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Publications

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    • All HBS Web  (1,932)
      • Faculty Publications  (164)

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      • Article

      Towards Robust and Reliable Algorithmic Recourse

      By: Sohini Upadhyay, Shalmali Joshi and Himabindu Lakkaraju
      As predictive models are increasingly being deployed in high-stakes decision making (e.g., loan approvals), there has been growing interest in post-hoc techniques which provide recourse to affected individuals. These techniques generate recourses under the assumption... View Details
      Keywords: Machine Learning Models; Algorithmic Recourse; Decision Making; Forecasting and Prediction
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      Upadhyay, Sohini, Shalmali Joshi, and Himabindu Lakkaraju. "Towards Robust and Reliable Algorithmic Recourse." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • November–December 2021
      • Article

      Does Gender Matter? The Effect of Management Responses on Reviewing Behavior

      By: Davide Proserpio, Isamar Troncoso and Francesca Valsesia
      We study the effect of management responses on the reviewing behavior of self-identified female and male reviewers. Using data from Tripadvisor, we show that after hotels begin to respond to reviews, the probability that a negative review comes from a self-identified... View Details
      Keywords: Word Of Mouth; Online Reviews; Management Responses; E-commerce; Gender; Prejudice and Bias; Digital Platforms; Customers
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      Proserpio, Davide, Isamar Troncoso, and Francesca Valsesia. "Does Gender Matter? The Effect of Management Responses on Reviewing Behavior." Marketing Science 40, no. 6 (November–December 2021): 1199–1213.
      • 2020
      • Working Paper

      Vertical Integration of Healthcare Providers Increases Self-Referrals and Can Reduce Downstream Competition: The Case of Hospital-Owned Skilled Nursing Facilities

      By: David Cutler, Leemore S. Dafny, David Grabowski, Steven S. Lee and Christopher Ody
      The landscape of the U.S. healthcare industry is changing dramatically as healthcare providers expand both within and across markets. While federal antitrust agencies have mounted several challenges to same-market combinations, they have not challenged any... View Details
      Keywords: Antitrust; Health Care and Treatment; Vertical Integration; Organizational Structure; Competition; Health Industry; United States
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      Cutler, David, Leemore S. Dafny, David Grabowski, Steven S. Lee, and Christopher Ody. "Vertical Integration of Healthcare Providers Increases Self-Referrals and Can Reduce Downstream Competition: The Case of Hospital-Owned Skilled Nursing Facilities." NBER Working Paper Series, No. 28305, December 2020.
      • September–October 2020
      • Article

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
      • August 2020 (Revised November 2020)
      • Case

      Gogoro: From Electric Scooter to Energy Platform

      By: Tarun Khanna and Billy Chan
      The founder of Gogoro had always wanted to revolutionize the energy market from day one since he started the electric scooter business that featured an innovative battery swapping technology. Over the course of five years, he had developed a premium line of electric... View Details
      Keywords: Entrepreneurship; Information Technology; Energy; Organizational Change and Adaptation; Strategy; Taiwan
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      Khanna, Tarun, and Billy Chan. "Gogoro: From Electric Scooter to Energy Platform." Harvard Business School Case 721-379, August 2020. (Revised November 2020.)
      • June 18, 2020
      • Article

      What CEOs Still Haven't Said about Race and Policing

      By: Aaron K. Chatterji and Michael W. Toffel
      While many CEOs have spoken out to share their thoughts on race and police misconduct in America, they have yet to advocate for policy solutions for police reform, focusing instead on their own corporate and personal values. But lasting change must also involve ... View Details
      Keywords: Activism; CEO; Political Issues; Political Leadership; Racial Tensions; Racism; Leadership; Race; Communication; Government and Politics; Law; Organizational Culture; United States
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      Chatterji, Aaron K., and Michael W. Toffel. "What CEOs Still Haven't Said about Race and Policing." Harvard Business Review (website) (June 18, 2020).
      • 2020
      • Working Paper

      Job Loss, Credit and Crime in Colombia

      By: Gaurav Khanna, Carlos Medina, Anant Nyshadham, Christian Posso and Jorge Tamayo
      We investigate the effects of job displacement, as a result of mass layoffs, on criminal arrests using a matched employer-employee-crime dataset from Medellín, Colombia. Job displacement leads to immediate and persistent earnings losses and higher probability of arrest... View Details
      Keywords: Job Displacements; Job Cuts and Outsourcing; Crime and Corruption; Credit; Colombia; Medellín
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      Khanna, Gaurav, Carlos Medina, Anant Nyshadham, Christian Posso, and Jorge Tamayo. "Job Loss, Credit and Crime in Colombia." Harvard Business School Working Paper, No. 20-104, April 2020.
      • Article

      Human Capital and the Future of Work: Implications for Investors and ESG Integration

      By: Sakis Kotsantonis and George Serafeim
      Human capital development (HCD) is a key consideration for most companies, but only recently have investors focused on understanding the risks and opportunities related to human capital with the emergence of environmental, social, and governance (ESG) investment... View Details
      Keywords: Future Of Work; ESG; Employee Engagement; Employee Compensation; Human Capital; Human Resources; Employees; Compensation and Benefits; Wages
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      Kotsantonis, Sakis, and George Serafeim. "Human Capital and the Future of Work: Implications for Investors and ESG Integration." Journal of Financial Transformation 51 (April 2020): 115–130.
      • Mar 2020
      • Conference Presentation

