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  • December 2024
  • Article

Public Attitudes on Performance for Algorithmic and Human Decision-Makers

By: Kirk Bansak and Elisabeth Paulson
This study explores public preferences for algorithmic and human decision-makers (DMs) in high-stakes contexts, how these preferences are shaped by performance metrics, and whether public evaluations of performance differ depending on the type of DM. Leveraging a... View Details
Keywords: Public Opinion; Prejudice and Bias; Decision Making
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Bansak, Kirk, and Elisabeth Paulson. "Public Attitudes on Performance for Algorithmic and Human Decision-Makers." PNAS Nexus 3, no. 12 (December 2024).
  • 2020
  • Working Paper

Social Interactions in Pandemics: Fear, Altruism, and Reciprocity

By: Laura Alfaro, Ester Faia, Nora Lamersdorf and Farzad Saidi
In SIR models, homogeneous or with a network structure, infection rates are assumed to be exogenous. However, individuals adjust their behavior. Using daily data for 89 cities worldwide, we document that mobility falls in response to fear, as approximated by Google... View Details
Keywords: Social Interactions; Pandemics; Mobility; Cities; SIR Networks; Social Preferences; Social Planner; Targeted Policies; Health Pandemics; Interpersonal Communication; Behavior; Policy
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Alfaro, Laura, Ester Faia, Nora Lamersdorf, and Farzad Saidi. "Social Interactions in Pandemics: Fear, Altruism, and Reciprocity." NBER Working Paper Series, No. 27134, May 2020.
  • October 1990 (Revised July 1991)
  • Case

Zenith: Marketing Research for High Definition Television (HDTV)

Managers at Zenith must decide what marketing research, if any, needs to be done now in order to assess market potential and consumer preference for a technological innovation, high definition television (HDTV) that is yet to be introduced. The case describes various... View Details
Keywords: Technological Innovation; Research; Marketing; Television Entertainment; Electronics Industry
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Sultan, Fareena. "Zenith: Marketing Research for High Definition Television (HDTV)." Harvard Business School Case 591-025, October 1990. (Revised July 1991.)
  • 2009
  • Working Paper

Corrigendum to 'Resource-Monotonicity for House Allocation Problems'

By: Bettina-Elisabeth Klaus and Lars Ehlers

Ehlers and Klaus (2003) study so-called house allocation problems and claim to characterize all rules satisfying efficiency, independence of irrelevant objects, and resource-monotonicity on two preference domains (Ehlers and Klaus, 2003, Theorem 1).... View Details

Keywords: Equality and Inequality; Resource Allocation
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Klaus, Bettina-Elisabeth, and Lars Ehlers. "Corrigendum to 'Resource-Monotonicity for House Allocation Problems'." Harvard Business School Working Paper, No. 09-110, March 2009.
  • July 2025
  • Module Note

Supply and Demand for Strategists

By: Quan Le, Quan Le and Quan Le
This module note introduces students to the foundational microeconomic principles of supply and demand. It uses the example of an aluminum plant (specifically, production quantity and shutdown decisions) to discuss short-run vs. long-run decisions, marginal costs, sunk... View Details
Keywords: Business Exit or Shutdown; Business or Company Management; Business Strategy; Competition; Competitive Advantage; Cost of Capital; Cost vs Benefits; Decision Making; Decisions; Demand and Consumers; Economics; Economic Systems; For-Profit Firms; Market Entry and Exit; Market Participation; Markets; Metals and Minerals; Microeconomics; Price; Revenue; Strategy; Supply and Industry; Manufacturing Industry
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Le, Quan. "Supply and Demand for Strategists." Harvard Business School Module Note 726-352, July 2025.
  • 2008
  • Working Paper

Variance-Seeking for Positive (and Variance-Aversion for Negative) Experiences: Risk-Seeking in the Domain of Gains?

