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  • July 1975
  • Article

An Asymptotic Theory of Growth Under Uncertainty

By: Robert C. Merton
Keywords: Theory; Growth and Development; Risk and Uncertainty
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Merton, Robert C. "An Asymptotic Theory of Growth Under Uncertainty." Review of Economic Studies 42, no. 3 (July 1975): 375–393. (Chapter 17 in Continuous-Time Finance.)
  • April 2006
  • Background Note

Managing Innovation in an Uncertain World: Module 1: Innovation and Uncertainty

By: Alan D. MacCormack
Describes the first module of a Harvard Business School 30-session elective course called Managing Innovation in an Uncertain World. The course helps students understand the challenges that uncertainty implies for innovation and how to overcome these challenges. The... View Details
Keywords: Design; Curriculum and Courses; Innovation and Management; Projects; Opportunities; Perspective
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MacCormack, Alan D. "Managing Innovation in an Uncertain World: Module 1: Innovation and Uncertainty." Harvard Business School Background Note 606-125, April 2006.
  • November 2012 (Revised January 2013)
  • Case

Companion Diagnostics: Uncertainties for Approval and Reimbursement

By: Richard G. Hamermesh, Norman C. Selby and Phillip Andrews
The FDA approvals of novel therapeutics were seen as signs in the personalized medicine community of real progress in the growth of personalized medicine. The FDA's approval of such drugs, along with companion diagnostics, suggested a shift in thinking and regulatory... View Details
Keywords: Models Of Reimbursement; Personalized Medicine; Regulation; Healthcare Reform; Health Care and Treatment; Health Industry; United States
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Hamermesh, Richard G., Norman C. Selby, and Phillip Andrews. "Companion Diagnostics: Uncertainties for Approval and Reimbursement." Harvard Business School Case 813-037, November 2012. (Revised January 2013.)
  • 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.)
  • Research Summary

Real Options and Financial Decisions Under Uncertainty

Marc L. Bertoneche is developing material relevant to the business world in this field. He is particularly interested in applying the Real Option approach to Brand Valuation. View Details
  • 02 Apr 2020
  • Working Paper Summaries

Strategic Foresight as Dynamic Capability: A New Lens on Knightian Uncertainty

Keywords: by J. Peter Scoblic
  • 1982
  • Chapter

On the Microeconomic Theory of Investment under Uncertainty

By: Robert C. Merton
Keywords: Microeconomics; Investment; Risk and Uncertainty; Risk Management
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Merton, Robert C. "On the Microeconomic Theory of Investment under Uncertainty." In Handbook of Mathematical Economics. Vol. 2, edited by K. Arrow and M. Intriligator. Amsterdam: North-Holland Publishing Company, 1982.
  • 2020
  • Working Paper

Strategic Foresight as Dynamic Capability: A New Lens on Knightian Uncertainty

By: J. Peter Scoblic
This paper proposes to treat strategic foresight as a dynamic capability, providing a new theoretical lens on managerial judgment. Formulating strategy under uncertainty is a central challenge facing the modern firm. Analogy is thought to help managers make sense of... View Details
Keywords: Foresight; Dynamic Capabilities; Managerial Judgment; Risk and Uncertainty; Management; Strategy
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Scoblic, J. Peter. "Strategic Foresight as Dynamic Capability: A New Lens on Knightian Uncertainty." Harvard Business School Working Paper, No. 20-093, March 2020.
  • September 2021
  • Supplement

The Boston Beer Company (B): Growth and Uncertainty

By: Christina R. Wing and John Masko
The first three years of CEO Dave Burwick’s tenure were tumultuous for the Boston Beer Company. The company’s hard seltzer products continued to grow unexpectedly quickly, eclipsing the company’s legacy Samuel Adams beer products. Meanwhile, a polarizing political... View Details
Keywords: Entrepreneurship; Leadership; Strategy; Growth Management; Food and Beverage Industry; Boston; United States
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Wing, Christina R., and John Masko. "The Boston Beer Company (B): Growth and Uncertainty." Harvard Business School Supplement 622-051, September 2021.
  • July 1995
  • Article

A Contextual Uncertainty Condition for Behavior under Risk

By: David E. Bell
Keywords: Behavior; Risk and Uncertainty
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Bell, David E. "A Contextual Uncertainty Condition for Behavior under Risk." Management Science 41, no. 7 (July 1995): 1145–1150.
  • October 2019
  • Article

Does Political Uncertainty Increase External Financing Costs? Measuring the Electoral Premium in Syndicated Lending

