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  • Research Summary

Designing Productive Zones of Privacy

By: Ethan S. Bernstein

A common theme that integrates my research and course development is how increasingly transparent workplaces can improve productivity and performance by putting up certain boundaries to observation. While the research above empirically and theoretically explores the... View Details

Keywords: Transparency; Privacy; Field Experiments; Design; Organizational Design; Performance
  • Article

The Magic That Makes Customer Experiences Stick

By: Stefan Thomke
Why do some customer experiences have that magical "wow" factor, making them all destined for success, while others get few, if any, enthusiastic customer responses? How would we "design" a great customer experience? These are some of the questions that the article... View Details
Keywords: Customer Experience; Emotion; Innovation; Experimentation; Storytelling; Customer Satisfaction; Emotions; Design; Innovation and Invention
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Thomke, Stefan. "The Magic That Makes Customer Experiences Stick." MIT Sloan Management Review 61, no. 1 (Fall 2019).
  • 2022
  • Article

Social Interactivity in Live Video Experiences Reduces Loneliness

By: Benjamin T. Kaveladze, Robert R. Morris, Rosa Victoria Dimitrova-Gammeltoft, Amit Goldenberg, James J. Gross, Judd Antin, Melissa Sandgren and Melissa C. Thomas-Hunt
Background: Loneliness, especially when chronic, can substantially reduce one's quality of life. However, positive social experiences might help to break cycles of loneliness by promoting more prosocial cognitions and behaviors. Internet-mediated live video... View Details
Keywords: Lonelines; Social Connection; Internet-mediated Communication; Experiment; Emotions; Well-being; Interpersonal Communication; Internet
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Kaveladze, Benjamin T., Robert R. Morris, Rosa Victoria Dimitrova-Gammeltoft, Amit Goldenberg, James J. Gross, Judd Antin, Melissa Sandgren, and Melissa C. Thomas-Hunt. "Social Interactivity in Live Video Experiences Reduces Loneliness." Frontiers in Digital Health 4:859849 (2022).
  • April 2021 (Revised June 2021)
  • Case

IBM: Design Thinking

By: Srikant M. Datar, Amram Migdal and Paul Hamilton
This case describes the 2012-2020 effort at IBM to implement design thinking throughout the company and hire thousands of designers to serve on every product team alongside technical engineers and developers and product managers. IBM’s design transformation is told... View Details
Keywords: Business Ventures; Business Divisions; Business Units; Business Organization; Change; Change Management; Transformation; Competency and Skills; Talent and Talent Management; Design; Human Resources; Recruitment; Selection and Staffing; Innovation and Invention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Jobs and Positions; Job Design and Levels; Leading Change; Management; Business or Company Management; Goals and Objectives; Management Practices and Processes; Operations; Product; Product Design; Product Development; Organizations; Business Processes; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Strategy; Adaptation; Adoption; Technological Innovation; Information Infrastructure; Information Technology; Technology Industry; Information Technology Industry; United States
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Datar, Srikant M., Amram Migdal, and Paul Hamilton. "IBM: Design Thinking." Harvard Business School Case 121-007, April 2021. (Revised June 2021.)
  • March 2023 (Revised January 2024)
  • Case

Deepa Bachu (A): Design Thinking at Pensaar Design

By: Thomas Graeber, Joshua Schwartzstein and Amram Migdal
In this case, set in June 2019 in Bangalore, Karnataka, India, Deepa Bachu of Pensaar Design and her team work with client ITC Ltd. to use design thinking and behavioral experiments to improve workplace safety and strive toward the company’s zero-accident goal. The... View Details
Keywords: Buildings and Facilities; Design; Education; Training; Working Conditions; Business or Company Management; Production; Business Processes; Corporate Social Responsibility and Impact; Outcome or Result; Performance Improvement; Programs; Business and Stakeholder Relations; Groups and Teams; Labor and Management Relations; Rank and Position; Safety; Attitudes; Behavior; Motivation and Incentives; Trust; Well-being; Consulting Industry; Pulp and Paper Industry; Manufacturing Industry; India
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Graeber, Thomas, Joshua Schwartzstein, and Amram Migdal. "Deepa Bachu (A): Design Thinking at Pensaar Design." Harvard Business School Case 923-026, March 2023. (Revised January 2024.)
  • 2010
  • Article

Induced Variation in Administrative Systems: Experimenting with Contexts for Innovation

