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      • Faculty Publications  (189)

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      • November 2022
      • Background Note

      The Future of E-Commerce: Lessons from the Livestream Wars in China

      By: Ayelet Israeli, Jeremy Yang and Billy Chan
      This note explores the emerging multi-billion dollars commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of...  View Details
      Keywords: Retail; Retailing; E-commerce; E-Commerce Strategy; Ecommerce; Channels Of Distribution; Marketing Communication; Livestream Commerce; Marketing; Marketing Channels; Marketing Strategy; Advertising; Brands and Branding; Media; Consumer Behavior; Social Media; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; China; United States; United Kingdom
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      Israeli, Ayelet, Jeremy Yang, and Billy Chan. "The Future of E-Commerce: Lessons from the Livestream Wars in China." Harvard Business School Background Note 523-055, November 2022.
      • October 2022
      • Supplement

      The SAH Group: The Time is Right, Instructor Spreadsheet

      By: Juan Alcacer and Alpana Thapar
      In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded...  View Details
      Keywords: Growth Strategy; Entrepreneurship; Investment Decisions; Growth Management; Vertical Integration; Distribution; Competition; Strategy; Supply Chain; Presentations; Product Positioning; Market Entry and Exit; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Tunisia
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      Alcacer, Juan, and Alpana Thapar. "The SAH Group: The Time is Right, Instructor Spreadsheet." Harvard Business School Spreadsheet Supplement 723-862, October 2022.
      • October 2022
      • Supplement

      The SAH Group: The Time is Right, Spreadsheet Supplement

      By: Juan Alcacer and Alpana Thapar
      In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded...  View Details
      Keywords: Growth Strategy; Entrepreneurship; Investment Decisions; Growth Management; Vertical Integration; Distribution; Competition; Strategy; Supply Chain; Presentations; Market Entry and Exit; Product Positioning; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Tunisia
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      Alcacer, Juan, and Alpana Thapar. "The SAH Group: The Time is Right, Spreadsheet Supplement." Harvard Business School Spreadsheet Supplement 723-861, October 2022.
      • September 2022 (Revised December 2022)
      • Case

      Navya: Steering Toward a Driverless Future

      By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
      In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise...  View Details
      Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States
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      De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering Toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised December 2022.)
      • 2022
      • Working Paper

      Consumer Demand with Social Influences: Evidence from an E-Commerce Platform

      By: El Hadi Caoui, Chiara Farronato, John J. Horton and Robert Schultz
      For some kinds of goods, rarity itself is valued. "Fashionable'" goods are demanded in part because they are unique. In this paper, we explore the economics of rare goods using auctions of limited-edition shoes held by an e-commerce platform. We model endogenous entry...  View Details
      Keywords: Rare Goods; Scarcity; E-commerce; Consumer Behavior; Auctions
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      Caoui, El Hadi, Chiara Farronato, John J. Horton, and Robert Schultz. "Consumer Demand with Social Influences: Evidence from an E-Commerce Platform." NBER Working Paper Series, No. 30351, August 2022.
      • August 2022
      • Article

      Contract Duration and the Costs of Market Transactions

      By: Alexander MacKay
      The optimal duration of a supply contract balances the costs of reselecting a supplier against the costs of being matched to an inefficient supplier when the contract lasts too long. I develop a structural model of contract duration that captures this tradeoff and...  View Details
      Keywords: Supply Contracts; Intermediate Goods; Switching Costs; Vertical Relationships; Transaction Costs; Contract Duration; Identification; Supply Chain; Cost; Contracts; Auctions; Mathematical Methods
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      MacKay, Alexander. "Contract Duration and the Costs of Market Transactions." American Economic Journal: Microeconomics 14, no. 3 (August 2022): 164–212.
      • 2022
      • Book

      Purpose + Profit: How Business Can Lift Up the World

      By: George Serafeim
      The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.

      We not only...  View Details
      Keywords: ESG (Environmental, Social, Governance) Performance; Profitability; Business And Society; Organizations; Mission and Purpose; Goals and Objectives; Social Issues; Environmental Sustainability; Value Creation; Organizational Change and Adaptation
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      Serafeim, George. Purpose + Profit: How Business Can Lift Up the World. New York: HarperCollins Leadership, 2022.
      • August 2022
      • Article

      What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

      By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
      We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset...  View Details
      Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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      Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
      • July 2022
      • Supplement

      Solution for E-Commerce Analytics for CPG Firms (A): Estimating Sales

      By: Ayelet Israeli
      Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Estimation; Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Bricks And Mortar; Ecommerce; Analytics and Data Science; Analysis; Sales; Goods and Commodities; Consumer Products Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Spreadsheet Supplement 523-704, July 2022.
      • July 2022
      • Supplement

      Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

      By: Ayelet Israeli
      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; Consumer Products Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Spreadsheet Supplement 523-705, July 2022.
      • July 2022
      • Supplement

      Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

      By: Ayelet Israeli
      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; Consumer Products Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 523-706, July 2022.
      • July 2022
      • Teaching Note

      eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 521-077.  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; Consumer Products Industry; Consumer Products Industry; United States
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      Israeli, Ayelet. "eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms." Harvard Business School Teaching Note 523-012, July 2022.
      • 2022
      • Working Paper

