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  • All HBS Web  (11,286)
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  • April 2011
  • Article

Strategies for Learning from Failure

By: Amy C. Edmondson
Many executives believe that all failure is bad (although it usually provides lessons)--and that learning from it is pretty straightforward. The author, a professor at Harvard Business School, thinks both beliefs are misguided. In organizational life, she says, some... View Details
Keywords: Learning; Knowledge Use and Leverage; Leadership; Business Processes; Organizational Culture; Failure; Opportunities
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Edmondson, Amy C. "Strategies for Learning from Failure." Harvard Business Review 89, no. 4 (April 2011).
  • February 6, 1998
  • Article

The How and Why of Organizational Learning

By: A. Edmondson and B. Moingeon
Keywords: Organizations; Learning
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Edmondson, A., and B. Moingeon. "The How and Why of Organizational Learning." Financial Times (February 6, 1998), 14–15.
  • 2005
  • Conference Presentation

Learning from Samples of Millions or More: Overcoming Organizational Barriers to Inferential Learning

By: Ranjay Gulati
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Gulati, Ranjay. "Learning from Samples of Millions or More: Overcoming Organizational Barriers to Inferential Learning." Paper presented at the Academy of Management Annual Meeting, Honolulu, HI, 2005.
  • 17 Aug 2020
  • Working Paper Summaries

Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization

Keywords: by Rawi Abdelal
  • March 2005
  • Article

Accountability Myopia: Losing Sight of Organizational Learning

By: Alnoor Ebrahim
Keywords: Organizations; Learning; Corporate Accountability
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Ebrahim, Alnoor. "Accountability Myopia: Losing Sight of Organizational Learning." Nonprofit and Voluntary Sector Quarterly 34, no. 1 (March 2005).
  • June 2021
  • Case

Acelero Learning

By: Mario Small, Kathleen L. McGinn, Amy Klopfenstein and Katherine Chen
In November 2020, Henry Wilde, co-founder and CEO of Acelero, Inc., must decide whether to change his company’s program model for delivering early childhood education to low-income children. One of the only for-profit Head Start providers in the United States, Acelero... View Details
Keywords: Early Childhood Education; Organizational Change and Adaptation; Growth and Development Strategy; Adoption; Customer Focus and Relationships; Operations; Education Industry; North and Central America; United States
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Small, Mario, Kathleen L. McGinn, Amy Klopfenstein, and Katherine Chen. "Acelero Learning." Harvard Business School Case 921-029, June 2021.
  • 2020
  • Working Paper

Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization

By: Rawi Abdelal
Every order is a bargain with disappointments and trade-offs. Thus is every order an unstable equilibrium. The first era of globalization, circa 1870–1914, created both international prosperity and domestic instability. That instability was fully realized during the... View Details
Keywords: Centrism; Populism; Globalization; History; Balance and Stability; Economic Systems; Government and Politics; Learning
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Abdelal, Rawi. "Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization." Harvard Business School Working Paper, No. 21-008, July 2020.
  • 2011
  • Working Paper

The Importance of Work Context in Organizational Learning from Error

By: Lucy H. MacPhail and Amy C. Edmondson
This paper examines the implications of work context for learning from errors in organizations. Prior research has shown that attitudes and behaviors related to error vary between groups within organizations but has not investigated or theorized the ways in which... View Details
Keywords: Judgments; Learning; Business Processes; Organizational Culture; Failure; Performance Improvement; Opportunities; Complexity
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MacPhail, Lucy H., and Amy C. Edmondson. "The Importance of Work Context in Organizational Learning from Error." Harvard Business School Working Paper, No. 11-074, January 2011.
  • November 2023 (Revised April 2024)
  • Case

Khanmigo: Revolutionizing Learning with GenAI

By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
Already a leader in the edtech space since its 2008 launch, Khan Academy was now one of the first edtech organizations to embrace generative artificial intelligence ("genAI"). In March 2023, Khan Academy began beta testing Khanmigo, a genAI “guide” and tutor built with... View Details
Keywords: Technology Adoption; Leading Change; Entrepreneurship; Risk and Uncertainty; Education; AI and Machine Learning; Corporate Social Responsibility and Impact; Education Industry; Technology Industry; United States; San Francisco
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Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "Khanmigo: Revolutionizing Learning with GenAI." Harvard Business School Case 824-059, November 2023. (Revised April 2024.)
  • Article

