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Publications

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    • All HBS Web  (2,097)
      • Faculty Publications  (217)

      Quasi Field ExperimentRemove Quasi Field Experiment →

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      • 2016
      • Working Paper

      Do Network Dynamics Undermine Idea-based Network Advantages? Experimental Results from an Entrepreneurship Bootcamp

      By: Rembrand Koning
      Do networks plentiful in ideas provide early stage startups with performance advantages? On the one hand, network positions that provide access to a multitude of ideas are thought to increase team performance. On the other hand, research on network formation argues... View Details
      Keywords: Networks; Performance; Business Startups; Business Strategy
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      Koning, Rembrand. "Do Network Dynamics Undermine Idea-based Network Advantages? Experimental Results from an Entrepreneurship Bootcamp." Working Paper, August 2016.
      • 2016
      • Chapter

      Innovation Experiments: Researching Technical Advance, Knowledge Production and the Design of Supporting Institutions

      By: Kevin J. Boudreau and Karim R. Lakhani
      This paper discusses several challenges in designing field experiments to better understand how organizational and institutional design shapes innovation outcomes and the production of knowledge. We proceed to describe the field experimental research program carried... View Details
      Keywords: Organizational Design; Research; Knowledge; Innovation and Invention
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      Boudreau, Kevin J., and Karim R. Lakhani. "Innovation Experiments: Researching Technical Advance, Knowledge Production and the Design of Supporting Institutions." In Innovation Policy and the Economy, Volume 16, edited by William R. Kerr, Josh Lerner, and Scott Stern, 135–167. National Bureau of Economic Research, and University of Chicago Press, 2016.
      • Article

      Gathering Data for Archival, Field, Survey, and Experimental Accounting Research

      By: Robert Bloomfield, Mark W. Nelson and Eugene F. Soltes
      In the published proceedings of the first Journal of Accounting Research Conference, Vatter (1966) lamented that “Gathering direct and original facts is a tedious and difficult task, and it is not surprising that such work is avoided.” For the 50th JAR Conference,... View Details
      Keywords: Archival; Data; Experiment; Empirical Methods; Field Study; Analytics and Data Science; Surveys; Financial Reporting
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      Bloomfield, Robert, Mark W. Nelson, and Eugene F. Soltes. "Gathering Data for Archival, Field, Survey, and Experimental Accounting Research." Journal of Accounting Research 54, no. 2 (May 2016): 341–395.
      • Article

      The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment

      By: Eva Ascarza, Raghuram Iyengar and Martin Schleicher
      Facing the issue of increasing customer churn, many service firms have begun recommending pricing plans to their customers. One reason behind this type of retention campaign is that customers who subscribe to a plan suitable for them should be less likely to churn... View Details
      Keywords: Churn/retention; Field Experiment; Pricing; Tariff/plan Choice; Targeting; Customer Relationship Management; Price; Performance Effectiveness
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      Ascarza, Eva, Raghuram Iyengar, and Martin Schleicher. "The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 53, no. 1 (February 2016): 46–60.
      • Winter 2016
      • Article

      Analytics for an Online Retailer: Demand Forecasting and Price Optimization

      By: Kris J. Ferreira, Bin Hong Alex Lee and David Simchi-Levi
      We present our work with an online retailer, Rue La La, as an example of how a retailer can use its wealth of data to optimize pricing decisions on a daily basis. Rue La La is in the online fashion sample sales industry, where they offer extremely limited-time... View Details
      Keywords: Internet and the Web; Price; Forecasting and Prediction; Revenue; Sales; Retail Industry
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      Ferreira, Kris J., Bin Hong Alex Lee, and David Simchi-Levi. "Analytics for an Online Retailer: Demand Forecasting and Price Optimization." Manufacturing & Service Operations Management 18, no. 1 (Winter 2016): 69–88.
      • 2019
      • Working Paper

      The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets

      By: Achal Bassamboo, Ruomeng Cui and Antonio Moreno
      Prediction is an important activity in various business processes, but it becomes difficult when historical information is not available, such as forecasting demand of a new product. One approach that can be applied in such situations is to crowdsource opinions from... View Details
      Keywords: Wisdom Of Crowds; Demand Forecasting; Price Forecasting; Forecasting and Prediction; Social and Collaborative Networks; Size; Performance
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      Bassamboo, Achal, Ruomeng Cui, and Antonio Moreno. "The Wisdom of Crowds in Operations: Forecasting Using Prediction Markets." Working Paper, 2019.
      • September 2015 (Revised March 2025)
      • Technical Note

      FIELD Global Capstone: Developing Customer Empathy

      By: Jill Avery
      The Design Thinking process begins with empathizing with potential customers. Empathizing, being aware of, interpreting, and understanding the thoughts of others, as well as being able to vicariously experience them oneself, requires the careful and deliberate study of... View Details
      Keywords: Market Research; Design Thinking; Customer Behavior; Ethnography; Interviews; Surveys; A/B Testing; Experimentation; Marketing; Customer Focus and Relationships; Consumer Behavior; Demand and Consumers
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      Avery, Jill. "FIELD Global Capstone: Developing Customer Empathy." Harvard Business School Technical Note 316-082, September 2015. (Revised March 2025.)
      • 2015
      • Book

