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  • All HBS Web  (162)
    • News  (35)
    • Research  (94)
  • Faculty Publications  (37)

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  • All HBS Web  (162)
    • News  (35)
    • Research  (94)
  • Faculty Publications  (37)
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  • 2017
  • Government Testimony

Passenger Right to Record—Petition for Rulemaking

By: Benjamin Edelman and Mike Borsetti
We ask DOT to affirm that passengers have the right to record what they lawfully see and hear on and around aircraft. We explain why such recordings are in the public interest, and we present the troubling experiences of passengers who have tried to record but have... View Details
Keywords: Aviation; Consumer Protection; Recording; Video; Audio; Privacy; Social Media; Air Transportation; Rights; Contracts; Air Transportation Industry
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Edelman, Benjamin, and Mike Borsetti. "Passenger Right to Record—Petition for Rulemaking." Government Testimony, U.S. Dept. of Transportation, Office of Aviation Enforcement and Proceedings, June 2017. (docket and public comments.)
  • 2023
  • Working Paper

The Customer Journey as a Source of Information

By: Nicolas Padilla, Eva Ascarza and Oded Netzer
In the face of heightened data privacy concerns and diminishing third-party data access, firms are placing increased emphasis on first-party data (1PD) for marketing decisions. However, in environments with infrequent purchases, reliance on past purchases 1PD... View Details
Keywords: Customer Journey; Privacy; Consumer Behavior; Analytics and Data Science; AI and Machine Learning; Customer Focus and Relationships
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Padilla, Nicolas, Eva Ascarza, and Oded Netzer. "The Customer Journey as a Source of Information." Harvard Business School Working Paper, No. 24-035, October 2023. (Revised October 2023.)
  • January 2021 (Revised May 2021)
  • Case

Amazon Shopper Panel: Paying Customers for Their Data

By: Eva Ascarza and Ayelet Israeli
This case introduces a new Amazon program that has consumers upload their receipts from transactions outside of Amazon, in exchange for money. Through the discussion, the case aims to explore issues in customers’ privacy in the digital age, the value of customers’ own... View Details
Keywords: Data Analytics; Data Privacy; Data Management; "Marketing Analytics"; Marketing Communication; Marketing Research; Data-driven Management; E-Commerce Strategy; Ethical Decision Making; CRM; Consumer Protection; Targeted Advertising; Targeted Policies; Data Ownership; Marketing; Research; Marketing Communications; Analytics and Data Science; Management; Customer Relationship Management; Ethics; E-commerce; Retail Industry; Technology Industry; United States
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Ascarza, Eva, and Ayelet Israeli. "Amazon Shopper Panel: Paying Customers for Their Data." Harvard Business School Case 521-058, January 2021. (Revised May 2021.)
  • 07 Jan 2002
  • What Do You Think?

Did Consumer Behavior Tracking Come of Age on September 11?

Summing Up September 11 was no "tipping point" for acceleration in the loss of privacy. That's the conclusion to be drawn from responses to this month's column. Rather the loss of privacy is a natural product of the information... View Details
Keywords: by James Heskett
  • 2025
  • Working Paper

Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach

By: Ta-Wei Huang and Eva Ascarza
As firms increasingly rely on customer data for personalization, concerns over privacy and regulatory compliance have grown. Local Differential Privacy (LDP) offers strong individual-level protection by injecting noise into data before collection. While... View Details
Keywords: Targeted Intervention; Conditional Average Treatment Effect Estimation; Differential Privacy; Honest Estimation; Post-processing; Analytics and Data Science; Consumer Behavior; Marketing
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Huang, Ta-Wei, and Eva Ascarza. "Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach." Harvard Business School Working Paper, No. 24-034, December 2023. (Revised March 2025.)
  • January 1995 (Revised November 1996)
  • Case

Avalon Information Services, Inc.

