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  • 2018
  • Other Unpublished Work

The Upsides of Bingeing: How Consumption Rate Affects Perceptions of Consumers, Brands, and Experiences

By: Anne Wilson and Anat Keinan
Citation
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Wilson, Anne, and Anat Keinan. "The Upsides of Bingeing: How Consumption Rate Affects Perceptions of Consumers, Brands, and Experiences." November 2018.
  • Book Review

Review of Big Business: The European Experience in the Twentieth Century, by Youssef Cassis

By: Jeffrey Fear
Citation
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Fear, Jeffrey. "Review of Big Business: The European Experience in the Twentieth Century, by Youssef Cassis." Business History Review 72, no. 1 (Spring 1998): 144–47.
  • February 2021
  • Tutorial

Assessing Prediction Accuracy of Machine Learning Models

By: Michael Toffel and Natalie Epstein
This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and... View Details
Keywords: Statistics; Experiments; Forecasting and Prediction; Performance Evaluation; AI and Machine Learning
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Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021. (Click here to access this tutorial.)
  • Article

The Mixed Effects of Online Diversity Training

By: Edward H. Chang, Katherine L. Milkman, Dena M. Gromet, Robert W. Rebele, Cade Massey, Angela L. Duckworth and Adam M. Grant
We present results from a large (n = 3,016) field experiment at a global organization testing whether a brief science-based online diversity training can change attitudes and behaviors toward women in the workplace. Our preregistered field experiment included an... View Details
Keywords: Diversity Training; Bias; Field Experiment; Training; Gender; Race; Prejudice and Bias
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Chang, Edward H., Katherine L. Milkman, Dena M. Gromet, Robert W. Rebele, Cade Massey, Angela L. Duckworth, and Adam M. Grant. "The Mixed Effects of Online Diversity Training." Proceedings of the National Academy of Sciences 116, no. 16 (April 16, 2019): 7778–7783.
  • November–December 2020
  • Article

Lifting the Veil: The Benefits of Cost Transparency

By: Bhavya Mohan, Ryan W. Buell and Leslie K. John
Firms do not typically disclose information on their costs to produce a good to consumers. However, we provide evidence of when and why doing so can increase consumers’ purchase interest. Specifically, building on the psychology of disclosure and trust, we posit that... View Details
Keywords: Cost Transparency; Disclosure; Field Experiment; Cost; Trust; Consumer Behavior
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Mohan, Bhavya, Ryan W. Buell, and Leslie K. John. "Lifting the Veil: The Benefits of Cost Transparency." Special Issue on Marketing Science and Field Experiments. Marketing Science 39, no. 6 (November–December 2020): 1105–1121.
  • 28 Aug 2018
  • Working Paper Summaries

Homesick or Home Run? Distance from Hometown and Employee Performance: A Natural Experiment from India

Keywords: by Prithwiraj Choudhury and Ohchan Kwon
  • 22 Jan 2007
  • Working Paper Summaries

“Don’ts" and "Do’s”: Insights from Experience in Mitigating Risks of Western Investors in Post-Communist Countries

Keywords: by Charalambos A. Vlachoutsicos & Paul R. Lawrence
  • May 2021
  • Article

Is No News (Perceived as) Bad News? An Experimental Investigation of Information Disclosure

By: Ginger Zhe Jin, Michael Luca and Daniel Martin
This paper uses laboratory experiments to directly test a central prediction of disclosure theory: that strategic forces can lead those who possess private information to voluntarily provide it. In a simple sender-receiver game, we find that senders disclose favorable... View Details
Keywords: Communication Games; Disclosure; Unraveling; Experiments; Information; Product; Quality; Communication; Consumer Behavior
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Jin, Ginger Zhe, Michael Luca, and Daniel Martin. "Is No News (Perceived as) Bad News? An Experimental Investigation of Information Disclosure." American Economic Journal: Microeconomics 13, no. 2 (May 2021): 141–173.
  • 2025
  • Article

Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments

By: Kosuke Imai and Michael Lingzhi Li
Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects under practical settings with... View Details
Keywords: AI and Machine Learning; Mathematical Methods; Analytics and Data Science
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Imai, Kosuke, and Michael Lingzhi Li. "Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments." Journal of Business & Economic Statistics 43, no. 1 (2025): 256–268.
  • 2023
  • Working Paper

Should Human Capital Development Programs Be Voluntary or Mandatory? Evidence from a Field Experiment

By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
In a field experiment, we find large differences in productivity treatment effects between voluntary and mandatory workplace mentorship programs. A significant portion of this difference is due to the best employees opting into the program when it is voluntary and... View Details
Keywords: Mentoring; Mentorship Programs; Randomized Controlled Trial; Employees; Relationships; Programs; Performance
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Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Should Human Capital Development Programs Be Voluntary or Mandatory? Evidence from a Field Experiment." NBER Working Paper Series, No. 29148, August 2021. (Accepted at Management Science.)
  • 2016
  • Working Paper

The Effect of Financial Performance Measurement on Customer Satisfaction: A Field Experiment in China

By: Daniel A. Brown
Citation
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Brown, Daniel A. "The Effect of Financial Performance Measurement on Customer Satisfaction: A Field Experiment in China." Working Paper, December 2016.
  • 2017
  • Other Unpublished Work

Show or Tell?: Behavioral Inventory Response to an East African Mobile Money Field Experiment

