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  • All HBS Web  (2,711)
    • People  (4)
    • News  (244)
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  • July 2017
  • Article

The Impact of 'Display-Set' Options on Decision-Making

By: Uma R. Karmarkar
The way a choice set is constructed can have a significant influence on how individuals perceive and evaluate their options and make decisions between them. Here, I examine whether a “display set” of visible but unavailable options can exert these same types of... View Details
Keywords: Decision Making Process; Heuristics; Similarity; Categorization; Marketing Insight; Marketing; Choice; Choice Architecture; Choice Sets; Display; Retail; Consumer Behavior; Decision Choices and Conditions; Decisions; Decision Making; Retail Industry; Consumer Products Industry
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Karmarkar, Uma R. "The Impact of 'Display-Set' Options on Decision-Making." Journal of Behavioral Decision Making 30, no. 3 (July 2017): 744–753.
  • 1996
  • Article

A Segment-Level Model of Category Volume and Brand Choice

By: William R. Dillon and Sunil Gupta
Keywords: Brands and Branding; Decision Choices and Conditions; Segmentation; Volume
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Dillon, William R., and Sunil Gupta. "A Segment-Level Model of Category Volume and Brand Choice." Marketing Science 15, no. 1 (1996): 38–59.
  • October 2017 (Revised September 2022)
  • Teaching Note

Fuyao Glass America: Sourcing Decision

By: Willy Shih
This case is about globalization: a Chinese company has decided to locate a production facility close to its customers in the U.S., but a recent contract bid means it will lose money, at least initially, by supplying product from that factory. The purpose of this case... View Details
Keywords: Supply Chains; Labor Market; Labor Supply; Arbitrage; Tradable Sector; Supply Chain Management; Supply Chain; Labor; Globalization; Globalized Markets and Industries; Geographic Location; Auto Industry; United States; China
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Shih, Willy. "Fuyao Glass America: Sourcing Decision." Harvard Business School Teaching Note 618-032, October 2017. (Revised September 2022.)
  • February 2001 (Revised April 2001)
  • Case

Merrill Lynch: Integrated Choice (Abridged)

By: F. Warren McFarlan and James Weber
Merrill Lynch, a full-service brokerage firm with $1.5 trillion in client assets, is under attack from both discount and electronic brokerage firms. It responds with Integrated Choice, a suite of products designed to capture clients, from the do-it-yourself investor... View Details
Keywords: Investment Banking; Marketing Strategy; Distribution Channels; Organizational Change and Adaptation; Risk and Uncertainty; Financial Services Industry
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McFarlan, F. Warren, and James Weber. "Merrill Lynch: Integrated Choice (Abridged)." Harvard Business School Case 301-081, February 2001. (Revised April 2001.)
  • Other Unpublished Work

Risk Aversion, Risk Premium and the Choice of Capital Projects

By: S. Datar, R. Banker and B. Gopi
Keywords: Risk Management; Cost vs Benefits; Infrastructure
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Datar, S., R. Banker, and B. Gopi. "Risk Aversion, Risk Premium and the Choice of Capital Projects."
  • Article

Loss Aversion, Diminishing Sensitivity, and the Role of Experience in Repeated Decisions

Three experiments are presented that explore the assertion that loss aversion and diminishing sensitivity drive the effect of experience on choice behavior. The experiments are focused on repeated choice tasks where decision makers choose repeatedly between... View Details
Keywords: Experience and Expertise; Decision Choices and Conditions; Mathematical Methods; Loss
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Erev, Ido, Eyal Ert, and Eldad Yechiam. "Loss Aversion, Diminishing Sensitivity, and the Role of Experience in Repeated Decisions." Journal of Behavioral Decision Making 21, no. 5 (December 2008).
  • 2025
  • Working Paper

Navigating Choppy Waters: How U.S. Trade Policy Uncertainty Affects Small Businesses

By: David Atkin, Zoë Cullen and Ebehi Iyoha
This paper explores the impact of recent changes in the US trade policy environment on small businesses. Drawing on a survey of more than 4,000 small businesses conducted between March 22 and 31, 2025, we examine firms’ knowledge, expectations, and decisions during... View Details
Keywords: Trade; Risk and Uncertainty; Government Legislation; Globalization; International Relations; Small Business
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Atkin, David, Zoë Cullen, and Ebehi Iyoha. "Navigating Choppy Waters: How U.S. Trade Policy Uncertainty Affects Small Businesses." Harvard Business School Working Paper, No. 25-048, April 2025.
  • 1984
  • Article

