Publications

May 2018 (Revised February 2019)
Case

The Powers That Be (Internet Edition): Google, Apple, Facebook, Amazon, and Microsoft

By: Jeffrey F. Rayport, Julia Kelley and Nathaniel Schwalb

As of early 2018, five U.S. technology companies—Google, Apple, Facebook, Amazon, and Microsoft—were among the largest companies in the world. Similarly, three Chinese technology firms—Baidu, Alibaba, and Tencent, or BAT—had emerged as global players due in part to the... View Details

Keywords: Internet and the Web; Business Ventures; Customers; Analytics and Data Science; Safety; Corporate Strategy; Competitive Strategy; Technology Industry

May 2016 (Revised April 2018)
Case

Building the Digital Manufacturing Enterprise of the Future at Siemens

By: Willy Shih

This case describes the motivation for and the development of Siemens' digital manufacturing enterprise vision, which became the foundation for its implementation of Industrie 4.0. While the effort started with a purely defensive move by Anton Huber, head of the... View Details

Seth Neel is an Assistant Professor housed in the Department of Technology and Operations Management (TOM) at HBS, and a Faculty Affiliate in Computer Science at SEAS. He is Principal Investigator of the Trustworthy AI Lab in Harvard's new View Details

21 Apr 2023
Research & Ideas

The $15 Billion Question: Have Loot Boxes Turned Video Gaming into Gambling?

and Andrey Simonov, associate professor at Columbia Business School, analyzes the loot box business using data from millions of players. Loot boxes generate $15 billion a year revenue for gaming companies. But 90 percent of that money... View Details

Keywords: by Scott Van Voorhis; Video Game; Media & Broadcasting

December 2009
Article

Who Owns Metrics?: Building a Bill of Rights for Online Advertisers

By: Benjamin Edelman

I offer five rights to protect advertisers from increasingly powerful ad networks-avoiding fraudulent charges for services not rendered, guaranteeing data portability so advertisers get the best possible value, and assuring price transparency so advertisers know what... View Details

Keywords: Online Advertising; Crime and Corruption; Price; Measurement and Metrics; Technology Networks; Value; Advertising Industry

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18 Jan 2022
Research & Ideas

How Eliminating Non-Competes Could Reshape Tech

states doing nothing, even when research shows non-competes might impair innovation?" Second, larger technology firms may have another reason to consolidate. Technology firms use non-competes to protect intellectual property. If employees... View Details

Keywords: by Kristen Senz; Technology

June 2013
Article

What Is Privacy Worth?

By: Alessandro Acquisti, Leslie K. John and George Loewenstein

Understanding the value that individuals assign to the protection of their personal data is of great importance for business, law, and public policy. We use a field experiment informed by behavioral economics and decision research to investigate individual privacy... View Details

Keywords: Safety; Rights; Valuation; Ethics; Identity

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Dominic Russel is a doctoral student in the Business Economics program. His current research interests are in financial economics, public economics, and the economics of social networks. He has previously worked as a financial analyst at the Consumer Financial... View Details

Eliminating unintended bias in personalized policies using Bias Eliminating Adapted Trees (BEAT) - PNAS

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those... View Details

October 2022 (Revised December 2022)
Case

SMART: AI and Machine Learning for Wildlife Conservation

By: Brian Trelstad and Bonnie Yining Cao

Spatial Monitoring and Reporting Tool (SMART), a set of software and analytical tools designed for the purpose of wildlife conservation, had demonstrated significant improvements in patrol coverage, with some observed reductions in poaching and contributing to wildlife... View Details

Keywords: Business and Government Relations; Emerging Markets; Technology Adoption; Strategy; Management; Ethics; Social Enterprise; AI and Machine Learning; Analytics and Data Science; Natural Environment; Technology Industry; Cambodia; United States; Africa

2023
Working Paper

Debiasing Treatment Effect Estimation for Privacy-Protected Data: A Model Auditing and Calibration Approach

By: Ta-Wei Huang and Eva Ascarza

Data-driven targeted interventions have become a powerful tool for organizations to optimize business outcomes by utilizing individual-level data from experiments. A key element of this process is the estimation of Conditional Average Treatment Effects (CATE), which... View Details

Keywords: Analytics and Data Science; Consumer Behavior; Marketing

December 1994
Case

CNW Corporation

The Blackstone Group, an LBO firm, is considering a $1.7 billion leveraged acquisition of CNW Corp., a railroad holding company. Information is provided concerning historic and protected results and the proposed financial structure of the entity. Data is presented... View Details

Keywords: Valuation; Capital Structure; Leveraged Buyouts

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Article

Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

By: Eva Ascarza and Ayelet Israeli

An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods

2017
Article

Refugees Misdirected: How Information, Misinformation and Rumors Shape Refugees’ Access to Fundamental Rights

By: Melissa Carlson, Laura Jakli and Katerina Linos

The global refugee regime represents one of the few generous commitments governments offer to outsiders. Indeed, few persons fleeing armed conflict actually claim international protection upon first arriving in Europe, even though the benefits of legal protection are... View Details

Keywords: Refugees; Knowledge Dissemination; Trust; Risk and Uncertainty; Rights; Europe