By: Adrian Caldart, Roberto Vassolo and Luciana Silvestri
Research on intra-organizational evolution determined that variation results from the autonomous strategic behavior of the firm. We revisit this idea by examining a case of induced variation, where a multinational firm experimented with different, coexisting,... View Details
Keywords: Integrated Design; Emerging Economies; Organizational Design; Innovation and Management
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Caldart, Adrian, Roberto Vassolo, and Luciana Silvestri. "Induced Variation in Administrative Systems: Experimenting with Contexts for Innovation." Academy of Management Best Paper Proceedings (2010).
  • Teaching Interest

Field Experiments (PhD)

This course is for doctoral students who want to learn how to design and run field experiments as a research methodology. The objective is for students to refine their own experimental designs and be able to run them by the end of the course, leading to an academic... View Details

  • Article

What We Can Learn from Five Naturalistic Field Experiments that Failed to Shift Commuter Behaviour

By: Ariella S. Kristal and A.V. Whillans
Across five field experiments with employees of a large organization (n = 68,915), we examined whether standard behavioural interventions (“nudges”) successfully reduced single-occupancy vehicle commutes. In Studies 1 and 2, we sent letters and emails with nudges... View Details
Keywords: Commuting; Field Experiments; Nudges; Behavior; Change
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Kristal, Ariella S., and A.V. Whillans. "What We Can Learn from Five Naturalistic Field Experiments That Failed to Shift Commuter Behaviour." Nature Human Behaviour 4, no. 2 (February 2020): 169–176. (This article was featured on the cover as the lead article.)
  • April 2017
  • Article

Racial Discrimination in the Sharing Economy: Evidence from a Field Experiment

By: Benjamin Edelman, Michael Luca and Daniel Svirsky
In an experiment on Airbnb, we find that applications from guests with distinctively African-American names are 16% less likely to be accepted relative to identical guests with distinctively White names. Discrimination occurs among landlords of all sizes, including... View Details
Keywords: Discrimination; Field Experiment; Bias; Airbnb; Prejudice and Bias; Race; Accommodations Industry
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Edelman, Benjamin, Michael Luca, and Daniel Svirsky. "Racial Discrimination in the Sharing Economy: Evidence from a Field Experiment." American Economic Journal: Applied Economics 9, no. 2 (April 2017): 1–22.
  • 2023
  • Working Paper

Personalized Game Design for Improved User Retention and Monetization in Freemium Games

By: Eva Ascarza, Oded Netzer and Julian Runge
One of the most crucial aspects and significant levers that gaming companies possess in designing digital games is setting the level of difficulty, which essentially regulates the user’s ability to progress within the game. This aspect is particularly significant in... 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 and Wireless Technology; Customers; Retention; Product Design; Strategy
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Ascarza, Eva, Oded Netzer, and Julian Runge. "Personalized Game Design for Improved User Retention and Monetization in Freemium Games." Harvard Business School Working Paper, No. 21-062, November 2020. (Revised December 2023.)
  • April 2020
  • Article

Designs for Estimating the Treatment Effect in Networks with Interference

By: Ravi Jagadeesan, Natesh S. Pillai and Alexander Volfovsky
In this paper, we introduce new, easily implementable designs for drawing causal inference from randomized experiments on networks with interference. Inspired by the idea of matching in observational studies, we introduce the notion of considering a treatment... View Details
Keywords: Experimental Design; Network Inference; Neyman Estimator; Symmetric Interference Model; Homophily
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Jagadeesan, Ravi, Natesh S. Pillai, and Alexander Volfovsky. "Designs for Estimating the Treatment Effect in Networks with Interference." Annals of Statistics 48, no. 2 (April 2020): 679–712.
  • Article

Applying Human-Centered Design Principles to Digital Syndromic Surveillance at a Mass Gathering in India: Viewpoint

By: Ahmed Shaikh, Abhishek Bhatia, Ghanshyam Yadav, Shashwat Hora, Chung Won, Mark Shankar, Aaron Heerboth, Prakash Vemulapalli, Paresh Navalkar, Kunal Oswal, Clay Heaton, Sujata Saunik, Tarun Khanna and Satchit Balsari
In the wake of the COVID-19 pandemic, digital health tools have been deployed by governments around the world to advance clinical and population health objectives. Few interventions have been successful or have achieved sustainability or scale. In India, government... View Details
Keywords: Digital Health Tools; Human-centered Design; Health Care and Treatment; Mobile and Wireless Technology; Design; Technology Adoption
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Shaikh, Ahmed, Abhishek Bhatia, Ghanshyam Yadav, Shashwat Hora, Chung Won, Mark Shankar, Aaron Heerboth, Prakash Vemulapalli, Paresh Navalkar, Kunal Oswal, Clay Heaton, Sujata Saunik, Tarun Khanna, and Satchit Balsari. "Applying Human-Centered Design Principles to Digital Syndromic Surveillance at a Mass Gathering in India: Viewpoint." Journal of Medical Internet Research 24, no. 1 (January 2022).
  • April 2020
  • Article