Children's Artistic Creativity: Effects of Choice in Task Materials

By: T. M. Amabile and J. Gitomer
Preschool boys and girls made collages using a subset of a large array of materials. Half of the children were allowed to choose those materials they would use. For the rest of the children, the choice was made by the experimenter. Children in the no-choice condition... View Details
Keywords: Creativity; Early Childhood Education; Social Psychology; Decision Choices and Conditions
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Amabile, T. M., and J. Gitomer. "Children's Artistic Creativity: Effects of Choice in Task Materials." Personality and Social Psychology Bulletin 10 (1984): 209–215.
  • 2009
  • Chapter

Organizational Design: Balancing Search and Stability in Strategic Decision Making

By: Jan Rivkin and Nicolaj Siggelkow
Managers often must make decisions that depend on decisions in other parts of the organization. These interactions create a network of interdependent choices and make strategizing difficult. In this chapter, the authors explore the intersection between organizing and... View Details
Keywords: Decision Choices and Conditions; Organizational Change and Adaptation; Organizational Design; Strategy; Balance and Stability
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Rivkin, Jan, and Nicolaj Siggelkow. "Organizational Design: Balancing Search and Stability in Strategic Decision Making." In The Network Challenge: Strategy, Profit, and Risk in an Interlinked World, edited by Paul R. Kleindorfer and Yoram Wind. Wharton School Publishing, 2009.
  • August 2021
  • Article

Hoping for the Worst? A Paradoxical Preference for Bad News

By: Kate Barasz and Serena Hagerty
Nine studies investigate when and why people may paradoxically prefer bad news—e.g., hoping for an objectively worse injury or a higher-risk diagnosis over explicitly better alternatives. Using a combination of field surveys and randomized experiments, the research... View Details
Keywords: Decision Avoidance; Difficult Decisions; Judgment And Decision Making; Medical Decision-making; Decision Making; Behavior
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Barasz, Kate, and Serena Hagerty. "Hoping for the Worst? A Paradoxical Preference for Bad News." Journal of Consumer Research 48, no. 2 (August 2021): 270–288.
  • July 1997
  • Article

Perspectives on Multiple Category Choice

By: Gary Russell, David Bell, Anand Bodapati, Christina Brown, Joengwen Chiang, Gary Gaeth, Sunil Gupta and Puneet Manchanda
Keywords: Decision Choices and Conditions; Perspective
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Russell, Gary, David Bell, Anand Bodapati, Christina Brown, Joengwen Chiang, Gary Gaeth, Sunil Gupta, and Puneet Manchanda. "Perspectives on Multiple Category Choice." Marketing Letters 8, no. 3 (July 1997): 297–305.
  • November 2019
  • Case

Edita: Making Choices in Uncertain Times

By: Caroline M. Elkins, Juan Alcácer, Alpana Thapar and Youssef Abdel Aal
After 15 years of steady growth and expansion, Edita, a leading Egyptian snack producer, faced a series of challenges in the wake of the Arab Spring. In January 2011, the Egyptian Revolution sparked political and economic turmoil that reflected the waves of protest and... View Details
Keywords: Decision Making; Developing Countries and Economies; Economy; Business or Company Management; Price; Crisis Management; Growth and Development Strategy; Distribution; Risk and Uncertainty; Business Strategy; Expansion; Currency; Food and Beverage Industry; Egypt; Africa; Middle East
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Elkins, Caroline M., Juan Alcácer, Alpana Thapar, and Youssef Abdel Aal. "Edita: Making Choices in Uncertain Times." Harvard Business School Case 320-026, November 2019.
  • October 2015 (Revised August 2018)
  • Case

Ozark Feed and Ag Corporation: The ERP Decision

By: Jan Hammond, Paul Kalmbach and Eric Bernstein
This case describes a medium-sized business that manufactures animal feed for commercial and companion animals. The company has been growing rapidly and is considering whether or not to implement an enterprise resource planning (ERP) system. Ozark currently uses an IT... View Details
Keywords: ERP Systems; Information Technology; Supply Chain Management; Growth Management; Performance Improvement; Animal-Based Agribusiness; Decision Choices and Conditions; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Missouri; Oklahoma; Texas; Arkansas
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Hammond, Jan, Paul Kalmbach, and Eric Bernstein. "Ozark Feed and Ag Corporation: The ERP Decision." Harvard Business School Case 616-019, October 2015. (Revised August 2018.)
  • February 2021
  • Article