How Real Sales Learning Happens: In the Flow of Work

By: Yuchun Lee, Mark Magnacca and Frank V. Cespedes
Most learning in sales is through peer learning in task-specific contexts, and the effects are cumulative because modeling behavior is a big driver of how salespeople develop. This is very different from the experience in most training seminars, especially if the... View Details
Keywords: Sales; Learning; Training; Performance
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Lee, Yuchun, Mark Magnacca, and Frank V. Cespedes. "How Real Sales Learning Happens: In the Flow of Work." Learning Solutions (February 15, 2021).
  • 2003
  • Working Paper

Learning from Diversity: The Effects of Learning on Performance in Racially Diverse Teams

By: Robin J. Ely and David A. Thomas
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Ely, Robin J., and David A. Thomas. "Learning from Diversity: The Effects of Learning on Performance in Racially Diverse Teams." Harvard Business School Working Paper, No. 04-017, October 2003.
  • Research Summary

Adoption of Machine Learning Models in Real World Decision Making

By: Himabindu Lakkaraju
The goal of this research is to assess the impact of deploying machine learning models in real world decision making in domains such as health care. View Details
  • Research Summary

Selective Attention and Learning

By: Joshua R. Schwartzstein

What do we notice, and how does this affect what we learn? Standard economic models of learning ignore memory by assuming that we remember everything. But there is growing recognition that memory is imperfect. Further, memory imperfections do not stem from limited... View Details

  • 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.
  • 1996
  • Chapter

When to Learn How and When to Learn Why: Appropriate Organizational Learning Processes as a Source of Competitive Advantage

By: A. Edmondson and B. Moingeon
Keywords: Learning; Competitive Advantage; Organizational Change and Adaptation; Organizational Design
Citation
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Edmondson, A., and B. Moingeon. "When to Learn How and When to Learn Why: Appropriate Organizational Learning Processes as a Source of Competitive Advantage." In Organizational Learning and Competitive Advantage, by B. Moingeon and A. Edmondson. London: Sage Publications, 1996.
  • 2003
  • Chapter

Accountability Myopia: Losing Sight of Organizational Learning

By: Alnoor Ebrahim
Keywords: Organizational Change and Adaptation; Corporate Accountability; Governance Compliance
Citation
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Ebrahim, Alnoor. "Accountability Myopia: Losing Sight of Organizational Learning." In Proceedings of the Sixty-Third Annual Meeting of the Academy of Management, Best Papers, edited by D. H. Nagao. Seattle, WA: Academy of Management, 2003.
  • 2022
  • Chapter

Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization

By: Rawi Abdelal
Every order is a bargain with disappointments and trade-offs. Thus is every order an unstable equilibrium. The first era of globalization, circa 1870–1914, created both international prosperity and domestic instability. That instability was fully realized during the... View Details
Keywords: Globalization; Policy; Economic Systems; Balance and Stability; Europe; European Union; United States
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Abdelal, Rawi. "Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization." In The Downfall of the American Order? edited by Peter J. Katzenstein and Jonathan Kirshner, 105–123. Ithaca, NY: Cornell University Press, 2022.
  • 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.
  • June 2019
  • Article

Consequences of Debt Forgiveness: Strategic Default Contagion and Lender Learning

By: Gerardo Pérez Cavazos
I use a unique data set of loans to small business owners to examine whether lenders face adverse consequences when they grant debt forgiveness to borrowers. I provide evidence consistent with borrowers communicating their debt forgiveness to other borrowers, who then... View Details
Keywords: Debt Forgiveness; Strategic Default Contagion; Contracting; Borrowing and Debt; Communication; Learning
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Pérez Cavazos, Gerardo. "Consequences of Debt Forgiveness: Strategic Default Contagion and Lender Learning." Journal of Accounting Research 57, no. 3 (June 2019): 797–841.
  • 2015
  • Working Paper

Coactive Vicarious Learning: Towards a Relational Theory of Vicarious Learning in Organizations

By: Christopher G. Myers
Vicarious learning—a process of individual belief and behavior change that occurs through being exposed to, and making meaning of, another's experience—has long been recognized as a key driver of individual, team and organizational success. Yet existing perspectives on... View Details
Keywords: Organizations; Learning
Citation
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Myers, Christopher G. "Coactive Vicarious Learning: Towards a Relational Theory of Vicarious Learning in Organizations." Harvard Business School Working Paper, No. 16-020, August 2015.
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