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      • Faculty Publications  (231)

      Randomized Controlled ExperimentsRemove Randomized Controlled Experiments →

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      • March 24, 2020
      • Article

      Delayed Negative Effects of Prosocial Spending on Happiness

      By: Armin Falk and Thomas Graeber
      Does prosocial behavior promote happiness? We test this longstanding hypothesis in a behavioral experiment that extends the scope of previous research. In our Saving a Life paradigm, every participant either saved one human life in expectation by triggering a targeted... View Details
      Keywords: Prosocial Behavior; Altruism; Happiness; Well-being; Spending; Behavior
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      Falk, Armin, and Thomas Graeber. "Delayed Negative Effects of Prosocial Spending on Happiness." Proceedings of the National Academy of Sciences 117, no. 12 (March 24, 2020): 6463–6468.
      • March 2020
      • Article

      A Revolution in Economics? It's Just Getting Started...

      By: Shawn A. Cole, William Pariente and Anja Sautmann
      We have each experienced thrills and pain while supporting the mission of the Abdul Latif Jameel Poverty Action Lab, which facilitated many of the experiments described in the 2019 Nobel Prize citation. J-PAL in many ways seeks to fulfill what Angrist and Pischke... View Details
      Keywords: Randomized Control Trials; Economics; Research; Innovation and Invention
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      Cole, Shawn A., William Pariente, and Anja Sautmann. "A Revolution in Economics? It's Just Getting Started..." Art. 104849. World Development 127 (March 2020).
      • 2020
      • Book

      The Power of Experiments: Decision-Making in a Data-Driven World

      By: Michael Luca and Max H. Bazerman
      Have you logged into Facebook recently? Searched for something on Google? Chosen a movie on Netflix? If so, you've probably been an unwitting participant in a variety of experiments—also known as randomized controlled trials—designed to test the impact of changes to an... View Details
      Keywords: Experiments; Randomized Controlled Trials; Organizations; Decision Making; Analytics and Data Science; Management Analysis, Tools, and Techniques
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      Luca, Michael, and Max H. Bazerman. The Power of Experiments: Decision-Making in a Data-Driven World. Cambridge, MA: MIT Press, 2020.
      • Article

      Designing Social Networks: Joint Tasks and the Formation and Endurance of Network Ties

      By: Sharique Hasan and Rembrand Koning
      Can managers influence the formation of organizational networks? In this article, we evaluate the effect of joint tasks on the creation of network ties with data from a novel field experiment with 112 aspiring entrepreneurs. During the study, we randomized individuals... View Details
      Keywords: Accelerators; Entrepreneur; Social Networks; Field Experiment; Entrepreneurship; Organizational Design; Networks; Social and Collaborative Networks; Social Media; Information Technology Industry; India
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      Hasan, Sharique, and Rembrand Koning. "Designing Social Networks: Joint Tasks and the Formation and Endurance of Network Ties." Art. 4. Journal of Organization Design 9 (2020).
      • 2020
      • Book

      Experimentation Works: The Surprising Power of Business Experiments

      By: Stefan Thomke
      Don’t fly blind. See how the power of experiments works for you. When it comes to improving customer experiences, trying out new business models, or developing new products, even the most experienced managers often get it wrong. They discover that intuition,... View Details
      Keywords: Experimentation; Experiments; Market Research; Innovation and Invention; Innovation and Management; Customers; Research
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      Thomke, Stefan. Experimentation Works: The Surprising Power of Business Experiments. Boston, MA: Harvard Business Review Press, 2020.
      • February 2020
      • Article

      Tales of Two Motives: Disclosure and Concealment

      By: Leslie John, Michael L. Slepian and Diana Tamir
      We posit that the desire to disclose personal information, and the desire to conceal it, are related yet distinct psychological motives. People often wish to conceal information, such as embarrassing aspects of the self. Yet people also seek to reveal information, such... View Details
      Keywords: Disclosure; Privacy; Information; Motivation and Incentives
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      John, Leslie, Michael L. Slepian, and Diana Tamir. "Tales of Two Motives: Disclosure and Concealment." Special Issue on Privacy and Disclosure, Online and in Social Interactions edited by L. John, D. Tamir, M. Slepian. Current Opinion in Psychology 31 (February 2020).
      • January 2, 2020
      • Article

      Changes in Quality of Care After Hospital Mergers and Acquisitions

      By: Nancy Dean Beaulieu, Leemore S. Dafny, B. E. Landon, Jesse Dalton, Ifedayo Kuye and J. Michael McWilliams
      Background: The hospital industry has consolidated substantially during the past two decades and at an accelerated pace since 2010. Multiple studies have shown that hospital mergers have led to higher prices for commercially insured patients, but research about effects... View Details
      Keywords: Hospitals; Mergers and Acquisitions; Health Care and Treatment; Quality
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      Beaulieu, Nancy Dean, Leemore S. Dafny, B. E. Landon, Jesse Dalton, Ifedayo Kuye, and J. Michael McWilliams. "Changes in Quality of Care After Hospital Mergers and Acquisitions." New England Journal of Medicine 382, no. 1 (January 2, 2020): 51–59.
      • 2019
      • Article