How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice

By: Ryan W. Buell and Basak Kalkanci
Amid growing calls for transparency and social and environmental responsibility, companies are employing different strategies to improve consumer perceptions of their brands. Some pursue internal initiatives that reduce their negative social or environmental impacts... View Details
Keywords: Sustainable Operations; Corporate Social Responsibility; Operational Transparency; Corporate Social Responsibility and Impact; Operations; Environmental Sustainability; Consumer Behavior; Perception
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Buell, Ryan W., and Basak Kalkanci. "How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice." Management Science 67, no. 2 (February 2021): 932–950.
  • May–June 2018
  • Article

Data Uncertainty in Markov Chains: Application to Cost-Effectiveness Analyses of Medical Innovations

By: Joel Goh, Mohsen Bayati, Stefanos A. Zenios, Sundeep Singh and David Moore
Cost-effectiveness studies of medical innovations often suffer from data inadequacy. When Markov chains are used as a modeling framework for such studies, this data inadequacy can manifest itself as imprecision in the elements of the transition matrix. In this paper,... View Details
Keywords: Markov Chains; Cost Effectiveness; Medical Innovations; Colorectal Cancer; Health Care and Treatment; Cost vs Benefits; Innovation and Invention; Mathematical Methods; Health Industry
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Goh, Joel, Mohsen Bayati, Stefanos A. Zenios, Sundeep Singh, and David Moore. "Data Uncertainty in Markov Chains: Application to Cost-Effectiveness Analyses of Medical Innovations." Operations Research 66, no. 3 (May–June 2018): 697–715. (Winner, 2014 INFORMS Health Applications Society Pierskalla Award & Finalist, 2014 INFORMS George E. Nicholson student paper competition.)
  • Article

The Market for Catastrophe Risk: A Clinical Examination

By: K. A. Froot
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Insurance; Decision Choice And Uncertainty; Financial Markets; Policy; Risk Management; Natural Disasters; Insurance Industry
Citation
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Froot, K. A. "The Market for Catastrophe Risk: A Clinical Examination." Journal of Financial Economics 60, nos. 2-3 (May 2001): 529–571. (Revised from NBER Working Paper No. 8110, February 2001. Reprinted in The Economics of Natural Hazards, part of the International Library of Critical Writings in Economics series edited by Mark Blaug, Edward Elgar Publishing Limited, 2003.)
  • April 2005 (Revised September 2005)
  • Case

Pegasus Capital: The Musimundo Decision

By: Michael Chu and Barbara Zepp Larson
The five managing directors of Pegasus Capital were meeting in June 2003 to make a go/no-go decision regarding the investment of Musimundo, one of the largest entertainment retailers in Argentina. Just four days before the planned closing of the sale, Pegasus' 50%... View Details
Keywords: Acquisition; Debates; Decision Choices and Conditions; Economic Slowdown and Stagnation; Financial Crisis; Music Entertainment; Investment; Business or Company Management; Risk and Uncertainty; Opportunities; Entertainment and Recreation Industry; Argentina
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Chu, Michael, and Barbara Zepp Larson. "Pegasus Capital: The Musimundo Decision." Harvard Business School Case 305-093, April 2005. (Revised September 2005.)
  • Summer 1998
  • Article

A New Approach to Capital Budgeting for Financial Institutions

By: K. A. Froot and J. Stein
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
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Froot, K. A., and J. Stein. "A New Approach to Capital Budgeting for Financial Institutions." Bank of America Journal of Applied Corporate Finance 11, no. 2 (Summer 1998): 59–69.
  • fall 1999
  • Article

The Evolving Market for Catastrophe Event Risk

By: K. A. Froot
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
Citation
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Froot, K. A. "The Evolving Market for Catastrophe Event Risk." Risk Management and Insurance Review 2, no. 3 (fall 1999): 1–28. (Reprinted in Risk Management: The State of the Art, edited by S. Figlewski and R. Levich, Kluwer Academic Publishers, 2001.)
  • Article

Complex Choices Better made Unconsciously?

Keywords: Decision Choices and Conditions
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Dijksterhuis, Ap, Maarten W. Bos, Loran F Nordgren, and Rick B. Van Baaren. "Complex Choices Better made Unconsciously?" Science 313, no. 5788 (August 11, 2006): 760–761.
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