By: Jason Acimovic, Chris Parker, David F. Drake and Karthik Balasubramanian
Citation
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Acimovic, Jason, Chris Parker, David F. Drake, and Karthik Balasubramanian. "Show or Tell?: Behavioral Inventory Response to an East African Mobile Money Field Experiment." 2017. (Work in progress. Completed field experiment involving more than 4,500 Tanzanian mobile money agents.)
  • 2002
  • Working Paper

Promise and Peril in Implementing Pay for Performance: A Report on Thirteen Natural Experiments

By: Michael Beer and Mark D. Cannon
Citation
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Beer, Michael, and Mark D. Cannon. "Promise and Peril in Implementing Pay for Performance: A Report on Thirteen Natural Experiments." Harvard Business School Working Paper, No. 02-064, March 2002.
  • 18 Jul 2013
  • Working Paper Summaries

Cumulative Innovation & Open Disclosure of Intermediate Results: Evidence from a Policy Experiment in Bioinformatics

Keywords: by Kevin J. Boudreau & Karim Lakhani
  • 1979
  • Chapter

The Impact of Elderly Consumer Dissatisfaction and Buying Experience on Information Search: A Path-Analysis Approach

By: Rohit Deshpandé and G. Zaltman
Citation
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Deshpandé, Rohit, and G. Zaltman. "The Impact of Elderly Consumer Dissatisfaction and Buying Experience on Information Search: A Path-Analysis Approach." In New Dimensions of Consumer Satisfaction and Complaining Behavior: Papers from the Third Annual Conference on Consumer Satisfaction, Dissatisfaction and Complaining Behavior, edited by R. Day and K. Hunt, 145–152. Department of Marketing, School of Business, Indiana University, 1979.
  • 2023
  • Working Paper

Life After Death: A Field Experiment with Small Businesses on Information Frictions, Stigma, and Bankruptcy

By: Shai Benjamin Bernstein, Emanuele Colonnelli, Mitchell Hoffman and Benjamin Iverson
In a randomized control trial (RCT) with U.S. small businesses, we document that a large share of firms are not well-informed about bankruptcy. Many assume that bankruptcy necessarily entails the death of a business and do not know about Chapter 11 bankruptcy, where... View Details
Keywords: Small Business; Insolvency and Bankruptcy; Knowledge Dissemination; Outcome or Result
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Bernstein, Shai Benjamin, Emanuele Colonnelli, Mitchell Hoffman, and Benjamin Iverson. "Life After Death: A Field Experiment with Small Businesses on Information Frictions, Stigma, and Bankruptcy." NBER Working Paper Series, No. 30933, February 2023.
  • 2002
  • Working Paper

Cost Reductions, Cost Padding and Stock Market Prices: The Chilean Experience with Price Cap Regulation

By: Rafael Di Tella and Alexander Dyck
Citation
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Di Tella, Rafael, and Alexander Dyck. "Cost Reductions, Cost Padding and Stock Market Prices: The Chilean Experience with Price Cap Regulation." Harvard Business School Working Paper, No. 03-050, October 2002.
  • April 2023
  • Article

The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences

By: Armin Falk, Anke Becker, Thomas Dohmen, David B. Huffman and Uwe Sunde
Incentivized choice experiments are a key approach to measuring preferences in economics but are also costly. Survey measures are a low-cost alternative but can suffer from additional forms of measurement error due to their hypothetical nature. This paper seeks to... View Details
Keywords: Survey Validation; Experiment; Preference Measurement; Surveys; Economics; Behavior; Measurement and Metrics
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Falk, Armin, Anke Becker, Thomas Dohmen, David B. Huffman, and Uwe Sunde. "The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences." Management Science 69, no. 4 (April 2023): 1935–1950.
  • 2015
  • Working Paper

Blinded by Experience: Prior Experience, Negative News and Belief Updating

By: Bradley R. Staats, Diwas S. KC and Francesca Gino
Traditional models of operations management involve dynamic decision-making assuming optimal (Bayesian) updating. However, behavioral theory suggests that individuals exhibit bias in their beliefs and decisions. We conduct both a field study and two laboratory studies... View Details
Keywords: Behavioral Operations; Egocentric Bias; Experience; Healthcare Operations; Prejudice and Bias; Behavior; Operations; Decision Making; Health Care and Treatment
Citation
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Staats, Bradley R., Diwas S. KC, and Francesca Gino. "Blinded by Experience: Prior Experience, Negative News and Belief Updating." Harvard Business School Working Paper, No. 16-015, August 2015.
  • June 2018 (Revised January 2020)
  • Case

Sony

By: Stefan Thomke, Atsushi Osanai and Akiko Kanno
Sony used to be synonymous with "innovation" and "cool products." The case reveals how the company lost its edge and describes the leadership initiatives to restore its former glory. In 2012, Kazuo (Kaz) Hirai becomes CEO and successfully transforms Sony, including a... View Details
Keywords: Customer Experience; Product Differentiation; Transformation; Leadership Style; Technology Adoption; Leading Change; Electronics Industry; Media and Broadcasting Industry; Video Game Industry; Japan
Citation
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Thomke, Stefan, Atsushi Osanai, and Akiko Kanno. "Sony." Harvard Business School Case 618-045, June 2018. (Revised January 2020.)
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