By: Olivia S. Kim
This article investigates the impact of political uncertainty on contractual lending terms using a large sample of syndicated loans and a within-firm estimation approach to achieve identification. Firms pay 7 basis points (bps) more on loans originated when their... View Details
Keywords: Risk and Uncertainty; Political Elections; Financing and Loans; Developing Countries and Economies
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Kim, Olivia S. "Does Political Uncertainty Increase External Financing Costs? Measuring the Electoral Premium in Syndicated Lending." Journal of Financial and Quantitative Analysis 54, no. 5 (October 2019): 2141–2178.
  • 2017
  • Working Paper

The Need for Speed: Effects of Uncertainty Reduction in Patenting

By: Mike Horia Teodorescu
Patents are essential in commerce to establish property rights for ideas and to give equal protection to firms that develop new technologies. Young firms especially depend on the protection of intellectual property to bring a product from concept to market. However,... View Details
Keywords: Startups; Natural Language Processing; Machine Learning; Patents; Business Startups; Risk and Uncertainty; Outcome or Result; Green Technology Industry
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Teodorescu, Mike Horia. "The Need for Speed: Effects of Uncertainty Reduction in Patenting." Working Paper, September 2017. (Job Market Paper.)
  • December 2022
  • Article

Shaping Nascent Industries: Innovation Strategy and Regulatory Uncertainty in Personal Genomics

By: Cheng Gao and Rory McDonald
In nascent industries—whose new technologies are often poorly understood by regulators—contending with regulatory uncertainty can be crucial to organizational survival and growth. Prior research on nonmarket strategy has largely focused on established firms in mature... View Details
Keywords: Technological Change; Innovation; Qualitative Methods; New Categories; Entrepreneurship; Technological Innovation; Governing Rules, Regulations, and Reforms; Risk and Uncertainty; Strategy
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Gao, Cheng, and Rory McDonald. "Shaping Nascent Industries: Innovation Strategy and Regulatory Uncertainty in Personal Genomics." Administrative Science Quarterly 67, no. 4 (December 2022): 915–967.
  • June 2024
  • Case

Virya Therapeutics: The Certain Uncertainties of Preclinical Development

By: Satish Tadikonda, William Marks and Shardule Shah
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Tadikonda, Satish, William Marks, and Shardule Shah. "Virya Therapeutics: The Certain Uncertainties of Preclinical Development." Harvard Business School Case 824-067, June 2024.
  • 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.
  • Article

The Allure of Unknown Outcomes: Exploring the Role of Uncertainty in the Preference for Potential

By: Daniella Kupor, Zakary L. Tormala and Michael I. Norton
Influence practitioners often highlight a target's achievements (e.g., "she is the city's top-rated chef"), but recent research reveals that highlighting a target's potential (e.g., "she could become the city's top-rated chef") can be more effective. We examine whether... View Details
Keywords: Risk and Uncertainty; Forecasting and Prediction; Performance Evaluation
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Kupor, Daniella, Zakary L. Tormala, and Michael I. Norton. "The Allure of Unknown Outcomes: Exploring the Role of Uncertainty in the Preference for Potential." Journal of Experimental Social Psychology 55 (November 2014): 210–216.
  • March–April 2013
  • Article

Vaporware, Suddenware and Trueware: New Product Preannouncements under Market Uncertainty

By: Elie Ofek and Ozge Turut
A firm may want to preannounce its plans to develop a new product in order to stimulate future demand. But given that such communications can affect rivals' incentives to develop the same new product, a firm may decide to preannounce untruthfully in order to deter... View Details
Keywords: Risk and Uncertainty; Announcements; Competition; Product Launch; Product Development
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Ofek, Elie, and Ozge Turut. "Vaporware, Suddenware and Trueware: New Product Preannouncements under Market Uncertainty." Marketing Science 32, no. 2 (March–April 2013): 342–355.
  • 05 Jul 2006
  • Working Paper Summaries

A Survey-Based Procedure for Measuring Uncertainty or Heterogeneous Preferences in Markets

Keywords: by Pai-Ling Yin; Technology; Web Services
  • 05 Jun 2009
  • Research Event

Business Summit: Niall Ferguson and the Certainty of Uncertainty

Editor's Note: This is a summary of an HBS Business Summit presentation. View a full summary and video of the event on the HBS Centennial Web site linked below. Date of Event: October 13, 2008 Speakers: Niall Ferguson, HBS facultyJohn Quelch, HBS faculty After an... View Details
Keywords: Re: John A. Quelch
  • Research Summary

Self-environment relationship and its effect on decisions under risk and uncertainty

My research seek to better understand the main cognitive and social abilities that guide our judgments, and the ways they interact with aspects of the situation to shape humans' decisions. It is currently comprised of three related... View Details

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