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Publications

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      • May 2019
      • Supplement

      What Does Experimentation Look Like at a Farm That Buys Your Product?

      By: Michael W. Toffel
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      Toffel, Michael W. "What Does Experimentation Look Like at a Farm That Buys Your Product?" Harvard Business School Multimedia/Video Supplement 619-709, May 2019.
      • 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.
      • April 2019
      • Article

      Incentives for Public Goods Inside Organizations: Field Experimental Evidence

      By: Andrea Blasco, Olivia S. Jung, Karim R. Lakhani and Michael Menietti
      Understanding why employees go the extra mile at work is a key problem for many organizations. We conduct a field experiment at a medical organization to study motivations for employees to submit project proposals for organizational improvement. In total, we analyze... View Details
      Keywords: Field Experiment; Innovation; Contest; Incentives; Free-rider Problem; Healthcare Organizations; Employees; Motivation and Incentives; Innovation and Invention; Organizations; Performance Improvement; Perspective
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      Blasco, Andrea, Olivia S. Jung, Karim R. Lakhani, and Michael Menietti. "Incentives for Public Goods Inside Organizations: Field Experimental Evidence." Journal of Economic Behavior & Organization 160 (April 2019): 214–229.
      • Article

      Handshaking Promotes Deal-Making by Signaling Cooperative Intent

      By: Juliana Schroeder, Jane L. Risen, Francesca Gino and Michael I. Norton
      We examine how a simple handshake—a gesture that often occurs at the outset of social interactions—can influence deal-making. Because handshakes are social rituals, they are imbued with meaning beyond their physical features. We propose that during mixed-motive... View Details
      Keywords: Handshake; Cooperation; Affiliation; Competition; Negotiation; Nonverbal Communication; Negotiation Participants; Behavior; Communication Intention and Meaning; Negotiation Deal
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      Schroeder, Juliana, Jane L. Risen, Francesca Gino, and Michael I. Norton. "Handshaking Promotes Deal-Making by Signaling Cooperative Intent." Journal of Personality and Social Psychology 116, no. 5 (May 2019): 743–768.
      • January 2019 (Revised February 2024)
      • Teaching Note

      Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

      By: Ayelet Israeli
      Teaching Note for HBS No. 519-011. As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a... View Details
      Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Consumer Behavior; Social Media; E-commerce
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      Israeli, Ayelet. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Teaching Note 519-056, January 2019. (Revised February 2024.)
      • Article

      Diversity Thresholds: How Social Norms, Visibility, and Scrutiny Relate to Group Composition

      By: Edward H. Chang, Katherine L. Milkman, Dolly Chugh and Modupe Akinola
      Across a field study and four experiments, we examine how social norms and scrutiny affect decisions about adding members of underrepresented populations (e.g., women, racial minorities) to groups. When groups are scrutinized, we theorize that decision makers strive to... View Details
      Keywords: Social Norms; Impression Management; Groups and Teams; Governing and Advisory Boards; Diversity; Gender; Decision Making
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      Chang, Edward H., Katherine L. Milkman, Dolly Chugh, and Modupe Akinola. "Diversity Thresholds: How Social Norms, Visibility, and Scrutiny Relate to Group Composition." Academy of Management Journal 62, no. 1 (February 2019): 144–171.
      • Article

      Faithful and Customizable Explanations of Black Box Models

      By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec
      As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details
      Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework
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      Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
      • January 2019
      • Article

      Increasing the Electoral Participation of Immigrants: Experimental Evidence from France

      By: Vincent Pons and Guillaume Liegey
      Improving the political participation of immigrants could advance their interests and foster their integration into receiving countries. In this study, 23,800 citizens were randomly assigned to receive visits from political activists during the lead-up to the 2010... View Details
      Keywords: Electoral Behavior; Immigrants; Voting; Political Elections; Behavior; France
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      Pons, Vincent, and Guillaume Liegey. "Increasing the Electoral Participation of Immigrants: Experimental Evidence from France." Economic Journal 129, no. 617 (January 2019): 481–508. (Also Harvard Business School Working Paper, No. 16-094, February 2016.)
      • January 2019
      • Article

      Making Moves Matter: Experimental Evidence on Incentivizing Bureaucrats Through Performance-Based Postings