By: Jolie Mae Martin, Gregory M. Barron and Michael I. Norton
In contrast to research which has conflated losses with negative experiences and gains with positive experiences, we argue that because reference points are set by memories of extremely good and bad experiences, most outcomes are seen as losses in positive domains and... View Details
Keywords: Change; Experience and Expertise; Marketing; Research; Risk and Uncertainty; Loss; Perspective
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Martin, Jolie Mae, Gregory M. Barron, and Michael I. Norton. "Variance-Seeking for Positive (and Variance-Aversion for Negative) Experiences: Risk-Seeking in the Domain of Gains?" Harvard Business School Working Paper, No. 08-070, February 2008.
  • May 2017 (Revised March 2018)
  • Case

Predicting Consumer Tastes with Big Data at Gap

By: Ayelet Israeli and Jill Avery
CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
Keywords: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Retail Industry; United States; Canada; North America
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Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
  • 2022
  • Working Paper

Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points

By: Pol Campos-Mercade, Lorenz Goette, Thomas Graeber, Alex Kellogg and Charles Sprenger
Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines heterogeneity in gain-loss attitudes, and explores its implications for identifying models of the reference point. In two experimental settings we measure gain-loss... View Details
Keywords: Reference-dependent Preferences; Rational Expectations; Personal Equilibrium; Endowment Effect; Expectations-based Reference Points
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Campos-Mercade, Pol, Lorenz Goette, Thomas Graeber, Alex Kellogg, and Charles Sprenger. "Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points." Working Paper, August 2022.
  • January 2019
  • Case

First Aid Beauty

By: Karen Mills and Annie Dang
In 2008, Lilli Gordon, an experienced financial and skincare entrepreneur, founded First Aid Beauty (FAB). She had discovered a white space in the prestige beauty market: high-end skin solutions that were suitable for sensitive skin. After initial success through... View Details
Keywords: Prestige Beauty; Skincare; Preferred Shares; Common Stock; Entrepreneurship; Venture Capital; Private Equity; Decision Choices and Conditions; Beauty and Cosmetics Industry
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Mills, Karen, and Annie Dang. "First Aid Beauty." Harvard Business School Case 319-082, January 2019.
  • 2011
  • Working Paper

The Cost of Capital for Alternative Investments

By: Jakub W. Jurek and Erik Stafford
This paper studies the cost of capital for alternative investments. We document that the risk profile of the aggregate hedge fund universe can be accurately matched by a simple index put option writing strategy that offers monthly liquidity and complete transparency... View Details
Keywords: Cost of Capital; Financial Liquidity; Investment; Investment Return; Mathematical Methods; Risk and Uncertainty
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Jurek, Jakub W., and Erik Stafford. "The Cost of Capital for Alternative Investments." Harvard Business School Working Paper, No. 12-013, September 2011. (NBER Working Paper Series, No. 19643, November 2013.)
  • July 18, 2025
  • Article

Using Gen AI for Early-Stage Market Research

By: James Brand, Ayelet Israeli and Donald Ngwe
Generative AI, particularly large language models (LLMs), offers a promising new tool for early-stage market research by simulating customer responses to product concepts. This can allow companies to draw conclusions similar to those they’d obtain by survey customers... View Details
Keywords: Large Language Models; Large Language Model; Generative Ai; Artificial Intelligence; Market Research; Research; Marketing; AI and Machine Learning; Analytics and Data Science; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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Brand, James, Ayelet Israeli, and Donald Ngwe. "Using Gen AI for Early-Stage Market Research." Harvard Business Review (website) (July 18, 2025).
  • 12 Oct 1999
  • Research & Ideas

Paid for Success: Options for Compensating CEOs

research shows that the relationship between CEO fortunes and the fortunes of the companies they manage is quite strong," says Hall, who has been working on this topic for nearly four years. Along with Kennedy School of Government... View Details
Keywords: by Judith A. Ross
  • 06 Mar 2006
  • Research & Ideas

Four Strategies for Making Concessions

wage increase. The union was asking for a 4 percent increase, while management wanted to raise salaries by only 1 percent. The executive considered the situation. During past negotiations, weeks were lost as each side jockeyed View Details
Keywords: by Deepak Malhotra
  • 2016
  • Working Paper

Capital Requirements, Risk Choice, and Liquidity Provision in a Business Cycle Model