      Time Series Experiments and Causal Estimands: Exact Randomization Tests and Trading

      By: Iavor I Bojinov and Neil Shephard
      We define causal estimands for experiments on single time series, extending the potential outcome framework to dealing with temporal data. Our approach allows the estimation of a broad class of these estimands and exact randomization based p-values for testing causal... View Details
      Keywords: Causality; Nonparametric; Potential Outcomes; Trading Costs; Mathematical Methods
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      Bojinov, Iavor I., and Neil Shephard. "Time Series Experiments and Causal Estimands: Exact Randomization Tests and Trading." Journal of the American Statistical Association 114, no. 528 (2019): 1665–1682.
      • November 9, 2019
      • Article

      Effect of Revealing Authors' Conflicts of Interests in Peer Review: Randomized Controlled Trial

      By: Leslie K. John, George Loewenstein, Andrew Marder and Michael Callaham
      Objective: To assess the impact of disclosing authors’ conflict of interest declarations to peer reviewers at a medical journal.
      Design: Randomised controlled trial.

      Setting: The study was conducted within the manuscript review process at the... View Details
      Keywords: Conflicts Of Interest; Peer Review; Randomized Controlled Trial; Scientific Publication; Conflict of Interests; Journals and Magazines; Science
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      John, Leslie K., George Loewenstein, Andrew Marder, and Michael Callaham. "Effect of Revealing Authors' Conflicts of Interests in Peer Review: Randomized Controlled Trial." BMJ: British Medical Journal 367, no. 8221 (November 9, 2019).
      • September 2019
      • Teaching Note

      Gun Safety in America: Three Leaders Propose Innovative Solutions

      By: Rosabeth Moss Kanter and Joseph Paul
      This is a teaching note to the original case: Gun violence was a significant problem in America. Three Harvard Advanced Leadership Initiative Fellows Christy Wood, Russell Sternlicht, and Gareth Glaser each decided to do something about gun safety. They each used... View Details
      Keywords: Gun Violence; Guns; Advanced Leadership; Advanced Leadership Initiative; Innovation; Innovation & Entrepreneurship; Social Change; Social Responsibility; Leadership; Change Management; Experience and Expertise; Social Entrepreneurship; Values and Beliefs; Policy; Governing Rules, Regulations, and Reforms; Leading Change; Non-Governmental Organizations; Social Issues; Corporate Social Responsibility and Impact; United States
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      Kanter, Rosabeth Moss, and Joseph Paul. "Gun Safety in America: Three Leaders Propose Innovative Solutions." Harvard Business School Teaching Note 320-005, September 2019.
      • September 2019 (Revised January 2020)
      • Case

      Gun Safety in America: Three Leaders Propose Innovative Solutions

      By: Rosabeth Moss Kanter and Joseph Paul
      Gun violence was a significant problem in America. Three Harvard Advanced Leadership Initiative Fellows Christy Wood, Russell Sternlicht, and Gareth Glaser each decided to do something about gun safety. They each used their professional and leadership experience to... View Details
      Keywords: Gun Violence; Guns; Advanced Leadership; Advanced Leadership Initiative; Innovation; Innovation & Entrepreneurship; Social Change; Social Responsibility; Leadership; Change Management; Experience and Expertise; Social Entrepreneurship; Values and Beliefs; Policy; Governing Rules, Regulations, and Reforms; Leading Change; Non-Governmental Organizations; Social Issues; Innovation and Invention; Corporate Social Responsibility and Impact; United States
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      Kanter, Rosabeth Moss, and Joseph Paul. "Gun Safety in America: Three Leaders Propose Innovative Solutions." Harvard Business School Case 320-004, September 2019. (Revised January 2020.)
      • September 2019
      • Article

      Bankruptcy Spillovers

      By: Shai Bernstein, Emanuele Colonnelli, Xavier Giroud and Benjamin Iverson
      How do different bankruptcy approaches affect the local economy? Using U.S. Census microdata, we explore the spillover effects of reorganization and liquidation on geographically proximate firms. We exploit the random assignment of bankruptcy judges as a source of... View Details
      Keywords: Agglomeration; Insolvency and Bankruptcy; Economy; Governing Rules, Regulations, and Reforms
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      Bernstein, Shai, Emanuele Colonnelli, Xavier Giroud, and Benjamin Iverson. "Bankruptcy Spillovers." Special Issue on Labor and Finance. Journal of Financial Economics 133, no. 3 (September 2019): 608–633.
      • 2019
      • Working Paper

      On Her Own Account: How Strengthening Women's Financial Control Affects Labor Supply and Gender Norms

      By: Natalia Rigol, Erica Field, Rohini Pande, Simone Schaner and Charity Troyer-Moore
      Can greater control over earned income incentivize women to work and influence gender norms? In collaboration with Indian government partners, we provided rural women with individual bank accounts and randomly varied whether their wages from a public workfare program... View Details
      Keywords: Gender Norms; Economics; Gender; Employment; Income; Societal Protocols; India
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      Rigol, Natalia, Erica Field, Rohini Pande, Simone Schaner, and Charity Troyer-Moore. "On Her Own Account: How Strengthening Women's Financial Control Affects Labor Supply and Gender Norms." NBER Working Paper Series, No. 26294, September 2019.
      • Article