      What Great Service Leaders Know and Do: Creating Breakthroughs in Service Firms

      By: James L. Heskett, W. Earl Sasser and Leonard A. Schlesinger
      Based on decades of collective field experiences, the authors present anecdotal evidence in support of eight things that great service leaders know and do. Great service leaders know that (1) leading a breakthrough service is different, and they take steps to ensure... View Details
      Keywords: Management; Leadership; Service Operations; Service Delivery
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      Heskett, James L., W. Earl Sasser, and Leonard A. Schlesinger. What Great Service Leaders Know and Do: Creating Breakthroughs in Service Firms. Oakland, CA: Berrett-Koehler Publishers, 2015.
      • 2015
      • Working Paper

      Incentives versus Reciprocity: Insights from a Field Experiment

      By: Doug J. Chung and Das Narayandas
      We conduct a field experiment in which we vary the sales force compensation scheme at an Asian enterprise that sells consumer durable goods. With variation generated by the experimental treatments, we model sales force performance to identify the effectiveness of... View Details
      Keywords: Sales Force Compensation; Field Experiment; Heterogeneity; Loss Aversion; Reciprocity; Motivation and Incentives; Salesforce Management; Compensation and Benefits
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      Chung, Doug J., and Das Narayandas. "Incentives versus Reciprocity: Insights from a Field Experiment." Harvard Business School Working Paper, No. 15-084, April 2015. (Revised November 2015.)
      • Article

      The Effect of Providing Peer Information on Retirement Savings Decisions

      By: John Beshears, James J. Choi, David Laibson, Brigitte C. Madrian and Katherine L. Milkman
      Using a field experiment in a 401(k) plan, we measure the effect of disseminating information about peer behavior on savings. Low-saving employees received simplified plan enrollment or contribution increase forms. A randomized subset of forms stated the fraction of... View Details
      Keywords: Saving; Decision Choices and Conditions; Retirement
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      Beshears, John, James J. Choi, David Laibson, Brigitte C. Madrian, and Katherine L. Milkman. "The Effect of Providing Peer Information on Retirement Savings Decisions." Journal of Finance 70, no. 3 (June 2015): 1161–1201.
      • February 2015
      • Article

      'Open' Disclosure of Innovations, Incentives and Follow-on Reuse: Theory on Processes of Cumulative Innovation and a Field Experiment in Computational Biology

      By: Kevin J. Boudreau and Karim R. Lakhani
      Most of society's innovation systems―academic science, the patent system, open source, etc.―are "open" in the sense that they are designed to facilitate knowledge disclosure among innovators. An essential difference across innovation systems is whether disclosure is of... View Details
      Keywords: Open Innovation; Cumulative Innovation; Incentives; Search; Disclosure And Access; Knowledge Sharing; Motivation and Incentives; Collaborative Innovation and Invention
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      Boudreau, Kevin J., and Karim R. Lakhani. "'Open' Disclosure of Innovations, Incentives and Follow-on Reuse: Theory on Processes of Cumulative Innovation and a Field Experiment in Computational Biology." Research Policy 44, no. 1 (February 2015): 4–19.
      • Article

      Contingent Match Incentives Increase Donations

      By: Lalin Anik, Michael I. Norton and Dan Ariely
      We propose a new means by which non-profits can induce donors to give today and commit to giving in the future: contingent match incentives, in which matching is made contingent on the percentage of others who give (e.g., "if X% of others give, we will match all... View Details
      Keywords: Matching Donations; Social Proof; Prosocial Behavior; Charitable Giving; Plausibility; Motivation and Incentives; Philanthropy and Charitable Giving
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      Anik, Lalin, Michael I. Norton, and Dan Ariely. "Contingent Match Incentives Increase Donations." Journal of Marketing Research (JMR) 51, no. 6 (December 2014): 790–801.
      • December 2014
      • Article

      The Discipline of Business Experimentation

      By: Stefan Thomke and Jim Manzi
      The data you already have can't tell you how customers will react to innovations. To discover if a truly novel concept will succeed, you must subject it to a rigorous experiment. In most companies, tests do not adhere to scientific and statistical principles. As a... View Details
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      Thomke, Stefan, and Jim Manzi. "The Discipline of Business Experimentation." Harvard Business Review 92, no. 12 (December 2014): 70–79.
      • November 2014
      • Case

