Publications

September 2023
Article

Judging Foreign Startups

By: Nataliya Langburd Wright, Rembrand Koning and Tarun Khanna

Can accelerators pick the most promising startup ideas no matter their provenance? Using unique data from a global accelerator where judges are randomly assigned to evaluate startups headquartered across the globe, we show that judges are less likely to recommend... View Details

Keywords: Entrepreneurship And Strategy; Global Strategy; Entrepreneurial Financing; Innovation; International; Entrepreneurship; Judgments; Business Startups; Geographic Location; Growth and Development Strategy

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2023
Article

On the Impact of Actionable Explanations on Social Segregation

By: Ruijiang Gao and Himabindu Lakkaraju

As predictive models seep into several real-world applications, it has become critical to ensure that individuals who are negatively impacted by the outcomes of these models are provided with a means for recourse. To this end, there has been a growing body of research... View Details

Keywords: Forecasting and Prediction; AI and Machine Learning; Outcome or Result

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August 2023 (Revised December 2023)
Case

Automating Morality: Ethics for Intelligent Machines

By: Joseph L. Badaracco Jr. and Tom Quinn

As autonomy became a more significant part of modern life – most notably in autonomous vehicles (AVs), such as Teslas – ethical debates about whether and how to impart ethics to machines heated up. Utilitarians pointed out that autonomous vehicles crashed much less... View Details

Keywords: Cost vs Benefits; Judgments; Fairness; Moral Sensibility; Values and Beliefs; Cross-Cultural and Cross-Border Issues; Disruptive Innovation; Technology Adoption; Risk and Uncertainty; Cognition and Thinking; Technological Innovation; Auto Industry; Technology Industry; Africa; Asia; Europe; North and Central America; Oceania; South America

August 2023 (Revised January 2024)
Supplement

Arla Foods: Data-Driven Decarbonization (A)

By: Michael Parzen, Michael W. Toffel, Amram Migdal and Susan Pinckney

Arla implemented a data-based price incentive system to measure, track, and influence climate friendly changes to reduce CO2 emissions across the world’s fourth largest dairy cooperative. View Details

Keywords: Dairy Industry; Business Earnings; Earnings Management; Environmental Accounting; Agribusiness; Animal-Based Agribusiness; Acquisition; Mergers and Acquisitions; Decision Making; Decisions; Voting; Environmental Management; Climate Change; Environmental Regulation; Environmental Sustainability; Green Technology; Pollution; Moral Sensibility; Values and Beliefs; Financial Strategy; Price; Profit; Revenue; Food; Geopolitical Units; Global Strategy; Ownership Type; Cooperative Ownership; Performance Efficiency; Performance Evaluation; Problems and Challenges; Natural Environment; Science-Based Business; Business Strategy; Commercialization; Cooperation; Corporate Strategy; Food and Beverage Industry; Agriculture and Agribusiness Industry; Europe; United Kingdom; European Union; Germany; Denmark; Sweden; Luxembourg; Belgium

August 2023 (Revised March 2024)
Case

Arla Foods: Data-Driven Decarbonization (A)

By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal

The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details

August 2023 (Revised January 2024)
Supplement

Arla Foods: Data-Driven Decarbonization (B)

By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal

The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details

August 2023
Case

Constellation Pharmaceuticals: Corporate Development at a Novel Therapeutic Company

By: Satish Tadikonda and Brad Prosek

Constellation Pharmaceuticals was a company focused on epigenetic therapies for cancer patients. Despite a promising start and an early deal with a leading biopharma company, the company weathered twin setbacks in the end of a major research collaboration and the... View Details

Keywords: Mergers and Acquisitions; Health Care and Treatment; Organizational Change and Adaptation; Research and Development; Business Strategy; Partners and Partnerships; Goals and Objectives; Pharmaceutical Industry; United States

August 2023
Case

Stay or Go? Sarah Reynolds at Kensington Partners

By: David G. Fubini, Amr Seifeldin and Patrick Sanguineti

Sarah Reynolds, a Partner at the global Kensington Partners strategy consulting firm, has headed the firm's Telecommunications Group for a few years. Thanks to her stellar track record with clients, she has brought the group, and herself, a range of accolades and... View Details

Keywords: Consulting; Consulting Firms; Client Service; Career Management; Success; Time Management; Decision Choices and Conditions; Personal Development and Career

August 2023 (Revised May 2024)
Case

Dicerna Pharmaceuticals: Decision Making in Clinical Trial Design and Operations

By: Satish Tadikonda and Amanda McEwen

The success or failure of Dicerna Pharmaceuticals (Dicerna) as an emerging pharmaceutical company would likely hinge on its lead drug candidate Nedosiran and the company’s ability to see it successfully through clinical development. Ralf Rosskamp, Chief Medical... View Details

Keywords: Business Strategy; Health Testing and Trials; Product Development; Governing Rules, Regulations, and Reforms; Pharmaceutical Industry

