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    • All HBS Web  (6,645)
      • Faculty Publications  (179)

      Experiment Design Remove Experiment Design →

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      Design and Analysis of Switchback Experiments
      Form and Function in Experimental Design
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      • 2021
      • Working Paper

      Population Interference in Panel Experiments

      By: Iavor I Bojinov, Kevin Wu Han and Guillaume Basse
      The phenomenon of population interference, where a treatment assigned to one experimental unit affects another experimental unit's outcome, has received considerable attention in standard randomized experiments. The complications produced by population interference in...  View Details
      Keywords: Finite Population; Potential Outcomes; Dynamic Causal Effects; Mathematical Methods
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      Bojinov, Iavor I., Kevin Wu Han, and Guillaume Basse. "Population Interference in Panel Experiments." Harvard Business School Working Paper, No. 21-100, March 2021.
      • March 2021
      • Article

      Opting-in to Prosocial Incentives

      By: Daniel Schwartz, Elizabeth A. Keenan, Alex Imas and Ayelet Gneezy
      The design of effective incentive schemes that are both successful in motivating employees and keeping down costs is of critical importance. Research has demonstrated that prosocial incentives, where individuals’ effort benefits a charitable organization, can sometimes...  View Details
      Keywords: Incentives; Prosocial Behavior; Behavioral Economics; Field Experiments; Recycling; Prosocial Motivation; Decision Making; Motivation and Incentives; Behavior
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      Schwartz, Daniel, Elizabeth A. Keenan, Alex Imas, and Ayelet Gneezy. "Opting-in to Prosocial Incentives." Organizational Behavior and Human Decision Processes 163 (March 2021): 132–141.
      • March 2021
      • Article

      Last Place Aversion in Queues

      By: Ryan W. Buell
      This paper documents the effects of last place aversion in queues and its implications for customer experiences and behaviors as well as for operating performance. An observational analysis of customers queuing at a grocery store, and four online studies in which...  View Details
      Keywords: Behavioral Operations; Queues; Reference Effects; Last Place Aversion; Transparency; Customers; Behavior; Satisfaction; Service Operations
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      Buell, Ryan W. "Last Place Aversion in Queues." Management Science 67, no. 3 (March 2021): 1430–1452.
      • January 2021
      • Teaching Note

      The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A) and (B)

      By: Ashley V. Whillans
      This case describes the experiences of Michael Sanders—the Chief Executive of the What Works Center for Children’s Social Care—as he led the design and implementation of a program of research aimed at improving the social care system in the United Kingdom (UK) at the...  View Details
      Keywords: Non-cash Compensation; Behavioral Science; Employees; Well-being; Compensation and Benefits; United Kingdom
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      Whillans, Ashley V. "The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A) and (B)." Harvard Business School Teaching Note 921-021, January 2021.
      • January 2021 (Revised March 2021)
      • Case

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Jill Avery, Ayelet Israeli and Emma von Maur
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on...  View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; Ai; Ai Algorithms; Ai Creativity; Fashion; Retail; Retail Analytics; Digital Marketing; E-commerce; E-commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; Marketing Channels; "marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Data and Data Sets; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Online Advertising; Online Technology; Mobile Technology; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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      Avery, Jill, Ayelet Israeli, and Emma von Maur. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Case 521-070, January 2021. (Revised March 2021.)
      • December 2020 (Revised February 2021)
      • Case

      IBM Watson at MD Anderson Cancer Center

      By: Shane Greenstein, Mel Martin and Sarkis Agaian
      After discovering that their cancer diagnostic tool, designed to leverage the cloud computing power of IBM Watson, needed greater integration into the clinical processes at the MD Anderson Cancer Center, the development team had difficult choices to make. The Oncology...  View Details
      Keywords: Decision Making; Innovation Strategy; Knowledge Management; Knowledge Use and Leverage; Operations; Failure; Technology; Information Technology; Software; Health Care and Treatment; Product Development; Health Industry; Information Technology Industry; Technology Industry; United States; Houston; Texas
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      Greenstein, Shane, Mel Martin, and Sarkis Agaian. "IBM Watson at MD Anderson Cancer Center." Harvard Business School Case 621-022, December 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      Translating Information into Action: A Public Health Experiment in Bangladesh

      By: Reshmaan Hussam, Kailash Pandey, Abu Shonchoy and Chikako Yamauchi
      Standard models of technology adoption posit learning as the basis of adoption. However, hygiene campaigns centered around information provision have been overwhelmingly unsuccessful in changing behavior and improving child health across the developing world. We design...  View Details
      Keywords: Handwashing; Public Health; Health; Information; Behavior; Change
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      Hussam, Reshmaan, Kailash Pandey, Abu Shonchoy, and Chikako Yamauchi. "Translating Information into Action: A Public Health Experiment in Bangladesh." Working Paper, December 2020.
      • 2020
      • Working Paper

