporate Accountability; Ownership; Ownership Stake; Business and Stakeholder Relations; Equality and Inequality; Race; Situation or Environment; Transportation Industry; South Africa; Africa
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      Hsieh, Nien-he, Dilyana Karadzhova Botha, and F. Christopher Eaglin. "SA Taxi: A Vehicle for Empowerment? (A)." Harvard Business School Case 321-138, April 2021. (Revised January 2022.)
      • April 2021 (Revised January 2022)
      • Supplement

      SA Taxi: A Vehicle for Empowerment? (B)

      By: Nien-he Hsieh, Dilyana Karadzhova Botha and F. Christopher Eaglin
      SA Taxi was a vertically integrated business that operated in South Africa’s distinctive taxi industry. Despite being plagued by violence, informal structures, unsafe road practices and lack of government support, the taxi industry had grown to become South Africa’s... View Details
      Keywords: Corporate Accountability; Ownership; Ownership Stake; Business and Stakeholder Relations; Equality and Inequality; Race; Situation or Environment; Transportation Industry; South Africa; Africa
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      Hsieh, Nien-he, Dilyana Karadzhova Botha, and F. Christopher Eaglin. "SA Taxi: A Vehicle for Empowerment? (B)." Harvard Business School Supplement 321-141, April 2021. (Revised January 2022.)
      • April 2021
      • Article

      The Effects of Quota Frequency: Sales Performance and Product Focus

      By: Doug J. Chung, Das Narayandas and Dongkyu Chang
      This study investigates the comprehensive and multidimensional effects of quota (goal) frequency on sales force performance. We develop a theory of salespeople’s behavior—aggregate effort and the product type focus—in response to the temporal length of a sales-quota... View Details
      Keywords: Sales Force Compensation; Field Experiment; Quotas; Quota Frequency; Commissions; Bonuses; Goals; Salesforce Management; Compensation and Benefits; Goals and Objectives; Behavior; Performance
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      Chung, Doug J., Das Narayandas, and Dongkyu Chang. "The Effects of Quota Frequency: Sales Performance and Product Focus." Management Science 67, no. 4 (April 2021): 2151–2170.
      • March 2021
      • Supplement

      Artea (A), (B), (C), and (D): Designing Targeting Strategies

      By: Eva Ascarza and Ayelet Israeli
      Power Point Supplement to Teaching Note for HBS No. 521-021,521-022,521-037,521-043. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on... View Details
      Keywords: Targeted Advertising; Targeting; Algorithmic Data; Bias; A/B Testing; Experiment; Advertising; Gender; Race; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Retail Industry; Retail Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School PowerPoint Supplement 521-719, March 2021.
      • March 17, 2021
      • Other Article

      Beyond Pajamas: Sizing Up the Pandemic Shopper

      By: Ayelet Israeli, Eva Ascarza and Laura Castrillo
      A first look at how the COVID-19 pandemic impacted e-commerce apparel shopping in the US and the UK. Extensive analysis and interactive graphics utilizing millions of transactions.
      While the pandemic is still playing out, our preliminary investigations... View Details
      Keywords: Retail; Retail Analytics; Consumer; Pandemic; COVID; COVID-19; Apparel; Ecommerce; Online Shopping; Online Apparel; Online Sales; Returns; CRM; Customer Retention; Customer Experience; Customer Value; Digital; Customer Focus and Relationships; Customers; Health Pandemics; Consumer Behavior; Customer Relationship Management; Internet and the Web; Behavior; E-commerce; Retail Industry; Retail Industry; Retail Industry; United States; United Kingdom
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      Israeli, Ayelet, Eva Ascarza, and Laura Castrillo. "Beyond Pajamas: Sizing Up the Pandemic Shopper." Harvard Business School Working Knowledge (March 17, 2021).
      • March 2021 (Revised February 2025)
      • Teaching Note