By: Lynn S. Paine and Wilda White
The Privacy Review Committee of Avalon Information Services must decide how to deal with concerns voiced by its retail supermarket customers about the privacy of consumer data collected through Avalon's point-of-sale data collection program. One customer is proposing... View Details
Keywords: Mission and Purpose; Safety; Demand and Consumers; Rights; Analytics and Data Science; Information Technology; Ethics; Information Industry
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Paine, Lynn S., and Wilda White. "Avalon Information Services, Inc." Harvard Business School Case 395-036, January 1995. (Revised November 1996.)
  • February 2024
  • Module Note

Data-Driven Marketing in Retail Markets

By: Ayelet Israeli
This note describes an eight-class sessions module on data-driven marketing in retail markets. The module aims to familiarize students with core concepts of data-driven marketing in retail, including exploring the opportunities and challenges, adopting best practices,... View Details
Keywords: Data; Data Analytics; Retail; Retail Analytics; Data Science; Business Analytics; "Marketing Analytics"; Omnichannel; Omnichannel Retailing; Omnichannel Retail; DTC; Direct To Consumer Marketing; Ethical Decision Making; Algorithmic Bias; Privacy; A/B Testing; Descriptive Analytics; Prescriptive Analytics; Predictive Analytics; Analytics and Data Science; E-commerce; Marketing Channels; Demand and Consumers; Marketing Strategy; Retail Industry
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Israeli, Ayelet. "Data-Driven Marketing in Retail Markets." Harvard Business School Module Note 524-062, February 2024.
  • 25 Aug 2003
  • Research & Ideas

Should You Sell Your Digital Privacy?

It's a startling idea: Instead of relying on regulators to protect our privacy against telemarketers, data miners, and consumer companies, we should capitalize on the value of our personal information and... View Details
Keywords: by Manda Salls & Sean Silverthorne; Advertising
  • Research Summary

Current Research

By: Leslie K. John

Professor John is a behavioral scientist who uses both laboratory and field experiments to investigate questions that are at the intersection of marketing, organizational behavior, and public policy.

Professor John’s work has been published in leading... View Details

  • 21 Jan 2014
  • First Look

First Look: January 21

Hervas-Drane Abstract—We analyze the implications of consumer privacy for competition in the marketplace. We consider a market where firms set prices and disclosure levels for View Details
Keywords: Sean Silverthorne
  • Article

Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness

By: Tami Kim, Kate Barasz and Leslie K. John
Given the increasingly specific ways marketers can target ads, many consumers and regulators are demanding ad transparency: disclosure of how consumers’ personal information was used to generate ads. We investigate how and why ad transparency impacts ad effectiveness.... View Details
Keywords: Digital Marketing; Customization and Personalization; Information; Trust; Performance Effectiveness
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Kim, Tami, Kate Barasz, and Leslie K. John. "Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness." Journal of Consumer Research 45, no. 5 (February 2019): 906–932.
  • June 29, 2022
  • Other Article

Strategic Complexity? Using Experiments to Understand and Overcome Obfuscation

By: Michael Luca, Ginger Zhe Jin and Daniel Martin
Credit card companies must decide what product features to disclose to consumers, such as payment schedules, penalties, and fees--and also whether to present them clearly or bury them in the fine print. Firms face similar choices in settings ranging from privacy... View Details
Keywords: Obfuscation; Credit Cards; Strategic Incentives; Complexity; Agreements and Arrangements; Customers; Consumer Behavior; Financial Services Industry
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Luca, Michael, Ginger Zhe Jin, and Daniel Martin. "Strategic Complexity? Using Experiments to Understand and Overcome Obfuscation." Management Science Review (June 29, 2022). (Summary of "Complex Disclosure," Management Science, May 2022.)
  • January–February 2018
  • Article

Ads That Don't Overstep: How to Make Sure You Don't Take Personalization Too Far

By: Leslie John, Tami Kim and Kate Barasz
Data gathered on the web has vastly enhanced the capabilities of marketers. With people regularly sharing personal details online and internet cookies tracking every click, companies can now gain unprecedented insight into individual consumers and target them with... View Details
Keywords: Digital Marketing; Customization and Personalization; Information; Customers; Attitudes
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John, Leslie, Tami Kim, and Kate Barasz. "Ads That Don't Overstep: How to Make Sure You Don't Take Personalization Too Far." Harvard Business Review 96, no. 1 (January–February 2018): 62–69.
  • December 2023 (Revised August 2024)
  • Case