      Effect of Different Financial Incentive Structures on Promoting Physical Activity Among Adults: A Randomized Clinical Trial

      By: Chethan Bachireddy, Andrew Joung, Leslie K. John, Francesca Gino, Bradford Tuckfield, Luca Foschini and Katherine L. Milkman
      Importance: Few adults engage in recommended levels of physical activity. Financial incentives can promote physical activity, but little is known about how their structure influences their effectiveness; for example, whether incentives are more effective if they are... View Details
      Keywords: Physical Activity; Financial Incentives; Motivation and Incentives; Money
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      Bachireddy, Chethan, Andrew Joung, Leslie K. John, Francesca Gino, Bradford Tuckfield, Luca Foschini, and Katherine L. Milkman. "Effect of Different Financial Incentive Structures on Promoting Physical Activity Among Adults: A Randomized Clinical Trial." JAMA Network Open 2, no. 8 (August 2019): 1–13.
      • June 2019
      • Article

      Debt Traps? Market Vendors and Moneylender Debt in India and the Philippines

      By: Dean Karlan, Sendhil Mullainathan and Benjamin Roth
      A debt trap occurs when someone takes on a high-interest rate loan and is barely able to pay back the interest, and thus perpetually finds themselves in debt (often by refinancing). Studying such practices is important for understanding financial decision-making of... View Details
      Keywords: Borrowing and Debt; Household; Personal Finance; Decision Making; Behavior; India; Philippines
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      Karlan, Dean, Sendhil Mullainathan, and Benjamin Roth. "Debt Traps? Market Vendors and Moneylender Debt in India and the Philippines." American Economic Review: Insights 1, no. 1 (June 2019): 27–42.
      • May–June 2019
      • Article

      U-Shaped Conformity in Online Social Networks

      By: Monic Sun, Michael Zhang and Feng Zhu
      We explore how people balance their needs to belong and to be different from their friends by studying their choices of a virtual-house wall color on a leading Chinese social-networking site. The setting enables us to randomize both the popular color and the adoption... View Details
      Keywords: Conformity; Normative Social Influence; Social Networks; Field Experiment; Social and Collaborative Networks; Behavior; Attitudes; Social Media
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      Sun, Monic, Michael Zhang, and Feng Zhu. "U-Shaped Conformity in Online Social Networks." Marketing Science 38, no. 3 (May–June 2019): 461–480.
      • 2019
      • Working Paper

      Bank Boards: What Has Changed Since the Financial Crisis?

      By: Shiva Rajgopal, Suraj Srinivasan and Forester Wong
      Several government-mandated committees investigating the financial crisis highlighted four key deficiencies in the composition of bank boards before the crisis: (i) group think among bank board members; (ii) absence of prior banking experience of board members; (iii)... View Details
      Keywords: Banks and Banking; Governing and Advisory Boards; Corporate Governance; Financial Crisis; Change; Diversity
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      Rajgopal, Shiva, Suraj Srinivasan, and Forester Wong. "Bank Boards: What Has Changed Since the Financial Crisis?" Harvard Business School Working Paper, No. 19-108, April 2019.
      • 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.
      • April 2019 (Revised January 2025)
      • Case

      Clear Link Technologies, LLC: Driving Sales with Peer Effects

      By: Christopher Stanton, Richard Saouma and Olivia Hull
      The importance of a good peer or coworker is widely discussed, but understanding the glue that makes coworkers valuable is less understood. This case sheds light on the importance of peers and the practices and environments that make a group greater than the sum of its... View Details
      Keywords: Talent and Talent Management; Interactive Communication; Experience and Expertise; Decision Making; Training; Design; Compensation and Benefits; Knowledge Acquisition; Knowledge Sharing; Human Capital; Working Conditions; Measurement and Metrics; Outcome or Result; Performance; Performance Improvement; Research; Sales; Salesforce Management; Motivation and Incentives; Telecommunications Industry; Utah; United States
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      Stanton, Christopher, Richard Saouma, and Olivia Hull. "Clear Link Technologies, LLC: Driving Sales with Peer Effects." Harvard Business School Case 819-072, April 2019. (Revised January 2025.)
      • April 2019
      • Article

      Shooting the Messenger

      By: Leslie John, Hayley Blunden and Heidi Liu
      Eleven experiments provide evidence that people have a tendency to “shoot the messenger,” deeming innocent bearers of bad news unlikeable. In a preregistered lab experiment, participants rated messengers who delivered bad news from a random drawing as relatively... View Details
      Keywords: Judgment; Communication; Sense-making; Attribution; Disclosure; Interpersonal Communication; Perception; Judgments; Motivation and Incentives
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      John, Leslie, Hayley Blunden, and Heidi Liu. "Shooting the Messenger." Journal of Experimental Psychology: General 148, no. 4 (April 2019): 644–666.
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