      The Twofold Effect of Customer Retention in Freemium Settings

      By: Eva Ascarza, Oded Netzer and Julian Runge
      The main tradeoff in designing freemium services is how much of the product to offer for free. At the heart of such a tradeoff is the balancing act of providing a valuable free product in order to acquire and engage consumers, while making the free product limited...  View Details
      Keywords: Freemium; Retention/churn; Field Experiment; Field Experiments; Gaming; Gaming Industry; Mobile App; Mobile App Industry; Monetization; Monetization Strategy; Games, Gaming, and Gambling; Mobile Technology; Customers; Retention; Product Design; Strategy
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      Ascarza, Eva, Oded Netzer, and Julian Runge. "The Twofold Effect of Customer Retention in Freemium Settings." Harvard Business School Working Paper, No. 21-062, November 2020.
      • October 2020 (Revised December 2020)
      • Case

      The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A)

      By: Ashley V. Whillans and Shibeal O'Flaherty
      This case describes the experiences of Michael Sanders—the Chief Executive of the What Works Center for Children’s Social Care—as he led the design and implementation of a program of research aimed at improving the social care system in the United Kingdom (UK) at the...  View Details
      Keywords: Non-cash Compensation; Behavioral Science; Employees; Welfare; Compensation and Benefits; Well-being; United Kingdom
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      Whillans, Ashley V., and Shibeal O'Flaherty. "The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A)." Harvard Business School Case 921-020, October 2020. (Revised December 2020.)
      • October 2020
      • Supplement

      The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (B)

      By: Ashley V. Whillans and Shibeal O'Flaherty
      This case describes the experiences of Michael Sanders—the Chief Executive of the What Works Center for Children’s Social Care—as he led the design and implementation of a program of research aimed at improving the social care system in the United Kingdom (UK) at the...  View Details
      Keywords: Non-cash Compensation; Behavioral Science; Employees; Well-being; Compensation and Benefits; United Kingdom
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      Whillans, Ashley V., and Shibeal O'Flaherty. "The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (B)." Harvard Business School Supplement 921-022, October 2020.
      • September 2020
      • Case

      True North: Pioneering Analytics, Algorithms and Artificial Intelligence

      By: Karim R. Lakhani, Kairavi Dey and Hannah Mayer
      True North was a private equity fund that specialized in the growth and buyout of mid-market, India-centric companies. The leadership team initially believed that technology was not core to traditional businesses and steered clear of new age technology-oriented...  View Details
      Keywords: Artificial Intelligence; Technology; Management; Operations; Organizations; Leadership; Innovation and Invention; Business Model; Computer Industry; Technology Industry
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      Lakhani, Karim R., Kairavi Dey, and Hannah Mayer. "True North: Pioneering Analytics, Algorithms and Artificial Intelligence." Harvard Business School Case 621-042, September 2020.
      • September 2020 (Revised February 2021)
      • Case

      Zameer Kassam Fine Jewelry: Engaging Clients

      By: Ryan W. Buell and Amy Klopfenstein
      Zameer Kassam Fine Jewelry (ZKFJ) designs custom engagement rings that tell the story of a couple’s relationship. The case describes the company’s process for engaging clients, which has historically been a relatively offline, high-touch experience. Obliged by...  View Details
      Keywords: Customer Engagement; Service Delivery; Health Pandemics; Online Technology; Customer Satisfaction; Organizational Change and Adaptation; Growth and Development; Retail Industry
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      Buell, Ryan W., and Amy Klopfenstein. "Zameer Kassam Fine Jewelry: Engaging Clients." Harvard Business School Case 621-043, September 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      Design and Analysis of Switchback Experiments

      By: Iavor I Bojinov, David Simchi-Levi and Jinglong Zhao
      In switchback experiments, a firm sequentially exposes an experimental unit to a random treatment, measures its response, and repeats the procedure for several periods to determine which treatment leads to the best outcome. Although practitioners have widely adopted...  View Details
      Keywords: Switchback Experiments; Design; Analysis; Mathematical Methods
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      Bojinov, Iavor I., David Simchi-Levi, and Jinglong Zhao. "Design and Analysis of Switchback Experiments." Harvard Business School Working Paper, No. 21-034, September 2020.
      • August 2020
      • Article

      Workplace Knowledge Flows

      By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
      We conducted a field experiment in a sales firm to test whether improving knowledge flows between coworkers affects productivity. Our design allows us to compare different management practices and to isolate whether frictions to knowledge transmission primarily reside...  View Details
      Keywords: Knowledge Sharing; Interpersonal Communication; Employees; Performance Productivity; Sales; Motivation and Incentives
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      Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Workplace Knowledge Flows." Quarterly Journal of Economics 135, no. 3 (August 2020): 1635–1680.
      • August 2020
      • Article