Monsters in the Machine? Tackling the Challenge of Responsible AI

By: Paul M. Healy and Debora L. Spar
In November of 2022, the small tech company OpenAI released ChatGPT, an artificial intelligence chatbot which quickly captured the public’s imagination—becoming the world’s fastest-growing consumer application within months of its release. Though observers from across... View Details
Keywords: Technological Innovation; AI and Machine Learning; Ethics; Governing Rules, Regulations, and Reforms; Technology Adoption; Corporate Social Responsibility and Impact; Technology Industry; United States; European Union; China
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Healy, Paul M., and Debora L. Spar. "Monsters in the Machine? Tackling the Challenge of Responsible AI." Harvard Business School Case 324-062, December 2023. (Revised August 2024.)
  • 23 Apr 2013
  • First Look

First Look: April 23

implement principles of open and distributed innovation.   Working Papers Competing with Privacy By: Casadesus-Masanell, Ramon, and Andres Hervas-Drane Abstract—We analyze the implications of consumer View Details
Keywords: Sean Silverthorne
  • Teaching Interest

Overview

By: John A. Deighton
I teach about the ecosystem of big data, the role of data in advertising and creative industries, and customer management and personal privacy in an era of individual addressability. View Details
Keywords: Digital Marketing; Database Marketing; Social Media; Data Analytics; Information; Advertising; Marketing; Media; Technology; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry
  • November 2004
  • Case

The Electronic Product Code: Future Impact on the Global Food System

By: Ray A. Goldberg and James Weber
The Electronic Product Code (EPC) is a successor to the Uniform Product Code and will improve the efficiency and traceability of the global food system. This case focuses on how best to implement this new system and respect the privacy of the ultimate consumer, and the... View Details
Keywords: Information; Rights; Ethics; Consumer Behavior; Management Systems; Technology Adoption; Innovation and Invention; Food and Beverage Industry
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Goldberg, Ray A., and James Weber. "The Electronic Product Code: Future Impact on the Global Food System." Harvard Business School Case 905-409, November 2004.
  • December 1994 (Revised May 1999)
  • Case

3M Optical Systems: Managing Corporate Entrepreneurship

By: Christopher A. Bartlett and Afroze A Mohammed
A middle-level division manager must decide whether he should support an investment request for a third attempt at launching a new product developed by a struggling business unit. Describes the long, difficult process by which the unit has developed the product--a... View Details
Keywords: Managerial Roles; Decision Choices and Conditions; Corporate Entrepreneurship; Product Launch; Problems and Challenges; Product Development; Consumer Products Industry
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Bartlett, Christopher A., and Afroze A Mohammed. "3M Optical Systems: Managing Corporate Entrepreneurship." Harvard Business School Case 395-017, December 1994. (Revised May 1999.)
  • 28 Jul 2009
  • First Look

First Look: July 28

  Working PapersNone this week   PublicationsAdverse Selection in Online 'Trust' Certifications Author:Benjamin Edelman Publication:Proceedings of ICEC'09 (forthcoming). ACM International Conference Proceeding Series Abstract Widely used online "trust"... View Details
Keywords: Martha Lagace
  • April 2021 (Revised March 2024)
  • Case

Social Media War 2021: Snap vs. Facebook vs. TikTok

By: David B. Yoffie and Daniel Fisher
This case explores the competitive war between Snap, Facebook, and TikTok in 2021. The strategic focus is on Snapchat: how should it respond to the emergence of TikTok, and how should it compete with the dominant competitor in its space—Facebook. The case examines... View Details
Keywords: Strategy Development; Competitor Analysis; Strategy; Network Effects; Competitive Strategy; Decision Choices and Conditions; Social Media
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Yoffie, David B., and Daniel Fisher. "Social Media War 2021: Snap vs. Facebook vs. TikTok." Harvard Business School Case 721-443, April 2021. (Revised March 2024.)
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