      Napalm: From Soldiers Field to Trang Bang

      By: Tom Nicholas and Jonas Peter Akins
      Napalm is one of the most destructive weapons ever to be invented. Yet, at its original inception it was nothing more than a technical challenge, and it was never intended to be used in indiscriminate antipersonnel warfare. The pathway of its development by a Harvard... View Details
      Keywords: Moral Sensibility; War; Chemicals; Research and Development; Chemical Industry; Viet Nam; Cambridge; United States
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      Nicholas, Tom, and Jonas Peter Akins. "Napalm: From Soldiers Field to Trang Bang." Harvard Business School Case 815-060, November 2014.
      • Article

      Getting the Most Out of Giving: Concretely Framing a Prosocial Goal Maximizes Happiness

      By: Melanie Rudd, Jennifer Aaker and Michael I. Norton
      Across six field and laboratory experiments, participants assigned a more concretely-framed prosocial goal (e.g., making someone smile or increasing recycling) felt happier and reported creating greater personal happiness after performing a goal-directed act of... View Details
      Keywords: Prosocial Behavior; Goal Framing; Affective Forecasting; Goals and Objectives; Happiness; Philanthropy and Charitable Giving
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      Rudd, Melanie, Jennifer Aaker, and Michael I. Norton. "Getting the Most Out of Giving: Concretely Framing a Prosocial Goal Maximizes Happiness." Journal of Experimental Social Psychology 54 (September 2014): 11–24.
      • September 2014
      • Article

      OSHA Inspections Should Be Welcome: Results from a Natural Field Experiment in California

      By: David I. Levine and Michael W. Toffel
      For companies with strong internal occupational safety and health auditing programs, OSHA inspections might seem a formality that risk uncovering, at most, nitpicky deviations from the thousands of pages of safety regulations. For those with poor safety practices, OSHA... View Details
      Keywords: Business and Government Relations; Operations; Safety; Governance Compliance; United States; California
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      Levine, David I., and Michael W. Toffel. "OSHA Inspections Should Be Welcome: Results from a Natural Field Experiment in California." The Compass (Newsletter of the American Society of Safety Engineers) 14, no. 1 (September 2014): 4.
      • Article

      Learning Through Noticing: Theory and Evidence from a Field Experiment

      By: Rema Hanna, Sendhil Mullainathan and Joshua Schwartzstein
      We consider a model of technological learning under which people "learn through noticing": they choose which input dimensions to attend to and subsequently learn about from available data. Using this model, we show how people with a great deal of experience may... View Details
      Keywords: Perception; Behavior; Learning
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      Hanna, Rema, Sendhil Mullainathan, and Joshua Schwartzstein. "Learning Through Noticing: Theory and Evidence from a Field Experiment." Quarterly Journal of Economics 129, no. 3 (August 2014): 1311–1353. (Online Appendix.)
      • May 2014
      • Article

      Dynamics of Demand for Index Insurance: Evidence from a Long-Run Field Experiment

      By: Shawn A. Cole, Daniel Stein and Jeremy Tobacman
      This paper estimates how experimentally-manipulated experiences with a novel financial product, rainfall index insurance, affect subsequent insurance demand. Using a seven-year panel, we develop three main findings. First, recent experience matters for demand,... View Details
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      Cole, Shawn A., Daniel Stein, and Jeremy Tobacman. "Dynamics of Demand for Index Insurance: Evidence from a Long-Run Field Experiment." American Economic Review: Papers and Proceedings 104, no. 5 (May 2014): 284–290.
      • April 2014
      • Case

      Ford Motor Company: Blueprint for Mobility

      By: Karim R. Lakhani, Marco Iansiti and Noah Fisher
      Mark Fields, Ford Motor Company's COO, had to ensure the company's current business model of building cars and trucks remained strong, while concurrently navigating the company into the rapidly expanding industry of personal mobility. Personal mobility required new... View Details
      Keywords: Automobiles; Automobile Manufacturing; Ford Motor Company; Mark Fields; Blueprint For Mobility; Dearborn; Michigan; Car Sharing; Parking; On-demand Ride Sharing; Strategy; Business Model; Auto Industry; Michigan; United States
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      Lakhani, Karim R., Marco Iansiti, and Noah Fisher. "Ford Motor Company: Blueprint for Mobility." Harvard Business School Case 614-018, April 2014.
      • 2014
      • Working Paper

      The Organizational and Geographic Drivers of Absorptive Capacity: An Empirical Analysis of Pharmaceutical R&D Laboratories

      By: Francesca Lazzeri and Gary P. Pisano
      Scholars and practitioners alike now recognize that a firm's capacity to assimilate and use know-how from external sources—what Cohen and Levinthal (1990) called "absorptive capacity"—plays a central role in innovation performance. In recent years, a common strategy... View Details
      Keywords: Geographic Location; Industry Clusters; Knowledge Acquisition; Pharmaceutical Industry; San Francisco; San Diego; Massachusetts
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      Lazzeri, Francesca, and Gary P. Pisano. "The Organizational and Geographic Drivers of Absorptive Capacity: An Empirical Analysis of Pharmaceutical R&D Laboratories." Harvard Business School Working Paper, No. 14-098, April 2014.
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