      Afterpay U.S.: The Omnichannel Dilemma

      By: Antonio Moreno and Anibha Singh
      Teaching Note for HBS Case No. 519-086. In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online... View Details
      Keywords: Omnichannel Retail; Digital Marketing; Business Startups; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Change Management; Customer Value and Value Chain; Customer Relationship Management; Customer Satisfaction; Financing and Loans; Microfinance; Global Strategy; Marketing Strategy; Market Entry and Exit; Digital Platforms; Product Development; Supply Chain Management; Business and Stakeholder Relations; Networks; Network Effects; Internet and the Web; Financial Services Industry; Technology Industry; United States; Australia
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      Moreno, Antonio, and Anibha Singh. "Afterpay U.S.: The Omnichannel Dilemma." Harvard Business School Teaching Note 521-074, March 2021. (Revised February 2025.)
      • March 2021
      • Article

      Assortment Rotation and the Value of Concealment

      By: Kris J. Ferreira and Joel Goh
      Assortment rotation—the retailing practice of changing the assortment of products offered to customers—has recently been used as a competitive advantage for both brick-and-mortar and online retailers. We focus on product categories where consumers may purchase multiple... View Details
      Keywords: Assortment Optimization; Retailing; Imperfect Information; Sales; Strategy; Consumer Behavior
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      Ferreira, Kris J., and Joel Goh. "Assortment Rotation and the Value of Concealment." Management Science 67, no. 3 (March 2021): 1489–1507.
      • March 2021
      • Article

      Targeted Price Controls on Supermarket Products

      By: Alberto Cavallo and Diego Aparicio
      We study the impact of targeted price controls for supermarket products in Argentina from 2007 to 2015. Using web scraping, we collected daily prices for controlled and non-controlled goods and measured the differential effects on inflation, product availability, and... View Details
      Keywords: Prices; Controls; Price Dispersion; Economics; Price; Cost Management; Goods and Commodities; Retail Industry; Argentina
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      Cavallo, Alberto, and Diego Aparicio. "Targeted Price Controls on Supermarket Products." Review of Economics and Statistics 103, no. 1 (March 2021): 60–71.
      • Article

      Tariff Passthrough at the Border and at the Store: Evidence from U.S. Trade Policy

      By: Alberto Cavallo, Gita Gopinath, Brent Neiman and Jenny Tang
      We use micro data collected at the border and the store to characterize the price impact of recent US trade policy on importers, exporters, and consumers. At the border, import tariff passthrough is much higher than exchange rate passthrough. Chinese exporters did not... View Details
      Keywords: Trade Policy; Tariffs; Exchange Rate Passthrough; Economics; Trade; Policy; Currency Exchange Rate; Price; United States
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      Cavallo, Alberto, Gita Gopinath, Brent Neiman, and Jenny Tang. "Tariff Passthrough at the Border and at the Store: Evidence from U.S. Trade Policy." American Economic Review: Insights 3, no. 1 (March 2021).
      • February 2021
      • Case

      Drizly: Managing Supply and Demand through Disruption

      By: Kris Ferreira
      It was April 6th, 2020, and the management team at Drizly—an online alcohol marketplace where consumers could browse and purchase alcohol from local liquor retail stores via Drizly’s app for immediate home delivery—were thrilled to see record-breaking sales from the... View Details
      Keywords: COVID-19 Pandemic; Demand and Consumers; Growth and Development; Customer Focus and Relationships; Customer Value and Value Chain; Customer Satisfaction; Goals and Objectives; Supply Chain Management
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      Ferreira, Kris. "Drizly: Managing Supply and Demand through Disruption." Harvard Business School Case 621-097, February 2021.
      • February 2021 (Revised April 2024)
      • Case

      Shopify: The Conquest for Chinese E-Commerce

      By: Jeffrey F. Rayport, Avani Patel, Samantha Lin and Ariel Yang
      In mid-2020, Tobias Lütke, CEO of Shopify, faced a critical decision on how to time potential expansion into the China market. Over the prior 15 years, his Canadian software-as-a-service company had grown from a small e-commerce solutions provider to a full service... View Details
      Keywords: Timing; Corporate Entrepreneurship; Service Operations; Business Model; Organizational Design; Change Management; Cross-Cultural and Cross-Border Issues; Global Strategy; Health Pandemics; Growth Management; Marketing Strategy; Digital Platforms; Alliances; Partners and Partnerships; Opportunities; Internet and the Web; E-commerce; United States; Canada; China
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      Rayport, Jeffrey F., Avani Patel, Samantha Lin, and Ariel Yang. "Shopify: The Conquest for Chinese E-Commerce." Harvard Business School Case 821-081, February 2021. (Revised April 2024.)
      • February 2021 (Revised March 2021)
      • Case

