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  • All HBS Web  (12,694)
    • People  (75)
    • News  (2,979)
    • Research  (3,769)
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  • 2025
  • Working Paper

How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions

By: Christian Kaps and Arielle Anderer
Learning curves, the fact that technologies improve as a function of cumulative experience or investment, are desirable-think inexpensive solar panels or higher performing semiconductors. But, for firms that need to pick one technology among several candidates, such as... View Details
Keywords: Learning Curve; Technology; Innovation; Batteries; Energy Storage; Sequential Decision Making; TELCO; Exploration; Exploitation; Problems and Challenges; Cost vs Benefits; Technology Adoption; Battery Industry
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Kaps, Christian, and Arielle Anderer. "How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions." Working Paper, March 2025.
  • 2020
  • Working Paper

Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
  • October 2003 (Revised November 2003)
  • Module Note

Organizing to Learn Module Note

By: Amy C. Edmondson
Teaches a framework for managing in dynamic or uncertain organizational contexts, designed for either MBA or Executive Education courses. Offers a new perspective on how managers can help stimulate and guide a collective learning process in their organizations. The... View Details
Keywords: Learning; Business Strategy
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Edmondson, Amy C. "Organizing to Learn Module Note." Harvard Business School Module Note 604-031, October 2003. (Revised November 2003.)
  • 1999
  • Chapter

Leading Learning and Learning to Lead: An Action Learning Approach to Developing Organizational Fitness

By: Michael Beer
Citation
Related
Beer, Michael. "Leading Learning and Learning to Lead: An Action Learning Approach to Developing Organizational Fitness." In The Leader's Change Handbook: An Essential Guide to Setting Direction and Taking Action, edited by Jay A. Conger, Gretchen M. Spreitzer, and Edward E. Lawler III. San Francisco: Jossey-Bass, 1999.
  • 11 Apr 2014
  • Working Paper Summaries

Learning By Thinking: How Reflection Improves Performance

Keywords: by Giada Di Stefano, Francesca Gino, Gary Pisano & Bradley Staats
  • October 2024
  • Technical Note

Association Rule Learning

By: Michael Parzen and Jo Ellery
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Parzen, Michael, and Jo Ellery. "Association Rule Learning." Harvard Business School Technical Note 625-065, October 2024.
  • October 1989
  • Supplement

Learning Co. (D)

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Kao, John J. "Learning Co. (D)." Harvard Business School Supplement 490-025, October 1989.
  • July 2007 (Revised November 2007)
  • Case

Leasing Computers at Persistent Learning

Newly public Persistent Learning is acquiring vital computer assets. They need to determine how the lease or purchase decision will impact their financial statements, and how the market will react given previously forecast earnings and competitor's accounting. View Details
Keywords: Information Infrastructure; Financial Statements; Leasing
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Shanthikumar, Devin M. "Leasing Computers at Persistent Learning." Harvard Business School Case 108-014, July 2007. (Revised November 2007.)
  • 03 Oct 2023
  • What Do You Think?

Do Leaders Learn More From Success or Failure?

(Jay Yuno/iStock) Harvard Business School Professor Amy Edmondson’s recent thought-provoking book, Right Kind of Wrong, makes a strong case for the notion that we often learn a lot from failure—and in some cases, perhaps even more than we... View Details
Keywords: by James Heskett
  • Article

The Learning Effects of Monitoring

By: Dennis Campbell, Marc Epstein and F. Asis Martinez-Jerez
This paper investigates the relationship between monitoring, decision making, and learning among lower-level employees. We exploit a field-research setting in which business units vary in the "tightness" with which they monitor employee decisions. We find that tighter... View Details
Keywords: Learning; Business or Company Management; Decision Making; Employees; Research; Resignation and Termination; Rights; Business Units; Governance Controls; Performance; Motivation and Incentives
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Campbell, Dennis, Marc Epstein, and F. Asis Martinez-Jerez. "The Learning Effects of Monitoring." Accounting Review 86, no. 6 (November 2011): 1909–1934.
  • Research Summary

Making Machine Learning Models Fair

By: Himabindu Lakkaraju
The goal of this research direction is to ensure that the machine learning models we build and deploy do not discriminate against individuals from minority groups. View Details
  • 2021
  • Working Paper

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu
We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
Keywords: Experience; Interdependency; Strategic Foresight; Crowdfunding; Timeline; Delay; Forecasting; Entrepreneurship; Learning; Complexity; Forecasting and Prediction; Product Development; Planning
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Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Harvard Business School Working Paper, No. 21-123, January 2021. (Revised May 2021.)
  • 2012
  • Other Teaching and Training Material

Learning to Negotiate

By: Michael A. Wheeler
Keywords: Learning; Negotiation
Citation
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Wheeler, Michael A. "Learning to Negotiate." 2012.
  • December 2021
  • Article

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu
We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction
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Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Art. 1. Strategic Management Journal 42, no. 13 (December 2021): 2357–2388. (Lead article.)
  • 1987
  • Book

Creativity and Learning

By: Beth A. Hennessey and T. M. Amabile
Keywords: Creativity; Learning
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Hennessey, Beth A., and T. M. Amabile. Creativity and Learning. Washington, D.C.: National Education Association, 1987.
  • Article

Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications

By: Daniel Elsner, Pouya Aleatrati Khosroshahi, Alan MacCormack and Robert Lagerström
Existing application performance management (APM) solutions lack robust anomaly detection capabilities and root cause analysis techniques that do not require manual efforts and domain knowledge. In this paper, we develop a density-based unsupervised machine learning... View Details
Keywords: Big Data; Data Science And Analytics Management; Governance And Compliance; Organizational Systems And Technology; Anomaly Detection; Application Performance Management; Machine Learning; Enterprise Architecture; Analytics and Data Science
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Elsner, Daniel, Pouya Aleatrati Khosroshahi, Alan MacCormack, and Robert Lagerström. "Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications." Proceedings of the Hawaii International Conference on System Sciences 52nd (2019): 5827–5836.
  • October 2017 (Revised April 2018)
  • Case

Improving Worker Safety in the Era of Machine Learning (A)

By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
  • October 2016
  • Article

Learning from Practice

By: Michael A. Wheeler
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Wheeler, Michael A. "Learning from Practice." Negotiation Journal 32, no. 4 (October 2016): 345–355.
  • November 2009 (Revised October 2010)
  • Case

AME Learning Inc.

By: Thomas R. Eisenmann and Ann Leamon
Justin Joffe is about to graduate from HBS in Spring 2009. He must decide whether to join his father's company, Toronto-based AME Learning, as president working alongside his father who will be CEO. AME has been in business for 12 years, mostly as a small consulting... View Details
Keywords: Business Model; Family Business; Age; Private Equity; Financing and Loans; Growth and Development Strategy; Family and Family Relationships
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Eisenmann, Thomas R., and Ann Leamon. "AME Learning Inc." Harvard Business School Case 810-065, November 2009. (Revised October 2010.)
  • December 2019
  • Article

Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning

By: Guofang Huang, Hong Luo and Jing Xia
Pricing idiosyncratic products is often challenging because the seller, ex ante, lacks information about the demand for individual items. This paper develops a model of dynamic pricing for idiosyncratic products that features the optimal stopping structure and a seller... View Details
Keywords: Dynamic Pricing; Idiosyncratic Products; Item-specific Demand; Demand Uncertainty; Active Seller Learning; The Value Of Information; Price; Information; Value; Learning
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Huang, Guofang, Hong Luo, and Jing Xia. "Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning." Management Science 65, no. 12 (December 2019): 5556–5583.
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