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  • January 2021 (Revised March 2021)
  • Exercise

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

By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
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; Direct-to-consumer; DTC; Analytics and Data Science; Sales; Marketing; E-commerce; Retail Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Exercise 521-078, January 2021. (Revised March 2021.)
  • 04 Oct 2004
  • Research & Ideas

Start to Measure Your E-commerce Success

"The study of e-commerce has unfolded in much the same way that e-commerce thrust itself on the business world—with a great deal of overstatement," says Marc J. Epstein, Visiting Professor and Wyss... View Details
Keywords: by Marc J. Epstein
  • January 2021 (Revised March 2021)
  • Supplement

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

By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
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; Retail Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Spreadsheet Supplement 521-712, January 2021. (Revised March 2021.)
  • March 2022
  • Case

DealShare: Social E-Commerce for the Indian Mass Market

By: Krishna G. Palepu and Malini Sen
Launched in September 2018, e-retail startup DealShare has created a tech-enabled model for the Indian mass market that allows customers to buy together, save money on good quality goods, and at the same time have fun. It targets customers who are still getting used to... View Details
Keywords: Business Model; Disruption; Trends; Talent and Talent Management; Customer Focus and Relationships; Value; Cost vs Benefits; Value Creation; Internet and the Web; India
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Palepu, Krishna G., and Malini Sen. "DealShare: Social E-Commerce for the Indian Mass Market." Harvard Business School Case 322-099, March 2022.
  • April 2018
  • Supplement

Flipkart (B): The Ongoing Battle for India's E-Commerce Market

By: Sunil Gupta, Das Narayandas and Rachna Tahilyani
In 2017, both Flipkart and Amazon claimed leadership position in India's recently concluded key annual festive season sale, but it was too early to declare victory. Amazon continues to invest heavily in India. Competition from newer players is increasing. Media reports... View Details
Keywords: Digital Platforms; Internet and the Web; Competition; Retail Industry; India
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Gupta, Sunil, Das Narayandas, and Rachna Tahilyani. "Flipkart (B): The Ongoing Battle for India's E-Commerce Market." Harvard Business School Supplement 518-097, April 2018.
  • June 2014
  • Teaching Note

AVA.ph: Growing a Filipino E-Commerce Company

By: William Kerr and Penelope Rossano
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Kerr, William, and Penelope Rossano. "AVA.ph: Growing a Filipino E-Commerce Company." Harvard Business School Teaching Note 814-122, June 2014.
  • February 2000 (Revised October 2000)
  • Case

Open Market, Inc.: The E-Commerce Wars

By: James I. Cash Jr., Janis Lee Gogan, Michael Haselkorn and Mani Subramani
Continues the story of Open Market, Inc., a company founded in 1994 to support electronic commerce on the Internet. Despite a very successful initial public offering, the firm had reached a growth plateau, and the management team was considering several strategic... View Details
Keywords: Entrepreneurship; Technological Innovation; Management; Growth and Development Strategy; Marketing Channels; Product Marketing; Product Development; Competitive Strategy; Corporate Strategy; Information Technology Industry; Web Services Industry
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Cash, James I., Jr., Janis Lee Gogan, Michael Haselkorn, and Mani Subramani. "Open Market, Inc.: The E-Commerce Wars." Harvard Business School Case 800-255, February 2000. (Revised October 2000.)
  • January 2021 (Revised March 2021)
  • Exercise

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

By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... 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; Grocery Delivery; Margins; Analytics and Data Science; Retention; E-commerce; Retail Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Exercise 521-080, January 2021. (Revised March 2021.)
  • January 2021 (Revised March 2021)
  • Supplement

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

By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... 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; Grocery Delivery; Margins; Retention; Analytics and Data Science; Analysis; Retail Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 521-714, January 2021. (Revised March 2021.)
  • June 2007
  • Teaching Note

Comergent Technologies Inc.: Enterprise E-Commerce (TN)

By: V. Kasturi Rangan and Marie Bell
Keywords: Internet and the Web
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Rangan, V. Kasturi, and Marie Bell. "Comergent Technologies Inc.: Enterprise E-Commerce (TN)." Harvard Business School Teaching Note 507-087, June 2007.
  • March 2020 (Revised March 2016)
  • Teaching Note

SF Express: From Delivery to E-Commerce

By: Feng Zhu
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Zhu, Feng. "SF Express: From Delivery to E-Commerce." Harvard Business School Teaching Note 616-018, March 2020. (Revised March 2016.)
  • 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.
  • 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; Apparel and Accessories 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 1999
  • Article

Keeping Score: Accounting and Issues and e-Commerce

By: David F. Hawkins
Keywords: Internet and the Web; Accounting
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Hawkins, David F. "Keeping Score: Accounting and Issues and e-Commerce." Accounting Bulletin, no. 80 (April 1999).
  • 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; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products 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.)
  • Forthcoming
  • Book

Add to Cart: A History of E-Commerce

By: Kwelina Thompson, Louis Hyman, Ivy Lau and Usman Ahmed
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Thompson, Kwelina, Louis Hyman, Ivy Lau, and Usman Ahmed. Add to Cart: A History of E-Commerce. MIT Press, forthcoming.
  • May 2021 (Revised February 2024)
  • Teaching Note

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

By: Ayelet Israeli and Jill Avery
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; 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; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
  • November 2018
  • Supplement

The Global Challenge to Become Profitable in E-Commerce

By: Thales S. Teixeira, Donald Ngwe, Leandro A Guissoni and Samy Dana
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Teixeira, Thales S., Donald Ngwe, Leandro A Guissoni, and Samy Dana. "The Global Challenge to Become Profitable in E-Commerce." Harvard Business School Multimedia/Video Supplement 519-702, November 2018.
  • 2001
  • Chapter

E-Commerce in the Textile and Apparel Industries

By: Janice H. Hammond and Kristin M Kohler
Keywords: Business Ventures; Web Sites; Apparel and Accessories Industry
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Hammond, Janice H., and Kristin M Kohler. "E-Commerce in the Textile and Apparel Industries." In Tracking a Transformation: E-commerce and the Terms of Competition in Industries, edited by Berkeley, The BRIE-IGCC Economy Project. Brookings Institution Press, 2001.
  • January 2021
  • Supplement

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

By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details
Keywords: Data Analysis; Data Analytics; CPG; Consumer Packaged Goods (CPG); Online Channel; Retail; Retail Analytics; Retailing Industry; Data; Data Sharing; Ecommerce; Assortment Optimization; Assortment Planning; Analytics and Data Science; Retention; Retail Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Spreadsheet Supplement 521-713, January 2021.
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