By: Juliane Begenau
This paper develops a quantitative dynamic general equilibrium model in which households' preferences for safe and liquid assets constitute a violation of Modigliani and Miller. I show that the scarcity of these coveted assets created by increased bank capital... View Details
Keywords: Capital Requirement; Bank Regulation; Demand For Safe Assets; Business Cycles; Bank Lending; Risk Management; Financial Liquidity; Financing and Loans; Capital; Banks and Banking
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Begenau, Juliane. "Capital Requirements, Risk Choice, and Liquidity Provision in a Business Cycle Model." Working Paper. (Revised September 2016.)
  • September 2021 (Revised December 2021)
  • Case

STARZPLAY: Shooting for the Stars

By: Elie Ofek, Marco Bertini and Alpana Thapar
In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and... View Details
Keywords: Pricing; Growth; Profitability; Subscription Business; Business Model Innovation; Fintech; Subscription; Performance Measurement; Promotions; International Marketing; Streaming; Competition; Marketing; Price; Strategy; Entrepreneurship; Performance; Measurement and Metrics; Business Model; Media and Broadcasting Industry; Middle East; North Africa
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Ofek, Elie, Marco Bertini, and Alpana Thapar. "STARZPLAY: Shooting for the Stars." Harvard Business School Case 522-005, September 2021. (Revised December 2021.)
  • January 1989 (Revised July 1991)
  • Case

Bank for International Development, Software Case

By: W. Carl Kester and Timothy A. Luehrman
A hypothetical case in which an assistant treasurer of a supranational bank is asked to determine in which currencies it has been cheaper ex post to borrow. An integral part of the case is a Lotus 1-2-3 worksheet containing monthly data on yen and dollar interest... View Details
Keywords: Decisions; Interest Rates; International Finance; Relationships; Currency; Management Analysis, Tools, and Techniques; Analytics and Data Science; Inflation and Deflation
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Kester, W. Carl, and Timothy A. Luehrman. "Bank for International Development, Software Case." Harvard Business School Case 289-034, January 1989. (Revised July 1991.)
  • September–October 2012
  • Article

One-Switch Conditions for Multiattribute Utility Functions

By: Ali E. Abbas and David E. Bell
We introduce a variety of new independence conditions for multiattribute utility functions that permit preference dependencies among the attributes of a decision problem. The hierarchy of new conditions varies in the degree to which it specifies the functional form,... View Details
Keywords: One-switch; Utility Independence; Risk Aversion; Multiattribute Utility; Decision Making
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Abbas, Ali E., and David E. Bell. "One-Switch Conditions for Multiattribute Utility Functions." Operations Research 60, no. 5 (September–October 2012): 1199–1212.
  • October 2024 (Revised February 2025)
  • Case

Lanco Medical Group: Fostering Happiness for Growth

By: Susanna Gallani, Jenyfeer Martínez Buitrago and Katherine Sonnefeldt
This case describes how Lanco Medical Group, a fast-growing pharmaceutical distributor serving Latin America, approached the design of their employee benefits and incentives program. After learning about gaps between what leadership believed motivated employees and... View Details
Keywords: Fairness; Compensation and Benefits; Retention; Growth Management; Motivation and Incentives; Expansion; Pharmaceutical Industry; Latin America
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Gallani, Susanna, Jenyfeer Martínez Buitrago, and Katherine Sonnefeldt. "Lanco Medical Group: Fostering Happiness for Growth." Harvard Business School Case 125-062, October 2024. (Revised February 2025.)
  • 2017
  • Working Paper

A Welfarist Role for Nonwelfarist Rules: An Example with Envy

By: Matthew Weinzierl
I propose and formalize an argument for why economists working in the welfarist normative tradition should include nonwelfarist principles in how they judge economic policy. The key idea behind this argument is that the world is too complex, and our ability to model it... View Details
Keywords: Ethics; Policy; Economics
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Weinzierl, Matthew. "A Welfarist Role for Nonwelfarist Rules: An Example with Envy." Harvard Business School Working Paper, No. 17-021, September 2016. (Revised July 2017.)
  • 10 Jan 2023
  • Op-Ed

Time to Move On? Career Advice for Entrepreneurs Preparing for the Next Stage

table for you? Maybe you spent the last decade in e-commerce and you’d like to try an adjacent area like marketing technology or retail? What type of people do you prefer to not work with? View Details
Keywords: by Julia Austin
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