      AptDeco: Circular Economy Furniture Marketplace

      By: Ayelet Israeli and Jamie Merkrebs
      AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120 billion furniture market, despite its... View Details
      Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word-of-mouth Marketing; Word Of Mouth; Internet Marketing; Growth Strategy; Platform; Platforms; Two Sided Markets; Two-sided Market; Two-sided Marketplace; Two-Sided Markets; Two-sided Network; Black Entrepreneurs; Black Leadership; African Americans; Circular; Peer-to-peer Markets; Furniture Industry; Furniture; Growth Hacking; Monetization Strategy; African-American Protagonist; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; E-commerce; Retail Industry; Retail Industry; Retail Industry; Retail Industry; United States; North America; New York (city, NY); New York (state, US)
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      Israeli, Ayelet, and Jamie Merkrebs. "AptDeco: Circular Economy Furniture Marketplace." Harvard Business School Case 521-069, February 2021. (Revised March 2021.)
      • February 2021
      • Case

      A Cultural Transformation at Southeastern Grocers

      By: Suraj Srinivasan, Jonah S. Goldberg and Joseph A. Paul
      When Anthony Hucker, the CEO of Southeastern Grocers (SEG), took over in that role in July 2017, the company was in dire financial and operational condition and was headed towards bankruptcy. SEG, the fifth largest grocery chain in the U.S. in early 2021, operated... View Details
      Keywords: Business Transformation; Strategy Execution; Retail; Organizational Culture; Transformation; Growth and Development Strategy; Performance; Success; Retail Industry; Retail Industry; United States; Florida
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      Srinivasan, Suraj, Jonah S. Goldberg, and Joseph A. Paul. "A Cultural Transformation at Southeastern Grocers." Harvard Business School Case 121-049, February 2021.
      • February 2021 (Revised February 2021)
      • Background Note

      eGrocery and the Role of Data for CPG Firms

      By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin
      This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details
      Keywords: Data; Data Analysis; Data Analytics; Data Sharing; CPG; Consumer Packaged Goods (CPG); Delivery Planning; Customer Lifetime Value; Online Channel; Retail; Retail Analytics; Retailing Industry; Ecommerce; Grocery; Optimization; Analytics and Data Science; Analysis; Customer Value and Value Chain; Marketing Channels; E-commerce; Retail Industry; Retail Industry; United States
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      Israeli, Ayelet, Fedor (Ted) Lisitsyn, and Mark A. Irwin. "eGrocery and the Role of Data for CPG Firms." Harvard Business School Background Note 521-077, February 2021. (Revised February 2021.)
      • January 2021 (Revised January 2022)
      • Case

      Dick's Sporting Goods: Getting Out Of The Gun Business (A)

      By: George A. Riedel
      Dick's Sporting Goods was one of the top five retailers of a range of firearms in the US. Over the last several years and specifically following the Parkland shooting of 2018, Ed Stack, the CEO and chairman, had wrestled with the question of their role as a leading... View Details
      Keywords: Gun Policy; Gun Violence; Sporting Goods; Sport; Human Behavior; Violence; Ethics; Decision Making; Social Issues; Corporate Accountability; Retail Industry; Retail Industry; United States
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      Riedel, George A. "Dick's Sporting Goods: Getting Out Of The Gun Business (A)." Harvard Business School Case 321-024, January 2021. (Revised January 2022.) (Featured in this Working Knowledge Article which was named one of 2022’s Top Ten Most Popular Articles.)
      • January 2021 (Revised March 2021)
      • Case

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Jill Avery, Ayelet Israeli and Emma von Maur
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Retail Industry; Retail Industry; Retail Industry; Retail Industry; United States
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      Avery, Jill, Ayelet Israeli, and Emma von Maur. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Case 521-070, January 2021. (Revised March 2021.)
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