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  • All HBS Web  (1,619)
    • People  (3)
    • News  (449)
    • Research  (503)
    • Events  (7)
    • Multimedia  (32)
  • Faculty Publications  (152)
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  • 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.)
  • April 2025
  • Article

Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile

By: Shunyuan Zhang, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar and Xupin Zhang
Non-informational cues, such as facial expressions, can significantly influence judgments and interpersonal impressions. While past research has explored how smiling affects business outcomes in offline or in-store contexts, relatively less is known about how smiling... View Details
Keywords: Sharing Economy; Airbnb; Image Feature Extraction; Machine Learning; Facial Expressions; Prejudice and Bias; Nonverbal Communication; E-commerce; Consumer Behavior; Perception
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Zhang, Shunyuan, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar, and Xupin Zhang. "Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile." Journal of Consumer Research 51, no. 6 (April 2025): 1073–1097.
  • October 2021 (Revised June 2022)
  • Case

PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

By: Ayelet Israeli
PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; AI; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
  • 25 Jul 2011
  • Research & Ideas

How Disruptive Innovation is Remaking the University

competition, but because they are are cheaper and easier to use. In The Innovative University, Christensen and Henry J. Eyring take the idea of disruptive innovation to the field of higher education, where new online institutions and... View Details
Keywords: by Clayton M. Christensen & Henry J. Eyring; Education
  • November 1999 (Revised March 2003)
  • Case

Webvan: Groceries on the Internet

By: John A. Deighton and Kayla Bakshi
What are the prospects for grocery shopping on the Web? This case invites a comparison of seven business models, with particular emphasis on Webvan. Why does the investment community value Webvan at $7.8 billion after less than six months of operating experience, and... View Details
Keywords: Business Model; Experience and Expertise; Investment; Information; Marketing; Distribution Channels; Service Delivery; Cognition and Thinking; Internet and the Web; Retail Industry; Service Industry
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Deighton, John A., and Kayla Bakshi. "Webvan: Groceries on the Internet." Harvard Business School Case 500-052, November 1999. (Revised March 2003.)
  • November 2024 (Revised January 2025)
  • Case

MiDAS: Automating Unemployment Benefits

By: Shikhar Ghosh and Shweta Bagai
In 2015, the state of Michigan considered whether to nominate its Michigan Integrated Data Automated System (MiDAS) for a prestigious state technology award. Launched in 2013 amid severe budget pressures, the $47 million automated fraud detection system was designed to... View Details
Keywords: Artificial Intelligence; AI; Machine Learning Models; Algorithmic Data; Automation; Benefits; Compensation; Cost Reduction; Government; Fraud; Government Technology; Public Sector; Systems; Systems Integration; Unemployment Insurance; Waste Heat Recovery; AI and Machine Learning; Government Administration; Insurance; Decision Making; Digital Transformation; Employment; Public Administration Industry; United States; Michigan
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Ghosh, Shikhar, and Shweta Bagai. "MiDAS: Automating Unemployment Benefits." Harvard Business School Case 825-100, November 2024. (Revised January 2025.)
  • 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.)
  • 07 Aug 2009
  • What Do You Think?

Why Can’t Americans Get Health Care Right?

anything, can we learn from solutions implemented by other countries? For example, should Americans have a public option? What else? What do you think? To read more: N. Gregory Mankiw, "The Pitfalls of the Public Option," The... View Details
Keywords: by Jim Heskett; Health
  • September 2019 (Revised June 2020)
  • Case

2U: Higher Education Rewired

By: Yael Grushka-Cockayne and Karim R. Lakhani
In its 2019 Partner Symposium, 2U, an online program management provider (OPM), showcased its new vision: “Career. Curriculum. Continuum. A construct for lifelong learning in the 21st century.” 2U, founded in 2008 and went public in 2014, was looking to expand beyond... View Details
Keywords: Digital Innovation; Architectural Innovation; Make V. Buy; Learning; Higher Education; Internet and the Web; Innovation Strategy; Transformation; Digital Transformation
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Grushka-Cockayne, Yael, and Karim R. Lakhani. "2U: Higher Education Rewired." Harvard Business School Case 620-044, September 2019. (Revised June 2020.)
  • 28 Nov 2018
  • HBS Case

On Target: Rethinking the Retail Website

data about its online customers—products purchased, browsing habits, items abandoned in shopping carts—yet it wasn’t fully leveraging all that information. The company began to see this huge pile of e-commerce data as the... View Details
Keywords: by Dina Gerdeman; Retail
  • Research Summary

Overview

By: Isamar Troncoso
Professor Troncoso's research explores problems related to digital marketplaces and AI applications in marketing, and combines toolkits from econometrics, causal inference, and machine learning. She has studied how different platform design choices can lead to... View Details
  • 2016
  • Working Paper

