Publications

2003
Chapter

Accountability Myopia: Losing Sight of Organizational Learning

By: Alnoor Ebrahim

Keywords: Organizational Change and Adaptation; Corporate Accountability; Governance Compliance

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

2022
Article

Becoming a Learning Organization While Enhancing Performance: The Case of LEGO

By: Thomas Borup Kristensen, Henrik Saabye and Amy Edmondson

Purpose - The purpose of this study is to empirically test how problem-solving lean practices, along with leaders as learning facilitators in an action learning approach, can be transferred from a production context to a knowledge work context for the purpose... View Details

Keywords: Performance Efficiency; Learning; Organizational Change and Adaptation

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

August 2020
Article

Macroeconomic Drivers of Bond and Equity Risks

By: John Y. Campbell, Carolin E. Pflueger and Luis M. Viceira

Our new model of consumption-based habit generates time-varying risk premia on bonds and stocks from loglinear, homoskedastic macroeconomic dynamics. Consumers' first-order condition for the real risk-free bond generates an exactly loglinear consumption Euler equation,... View Details

Keywords: Consumption-based Habit Formation; Consumption Euler Equation; Time-varying Risk Premia; Inflation Dynamics; Bond-stock Correlation; Risk and Uncertainty; Bonds; Macroeconomics

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

Educators

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

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

SSRN

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

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

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

Educators

2003
Working Paper

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

By: Robin J. Ely and David A. Thomas

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

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

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

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

SSRN

2006
Article

The Long-Term Value of M&A Activity to Enhance Learning Organizations

Viewing the automobile industry as being made up of independent learning-organisations may reveal some tie-ups that can generate value not easily revealed by traditional financial metrics. The key question to be answered when considering M&A activity between automakers... View Details

Keywords: Mergers and Acquisitions; Business Processes; Manufacturing Industry; Auto Industry