August 2023
Case

Kariyer.net: Recruiting AI

By: Shunyuan Zhang, Fares Khrais and Namrata Arora

In 2017, Fatih Uysal (AMP 2021) became CEO of Kariyer.net. By then, the business was already the industry leading online job board in Turkey. However, faced with stalling growth, a turbulent macroenvironment, and growing competition from international players, Uysal... View Details

August 2023
Case

The Ethical Tightrope: When to Disclose the AI Shortcut

By: David G. Fubini, William Fubini and Patrick Sanguineti

In this short vignette on ethics in consulting, John Child, a new Associate at a prestigious firm who is eager to impress, decides to use an AI tool to expedite his analysis and craft his presentation due to a short project timeframe. Feeling uneasy about his decision... View Details

Keywords: Ethics; Personal Development and Career; Decisions; Consulting Industry

August 2023 (Revised January 2025)
Case

The Gift Card Swap

By: David G. Fubini, William Fubini, Patrick Sanguineti and Amy Chambers

In this short vignette on ethics in consulting, Brenda Thompson, a new Associate at a prestigious consulting firm, learns that a fellow Associate is using the firm's meal expense benefits to pocket the difference between the maximum daily allowance and his actual... View Details

Keywords: Ethics; Decisions; Consulting Industry

2023
Working Paper

How People Use Statistics

By: Pedro Bordalo, John J. Conlon, Nicola Gennaioli, Spencer Yongwook Kwon and Andrei Shleifer

We document two new facts about the distributions of answers in famous statistical problems: they are i) multi-modal and ii) unstable with respect to irrelevant changes in the problem. We offer a model in which, when solving a problem, people represent each hypothesis... View Details

Keywords: Decision Choices and Conditions; Microeconomics; Mathematical Methods; Behavioral Finance

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August 2023 (Revised May 2024)
Case

Morphic Therapeutic: Making the Initial Pipeline Decisions

By: Satish Tadikonda and Ananya Zutshi

August 2023
Case

Reimagining Hindustan Unilever (A)

By: Sunil Gupta and Rachna Tahilyani

In the fall of 2019, the CEO and MD of Hindustan Unilever (HUL), India’s largest fast-moving consumer goods (FMCG) firm, is wondering what to do about their experiments to digitize distribution. Despite three years of intense efforts, their apps to empower retailers... View Details

Keywords: Experimentation; Digital Transformation; Digital Strategy; Leading Change; Distribution; Decisions; Organizational Change and Adaptation; Consumer Behavior; E-commerce; Competition; Performance; Business Strategy; Marketing; Transformation; Consumer Products Industry; Asia; India

August 2023
Supplement

Reimagining Hindustan Unilever (B)

By: Sunil Gupta and Rachna Tahilyani

In April 2023, as the CEO and MD of Hindustan Unilever (HUL), India’s largest fast-moving consumer goods (FMCG) firm, prepared to hand over the firm’s reins to his successor, he proudly reflected on the last decade. His quest to digitally transform HUL into an... View Details

Keywords: Experimentation; Digital Transformation; Digital Strategy; Leading Change; Organizational Change and Adaptation; Business Strategy; Marketing; Performance; Competition; E-commerce; Consumer Behavior; Transformation; Distribution; Decisions; Consumer Products Industry; Asia; India

2023
Article

Towards Bridging the Gaps between the Right to Explanation and the Right to Be Forgotten

By: Himabindu Lakkaraju, Satyapriya Krishna and Jiaqi Ma

The Right to Explanation and the Right to be Forgotten are two important principles outlined to regulate algorithmic decision making and data usage in real-world applications. While the right to explanation allows individuals to request an actionable explanation for an... View Details

Keywords: Analytics and Data Science; AI and Machine Learning; Decision Making; Governing Rules, Regulations, and Reforms

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2023
Working Paper

Algorithm Failures and Consumers' Response: Evidence from Zillow

By: Isamar Troncoso, Runshan Fu, Nikhil Malik and Davide Proserpio

In November 2021, Zillow announced the closure of its iBuyer business. Popular media largely attributed this to a failure of its proprietary forecasting algorithm. We study the response of consumers to Zillow’s iBuyer business closure. We show that after the iBuyer... View Details

Keywords: Algorithmic Pricing; Price; Forecasting and Prediction; Consumer Behavior; Real Estate Industry

SSRN

July 11, 2023
Article

How Reputation Does (and Does Not) Drive People to Punish Without Looking

By: Jillian J. Jordan and Nour S. Kteily

Punishing wrongdoers can confer reputational benefits, and people sometimes punish without careful consideration. But are these observations related? Does reputation drive people to people to “punish without looking”? And if so, is this because unquestioning... View Details

Keywords: Opposing Perspectives; Outrage Culture; Signaling; Ideology; Moralistic Punishment; Perspective; Behavior; Reputation; Decision Making