      Does Spending Money on Others Promote Happiness? A Registered Replication Report

      By: Lara B. Aknin, Elizabeth W. Dunn, Jason Proulx, Iris Lok and Michael I. Norton
      Research indicates that spending money on others—prosocial spending—leads to greater happiness than spending money on oneself (e.g., Dunn, Aknin, & Norton, 2008, 2014). These findings have received widespread attention because they offer insight into why people engage...  View Details
      Keywords: Prosocial Spending; Generosity; Well-being; Replication; Happiness; Behavior; Spending
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      Aknin, Lara B., Elizabeth W. Dunn, Jason Proulx, Iris Lok, and Michael I. Norton. "Does Spending Money on Others Promote Happiness? A Registered Replication Report." Journal of Personality and Social Psychology 119, no. 2 (August 2020).
      • Article

      Forgoing Earned Incentives to Signal Pure Motives

      By: Erika L. Kirgios, Edward H. Chang, Emma E. Levine, Katherine L. Milkman and Judd B. Kessler
      Policy makers, employers, and insurers often provide financial incentives to encourage citizens, employees, and customers to take actions that are good for them or for society (e.g., energy conservation, healthy living, safe driving). Although financial incentives are...  View Details
      Keywords: Incentives; Motivation Laundering; Self-signaling; Motivation and Incentives; Behavior; Perception
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      Kirgios, Erika L., Edward H. Chang, Emma E. Levine, Katherine L. Milkman, and Judd B. Kessler. "Forgoing Earned Incentives to Signal Pure Motives." Proceedings of the National Academy of Sciences 117, no. 29 (July 21, 2020): 16891–16897.
      • 2020
      • Working Paper

      When Do Experts Listen to Other Experts? The Role of Negative Information in Expert Evaluations for Novel Projects

      By: Jacqueline N. Lane, Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan and Karim R. Lakhani
      The evaluation of novel projects lies at the heart of scientific and technological innovation, and yet literature suggests that this process is subject to inconsistency and potential biases. This paper investigates the role of information sharing among experts as the...  View Details
      Keywords: Project Evaluation; Innovation; Knowledge Frontier; Negativity Bias; Projects; Innovation and Invention; Information; Diversity; Judgments
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      Lane, Jacqueline N., Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan, and Karim R. Lakhani. "When Do Experts Listen to Other Experts? The Role of Negative Information in Expert Evaluations for Novel Projects." Harvard Business School Working Paper, No. 21-007, July 2020. (Revised November 2020.)
      • July 2020
      • Case

      Kathy Fish at Procter & Gamble: Navigating Industry Disruption by Disrupting from Within

      By: Emily Truelove, Linda A. Hill and Emily Tedards
      When Kathy Fish, Procter & Gamble’s Chief Research, Development & Innovation Officer, and a 40-year company veteran, stepped into her role in 2014, she was concerned that the world’s leading consumer packaged goods company had lost its capability to produce a steady...  View Details
      Keywords: Female Protagonist; Organizational Change; Organizational Behavior; Culture Change; Digital; Digital Transformation; Innovation; Lean Startup; Experimentation; Metrics; Consumer Packaged Goods (cpg); Leadership; Leading Change; Change Management; Organizational Culture; Organizational Change and Adaptation; Disruption; Innovation and Invention
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      Truelove, Emily, Linda A. Hill, and Emily Tedards. "Kathy Fish at Procter & Gamble: Navigating Industry Disruption by Disrupting from Within." Harvard Business School Case 421-012, July 2020.
      • Article

      Quantifying the Use of Connected Digital Products in Clinical Research

      By: Caroline Marra, Jacqueline L. Chen, Andrea Coravos and Ariel D. Stern
      Over recent years, the adoption of connected technologies has grown dramatically, with potential for improving health care delivery, research, and patient experience. Yet, little has been documented about the prevalence and use of connected digital products (e.g.,...  View Details
      Keywords: Connected Digital Products; Clinical Trials; Health Testing and Trials; Technology; Research
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      Marra, Caroline, Jacqueline L. Chen, Andrea Coravos, and Ariel D. Stern. "Quantifying the Use of Connected Digital Products in Clinical Research." Art. 50. npj Digital Medicine 3 (2020).
      • March 2020
      • Module Note

      The Role of Experiments in Organizations

      By: Michael Luca
      This note outlines the structure and content of a four-class module—The Role of Experiments in Organizations—that is designed to introduce students to the role of experimental methods in managerial decisions.  View Details
      Keywords: Experiments; Experimental Methods; Decision Making; Information
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      Luca, Michael. "The Role of Experiments in Organizations." Harvard Business School Module Note 920-044, March 2020.
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      Form and Function in Experimental Design
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