A Theory of Experimenters: Robustness, Randomization, and Balance

By: Abhijit Banerjee, Sylvain Chassang, Sergio Montero and Erik Snowberg
This paper studies the problem of experiment design by an ambiguity-averse decisionmaker who trades off subjective expected performance against robust performance guarantees. This framework accounts for real-world experimenters’ preference for randomization. It also... View Details
Keywords: Experiment Design; Experimenters; Theory; Performance
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Banerjee, Abhijit, Sylvain Chassang, Sergio Montero, and Erik Snowberg. "A Theory of Experimenters: Robustness, Randomization, and Balance." American Economic Review 110, no. 4 (April 2020): 1206–1230.
  • 2016
  • Working Paper

Market Design for Altruistic Supply: Evidence from the Lab

By: Robert Slonim and Carmen Wang
Volunteer supply is widespread. Yet without a price, inefficiencies occur due to suppliers’ inability to coordinate with each other and with demand. In these contexts, we propose a market clearinghouse mechanism that improves efficiency if supply is altruistically... View Details
Keywords: Laboratory Experiments; Volunteering; Public Goods Provision; Market Design; Philanthropy and Charitable Giving; Economics
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Slonim, Robert, and Carmen Wang. "Market Design for Altruistic Supply: Evidence from the Lab." Harvard Business School Working Paper, No. 16-112, March 2016.
  • 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).
  • March 2021
  • Supplement

Artea (A), (B), (C), and (D): Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli
Power Point Supplement to Teaching Note for HBS No. 521-021,521-022,521-037,521-043. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on... View Details
Keywords: Targeted Advertising; Targeting; Algorithmic Data; Bias; A/B Testing; Experiment; Advertising; Gender; Race; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School PowerPoint Supplement 521-719, March 2021.
  • 2024
  • Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details
Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization
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Huang, Ta-Wei, Eva Ascarza, and Ayelet Israeli. "Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization." Harvard Business School Working Paper, No. 24-076, June 2024.
  • 2019
  • Working Paper

Infringing Use as a Path to Legal Consumption: Evidence from a Field Experiment

By: Hong Luo and Julie Holland Mortimer
Digitization has transformed how users find and use copyrighted goods, but many existing legal options remain difficult to access, possibly leading to infringement. In a field experiment, we contact firms that are caught infringing on expensive digital images. Emails... View Details
Keywords: Copyright Infringement; Field Experiment; Intellectual Property; Lawfulness
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Luo, Hong, and Julie Holland Mortimer. "Infringing Use as a Path to Legal Consumption: Evidence from a Field Experiment." Harvard Business School Working Paper, No. 19-081, January 2019. (Revised August 2019.)
  • Fall 2023
  • Article

Infringing Use as a Path to Legal Consumption: Evidence from a Field Experiment

By: Hong Luo and Julie Holland Mortimer
Digitization has transformed how users find and use copyrighted goods, but many existing legal options remain difficult to access, possibly leading to infringement. In a field experiment, we contact firms that are caught infringing on expensive digital images. Emails... View Details
Keywords: Copyright Infringement; Field Experiment; Copyright; Lawfulness
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Luo, Hong, and Julie Holland Mortimer. "Infringing Use as a Path to Legal Consumption: Evidence from a Field Experiment." Special Issue on Field Experiments edited by Michael Luca and Sarah Moshary. Journal of Economics & Management Strategy 32, no. 3 (Fall 2023): 523–542.
  • August 1993 (Revised August 2002)
  • Exercise

Work Methods Design Exercise

Teams of students receive identical product design specifications, a sample unit of the product, and a series of assignment questions that entail time and motion studies, which they must both understand and perform before class discussion. In class, teams explain how... View Details
Keywords: Resource Allocation; Product Development
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"Work Methods Design Exercise." Harvard Business School Exercise 694-026, August 1993. (Revised August 2002.)
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