      By: Adnan Q. Khan, Asim Ijaz Khwaja and Benjamin A. Olken
      Bureaucracies often post staff to better or worse locations, ostensibly to provide incentives. Yet we know little about whether this works, with heterogeneity in preferences over postings impacting effectiveness. We propose a performance-ranked serial dictatorship... View Details
      Keywords: Serial Dictatorship Mechanism; Employment; Geographic Location; Motivation and Incentives; Performance
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      Khan, Adnan Q., Asim Ijaz Khwaja, and Benjamin A. Olken. "Making Moves Matter: Experimental Evidence on Incentivizing Bureaucrats Through Performance-Based Postings." American Economic Review 109, no. 1 (January 2019): 237–270.
      • January 2019
      • Article

      The ABCs of Financial Education: Experimental Evidence on Attitudes, Behavior, and Cognitive Biases

      By: Fenella Carpena, Shawn A. Cole, Jeremy Shapiro and Bilal Zia
      This paper uses a large-scale field experiment in India to study attitudinal, behavioral, and cognitive constraints that can stymie the link between financial education and financial outcomes. The study complements financial education with (1) financial incentives on a... View Details
      Keywords: Finance; Education; Attitudes; Behavior; Outcome or Result
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      Carpena, Fenella, Shawn A. Cole, Jeremy Shapiro, and Bilal Zia. "The ABCs of Financial Education: Experimental Evidence on Attitudes, Behavior, and Cognitive Biases." Management Science 65, no. 1 (January 2019): 346–369.
      • November 2018
      • Article

      Global Evidence on Economic Preferences

      By: Armin Falk, Anke Becker, Thomas Dohmen, Benjamin Enke, David Huffman and Uwe Sunde
      This article studies the global variation in economic preferences. For this purpose, we present the Global Preference Survey (GPS), an experimentally validated survey data set of time preference, risk preference, positive and negative reciprocity, altruism, and trust... View Details
      Keywords: Economic Preferences; Economics; Behavior; Surveys; Analytics and Data Science; Global Range
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      Falk, Armin, Anke Becker, Thomas Dohmen, Benjamin Enke, David Huffman, and Uwe Sunde. "Global Evidence on Economic Preferences." Quarterly Journal of Economics 113, no. 4 (November 2018): 1645–1692.
      • October 2018
      • Case

      Booking.com

      By: Stefan Thomke and Daniela Beyersdorfer
      The case reveals how Booking.com has become the world's leading travel accommodation platform. The company has put online experimentation at the heart of how it designs digital experiences for its customers and partners. To unlock the potential of large-scale testing,... View Details
      Keywords: Travel; Product Innovation; Experimentation; A/B Testing; User Experience Design; Product Development; Product Design; Innovation and Management; Transformation; Information Technology; Digital Transformation; Travel Industry
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      Thomke, Stefan, and Daniela Beyersdorfer. "Booking.com." Harvard Business School Case 619-015, October 2018.
      • October 2018 (Revised February 2020)
      • Case

      Commonwealth Bank of Australia: Unbanklike Experimentation

      By: Ryan W. Buell and Leslie K. John
      Email mking@hbs.edu for a courtesy copy.

      In August 2017, Commonwealth Bank of Australia was looking for ways to differentiate itself from competing banks and was also trying to improve the financial well-being of... View Details
      Keywords: Transparency; Experimentation; Banks and Banking; Credit Cards; Customer Focus and Relationships; Competitive Strategy; Banking Industry; Australia
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      Buell, Ryan W., and Leslie K. John. "Commonwealth Bank of Australia: Unbanklike Experimentation." Harvard Business School Case 619-018, October 2018. (Revised February 2020.)
      • October 2018 (Revised September 2020)
      • Case

      Testing Autonomy in Pittsburgh

      By: Mitchell Weiss and Brittany Urick
      Pittsburgh’s mayor had been among the first to welcome self-driving vehicles but was now one of many needing to react after a pedestrian fatality involving an autonomous Uber in Arizona. He had originally preferred to roll out “the red carpet” instead of the “red... View Details
      Keywords: Public Entrepreneurship; Government Innovation; Government Experimentation; Autonomous Vehicles; Mayor; Mayor Peduto; Cities; Mobility; Automation; Uber; Argo Ai; Aurora Innovation; Aptiv; Entrepreneurship; Public Sector; Innovation and Invention; Transportation; City; Safety; Business and Government Relations; Transportation Industry; Auto Industry; United States; Pennsylvania; Pittsburgh
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      Weiss, Mitchell, and Brittany Urick. "Testing Autonomy in Pittsburgh." Harvard Business School Case 819-059, October 2018. (Revised September 2020.)
      • August 2018 (Revised February 2023)
      • Case

      Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

      By: Jill Avery and Ayelet Israeli
      As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details
      Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Social Media; E-commerce; Analytics and Data Science; Health Industry; Consumer Products Industry; United States; North America; Europe
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      Avery, Jill, and Ayelet Israeli. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Case 519-011, August 2018. (Revised February 2023.)
      • June 2018
      • Teaching Note

      LabCDMX: Experiment 50

      By: Mitchell Weiss and Matt Higgins
      Teaching Note for HBS No. 817-031. View Details
      Keywords: Public Entrepreneurship; Experimentation; Lean Startup; Government; Innovation; Crowdsourcing; Open Data; Mexico City; Mexico; Entrepreneurship; Innovation and Invention; Social Entrepreneurship; Government Administration; Transportation; Innovation Leadership; Transportation Industry; Public Administration Industry; Mexico; Mexico City
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      Weiss, Mitchell, and Matt Higgins. "LabCDMX: Experiment 50." Harvard Business School Teaching Note 818-135, June 2018.
      • June 2018
      • Article

      Cost of Experimentation and the Evolution of Venture Capital

      By: Michael Ewens, Ramana Nanda and Matthew Rhodes-Kropf
      We study how technological shocks to the cost of starting new businesses have led the venture capital model to adapt in fundamental ways over the prior decade. We both document and provide a framework to understand the changes in the investment strategy of VCs in... View Details
      Keywords: Innovation; Investing; Abandonment Option; Technological Innovation; Venture Capital; Investment
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      Ewens, Michael, Ramana Nanda, and Matthew Rhodes-Kropf. "Cost of Experimentation and the Evolution of Venture Capital." Journal of Financial Economics 128, no. 3 (June 2018): 422–442.
      • May 2018
      • Article

      The Downside of Downtime: The Prevalence and Work Pacing Consequences of Idle Time at Work

      By: Andrew Brodsky and Teresa M. Amabile
      Although both media commentary and academic research have focused much attention on the dilemma of employees being too busy, this paper presents evidence of the opposite phenomenon, in which employees do not have enough work to fill their time and are left with hours... View Details
      Keywords: Employees; Working Conditions; Performance Consistency; Performance Productivity
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      Brodsky, Andrew, and Teresa M. Amabile. "The Downside of Downtime: The Prevalence and Work Pacing Consequences of Idle Time at Work." Journal of Applied Psychology 103, no. 5 (May 2018): 496–512.
      • March 2018 (Revised September 2023)
      • Case

      X: The Foghorn Decision

      By: Robert S. Huckman, Karim R. Lakhani and Kyle R. Myers
      In February 2016, Kathy Hannun—a project leader at X, Alphabet Inc.'s so-called "moonshot factory"—had to prepare a recommendation for the senior leadership of X regarding the future of Foghorn, a project she was leading to develop a carbon-neutral process for... View Details
      Keywords: Innovation; R&D Project Management; Radical Innovation; Clean Technology; Innovation and Management; Technological Innovation; Energy; Research and Development; Projects; Management; Decision Choices and Conditions; Technology Industry; Energy Industry; Green Technology Industry; California
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      Huckman, Robert S., Karim R. Lakhani, and Kyle R. Myers. "X: The Foghorn Decision." Harvard Business School Case 618-060, March 2018. (Revised September 2023.)
      • March 2018
      • Article

      How Context Affects Choice

      By: Raphael Thomadsen, Robert P. Rooderkerk, On Amir, Neeraj Arora, Bryan Bollinger, Karsten Hansen, Leslie John, Wendy Liu, Aner Sela, Vishal Singh, K. Sudhir and Wendy Wood
      Due to its origins in the literature on judgment and decision-making, context effects in marketing are construed exclusively in terms of how choices deviate from utility maximization principles as a function of how choices are presented (e.g., framing, sequence,... View Details
      Keywords: Decision Making; Decision Choices and Conditions; Situation or Environment; Consumer Behavior
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      Thomadsen, Raphael, Robert P. Rooderkerk, On Amir, Neeraj Arora, Bryan Bollinger, Karsten Hansen, Leslie John, Wendy Liu, Aner Sela, Vishal Singh, K. Sudhir, and Wendy Wood. "How Context Affects Choice." Special Issue on 2016 Choice Symposium. Customer Needs and Solutions 5, nos. 1-2 (March 2018): 3–14.
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