Reviews, Reputation, and Revenue: The Case of Yelp.com

By: Michael Luca
Do online consumer reviews affect restaurant demand? I investigate this question using a novel dataset combining reviews from the website Yelp.com and restaurant data from the Washington State Department of Revenue. Because Yelp prominently displays a restaurant's... View Details
Keywords: Revenue; Network Effects; Reputation; Social and Collaborative Networks; Food and Beverage Industry; Service Industry; Washington (state, US)
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Luca, Michael. "Reviews, Reputation, and Revenue: The Case of Yelp.com." Harvard Business School Working Paper, No. 12-016, September 2011. (Revised March 2016.)
  • September 2022 (Revised November 2022)
  • Teaching Note

PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

By: Ayelet Israeli
Teaching Note for HBS Case No. 522-046. View Details
Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Teaching Note 523-020, September 2022. (Revised November 2022.)
  • 12 Mar 2015
  • Working Paper Summaries

What Courses Should Law Students Take? Harvard’s Largest Employers Weigh In

Keywords: by John C. Coates, Jesse M. Fried & Kathryn E. Spier; Legal Services; Education
  • January – February 2011
  • Article

'Bricks and Clicks': The Impact of Product Returns on the Strategies of Multichannel Retailers

By: Elie Ofek, Zsolt Katona and Miklos Sarvary
The Internet has increased the flexibility of retailers, allowing them to operate an online arm in addition to their physical stores. The online channel offers potential benefits in selling to customer segments that value the convenience of online shopping, but it also... View Details
Keywords: Price; Profit; Marketing Channels; Consumer Behavior; Online Technology; Retail Industry
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Ofek, Elie, Zsolt Katona, and Miklos Sarvary. "'Bricks and Clicks': The Impact of Product Returns on the Strategies of Multichannel Retailers." Marketing Science 30, no. 1 (January–February 2011).
  • 13 May 2022
  • Research & Ideas

Company Reviews on Glassdoor: Petty Complaints or Signs of Potential Misconduct?

upstream indicators of culture gone sour, they scraped employee reviews from Glassdoor.com, a website where employees can leave subjective anonymous reviews about their employer. Harnessing machine learning to analyze text, they found... View Details
Keywords: by Michael Blanding; Technology
  • 20 Nov 2017
  • Research & Ideas

How Independent Bookstores Have Thrived in Spite of Amazon.com

Click HereIndependent bookstores provide a story of hope by focusing on core values that include community, curation, and convening. (Video by Amelia Kunhardt) When Amazon.com burst onto the nascent online retail scene in 1995, the future... View Details
Keywords: by Carmen Nobel (with video by Amelia Kunhardt); Retail
  • January 2014
  • Case

Social Strategy at Cisco Systems

By: Mikolaj Jan Piskorski, Daniel Malter and Aaron Smith
In April 2013, Jeanne Beliveau-Dunn, vice president and general manager for Learning@Cisco Systems, was planning the future of the Cisco Learning Network, an online platform hosted at Cisco.com. Since its launch in 2008, the Cisco Learning Network provided content to... View Details
Keywords: Networks; Digital Platforms; Internet and the Web; Competency and Skills; Learning; Web Services Industry
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Piskorski, Mikolaj Jan, Daniel Malter, and Aaron Smith. "Social Strategy at Cisco Systems." Harvard Business School Case 714-475, January 2014.
  • 18 Sep 2017
  • Research & Ideas

'Likes' Lead to Nothing—and Other Hard-Learned Lessons of Social Media Marketing

TV, but was amplified by exposure on YouTube and other social media. Click to watch. As marketers have experimented, what have they learned about what works on social? We sat down with four marketing experts on the Harvard Business School... View Details
Keywords: by Dina Gerdeman; Advertising; Technology
  • October 2023 (Revised January 2024)
  • Case

SEK: Reimagining Spanish Higher Education at Universidad Camilo José Cela (UCJC)

By: John J-H Kim, Mary C. Sauer and Emilie Billaud
In 2023, Nieves Segovia, President of the SEK Education Group in Spain, contemplates the future of her family's for-profit education company, which includes K-12 schools and the newly established UCJC university. Renowned for its innovation in education, SEK faces... View Details
Keywords: Family Business; Curriculum and Courses; Higher Education; Teaching; Digital Strategy; Disruptive Innovation; Knowledge Dissemination; Leading Change; Growth and Development Strategy; Management Succession; Resource Allocation; Organizational Structure; Education Industry; Europe; Spain
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Kim, John J-H, Mary C. Sauer, and Emilie Billaud. "SEK: Reimagining Spanish Higher Education at Universidad Camilo José Cela (UCJC)." Harvard Business School Case 324-050, October 2023. (Revised January 2024.)
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