      Moral Deteriorations Sever Firm Identity

      By: Julian De Freitas, Zarema Khon, Pechthida Kim and Samuel G.B. Johnson
      Firms change over time. Which changes are so damaging that consumers believe the firm’s very identity ceases to exist? We explored this question using Twitter data and eight experiments involving nearly 3,000 subjects. Consumers judged that moral deteriorations were...  View Details
      Keywords: Corporate Identity; Morality; Brand Activism; Social Media; Business Ethics; Firm Stereotypes; Consumer Behavior; Public Opinion; Moral Sensibility; Brands and Branding; Government and Politics
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      De Freitas, Julian, Zarema Khon, Pechthida Kim, and Samuel G.B. Johnson. "Moral Deteriorations Sever Firm Identity." Harvard Business School Working Paper, No. 22-077, June 2022.
      • June 2022
      • Case

      The SAH Group: The Time is Right

      By: Juan Alcacer and Alpana Thapar
      In January 2021, Jalila Mezni, cofounder and CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019,...  View Details
      Keywords: Growth Management; Expansion; Business Divisions; Product Positioning; Brands and Branding; Competition; Presentations; Consumer Products Industry; Tunisia; Kenya
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      Alcacer, Juan, and Alpana Thapar. "The SAH Group: The Time is Right." Harvard Business School Case 722-357, June 2022.
      • June 2022 (Revised August 2022)
      • Case

      Dollar Tree: Breaking the Buck

      By: Jill Avery and Marco Bertini
      For thirty-five years, Dollar Tree, a discount retail chain selling general merchandise, had held its fixed price point steady, pricing all of its household items, food, stationery, books, seasonal items, gifts, toys, and clothing that made up its diverse and...  View Details
      Keywords: Retailing; Pricing; Pricing Strategy; Discount Retailing; Discount Store; Marketing; Brands and Branding; Marketing Strategy; Price; Inflation and Deflation; Consumer Behavior; Retail Industry; United States
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      Avery, Jill, and Marco Bertini. "Dollar Tree: Breaking the Buck." Harvard Business School Case 522-091, June 2022. (Revised August 2022.)
      • March 2022
      • Case

      GrowSari (A): Design for the Last Mile Customer

      By: Brian Trelstad, Cam Carag and Michi Ferreol
      Reymund (ER) Rollan and Shivapratim (Shiv) Choudhury, founders of the digital technology platform GrowSari, were at a crossroads. The feedback from their initial product roll-out were not what they had expected, and they needed to decide how to proceed. The pair,...  View Details
      Keywords: Fast Moving Consumer Goods; Product Launch; Information Technology; Analytics and Data Science; Digital Platforms; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Philippines
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      Trelstad, Brian, Cam Carag, and Michi Ferreol. "GrowSari (A): Design for the Last Mile Customer." Harvard Business School Case 322-036, March 2022.
      • March 2022 (Revised August 2022)
      • Case

      Hometown Foods: Changing Price Amid Inflation

      By: Julian De Freitas, Jeremy Yang and Das Narayandas
      During the early part of the 2021 Covid-19 pandemic, Hometown Foods, a large seller of flour-based products, thrived as consumers hoarded baked goods and took up baking to pass the time and find comfort. Then, amid growing shortages in commodities, a vaccine arrived,...  View Details
      Keywords: COVID-19 Pandemic; Consumer Behavior; Supply Chain; Inflation and Deflation; Spending; Price Bubble; Price; Volatility; Food and Beverage Industry
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      De Freitas, Julian, Jeremy Yang, and Das Narayandas. "Hometown Foods: Changing Price Amid Inflation." Harvard Business School Case 522-087, March 2022. (Revised August 2022.)
      • March 2022
      • Case

      Abu Issa Holding: Navigating the Qatar Blockade

      By: Mark Egan and Youssef Abdel Aal
      The case follows Ashraf Abu Issa, CEO and chairman of Abu Issa Holding (AIH), as he contemplated the fate of his company’s regional expansion. AIH was a Qatari diversified holding company, whose primary business was luxury retailing and distribution. Abu Issa had set...  View Details
      Keywords: Luxury Retail; Expansion; Equity; Business Divisions; Growth and Development; Market Entry and Exit; Cross-Cultural and Cross-Border Issues; Consumer Products Industry; Saudi Arabia; United Arab Emirates
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      Egan, Mark, and Youssef Abdel Aal. "Abu Issa Holding: Navigating the Qatar Blockade." Harvard Business School Case 222-063, March 2022.
      • March 2022
      • Article

      Learning to Rank an Assortment of Products

      By: Kris Ferreira, Sunanda Parthasarathy and Shreyas Sekar
      We consider the product ranking challenge that online retailers face when their customers typically behave as “window shoppers”: they form an impression of the assortment after browsing products ranked in the initial positions and then decide whether to continue...  View Details
      Keywords: Online Learning; Product Ranking; Assortment Optimization; Learning; Internet and the Web; Product Marketing; Consumer Behavior; E-commerce
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      Ferreira, Kris, Sunanda Parthasarathy, and Shreyas Sekar. "Learning to Rank an Assortment of Products." Management Science 68, no. 3 (March 2022): 1828–1848.
      • March 2022
      • Article

      When Less Is More: Consumers Prefer Brands that Donate More in Relative versus Absolute Terms

      By: Elizabeth A. Keenan, Anne V. Wilson and Leslie K. John
      When trying to make a good impression on consumers through charitable giving, is it better for brands to maximize the overall dollars they donate or how much they give in relative terms; for example, the proportion of profits? Across five studies we show that consumers...  View Details
      Keywords: Cause-related Marketing; Charitable Donations; Generosity; Altruism; Philanthropy and Charitable Giving; Brands and Branding; Consumer Behavior
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      Keenan, Elizabeth A., Anne V. Wilson, and Leslie K. John. "When Less Is More: Consumers Prefer Brands that Donate More in Relative versus Absolute Terms." Marketing Letters 33, no. 1 (March 2022): 31–43.
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