      A New Analysis of Differential Privacy's Generalization Guarantees

      By: Christopher Jung, Katrina Ligett, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi and Moshe Shenfeld
      We give a new proof of the "transfer theorem" underlying adaptive data analysis: that any mechanism for answering adaptively chosen statistical queries that is differentially private and sample-accurate is also accurate out-of-sample. Our new proof is elementary and... View Details
      Keywords: Machine Learning; Transfer Theorem; Mathematical Methods
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      Jung, Christopher, Katrina Ligett, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, and Moshe Shenfeld. "A New Analysis of Differential Privacy's Generalization Guarantees." Paper presented at the 11th Innovations in Theoretical Computer Science Conference, Seattle, March 2020.
      • 2020
      • Chapter

      Health Care Markets a Decade After the ACA: Bigger, but Probably Not Better

      By: Leemore S. Dafny
      Love it or hate it, the Affordable Care Act (ACA) embraced and extended the role of private markets in financing and delivering health care in the United States. Ten years after the ACA’s passage, it is unclear whether health care markets are better (along a range of... View Details
      Keywords: Health Care and Treatment; Markets; Laws and Statutes; Outcome or Result; Health Industry; United States
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      Dafny, Leemore S. "Health Care Markets a Decade After the ACA: Bigger, but Probably Not Better." Chap. 15 in The Trillion Dollar Revolution: How the Affordable Care Act Transformed Politics, Law, and Health Care in America, edited by Ezekiel J. Emanuel and Abbe R. Gluck. New York: PublicAffairs, 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.
      • 2020
      • Working Paper

      The Effects of Information on Credit Market Competition: Evidence from Credit Cards

      By: C. Fritz Foley, Agustin Hurtado, Andres Liberman and Alberto Sepulveda
      We show empirically that public credit information increases competition in credit markets. We access data that cover all credit card borrowers in Chile and include details about relationship borrowers have with each lender. We exploit a natural experiment whereby a... View Details
      Keywords: Consumer Credit; Financial Intermediaries; Credit; Information; Competition; Credit Cards; Financial Institutions
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      Foley, C. Fritz, Agustin Hurtado, Andres Liberman, and Alberto Sepulveda. "The Effects of Information on Credit Market Competition: Evidence from Credit Cards." Working Paper, February 2020.
      • December 2019
      • Article

      The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment

      By: Donald Ngwe, Kris J. Ferreira and Thales Teixeira
      Many online stores are designed such that shoppers can easily access any available discounted products. We propose that deliberately increasing search frictions by placing small obstacles to locating discounted items can improve online retailers’ margins and even... View Details
      Keywords: Online Retailing; Friction; Effor; Search Costs; Price Discrimination; Marketing; Consumer Behavior; Strategy; Price; E-commerce; Retail Industry; Fashion Industry
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      Ngwe, Donald, Kris J. Ferreira, and Thales Teixeira. "The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 56, no. 6 (December 2019): 944–959.
      • 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.
      • July 26, 2019
      • Article

      You're Probably Making Incorrect Assumptions about Your Opposing Political Party

      By: Arthur C. Brooks
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      Brooks, Arthur C. "You're Probably Making Incorrect Assumptions about Your Opposing Political Party." Washington Post, On Leadership (July 26, 2019).
      • June 2019
      • Technical Note

      Valuing Employee Equity at Early Stage Ventures

      By: Shikhar Ghosh, Christopher Stanton and Sanchali Pal
      The note introduces a framework to consider factors that influence the value of employee equity at early stage ventures. Valuing equity is complex, and it important to account for expected dilution, assess exit potential, and acknowledge the high rate of failure in... View Details
      Keywords: Employees; Equity; Valuation; Business Startups
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      Ghosh, Shikhar, Christopher Stanton, and Sanchali Pal. "Valuing Employee Equity at Early Stage Ventures." Harvard Business School Technical Note 819-167, June 2019.
      • 2019
      • Chapter

      Characterizing the Drug Development Pipeline for Precision Medicines

      By: Amitabh Chandra, Craig Garthwaite and Ariel Dora Stern
      BOOK ABSTRACT: Personalized and precision medicine (PPM)—the targeting of therapies according to an individual’s genetic, environmental, or lifestyle characteristics—is becoming an increasingly important approach in health care treatment and prevention. The advancement... View Details
      Keywords: Healthcare; Precision Medicine
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      Chandra, Amitabh, Craig Garthwaite, and Ariel Dora Stern. "Characterizing the Drug Development Pipeline for Precision Medicines." Chap. 5 in Economic Dimensions of Personalized and Precision Medicine, edited by Ernest R. Berndt, Dana P. Goldman, and John W. Rowe, 115–158. University of Chicago Press, 2019.
      • Summer 2019
      • Article

      The Plight of the Graying Tech Worker

      By: William R. Kerr
      If you’re in tech and over 40, your experience is probably underappreciated. A global talent pool complicates matters. View Details
      Keywords: Employees; Age; Personal Development and Career; Immigration; Policy; Technology Industry; Computer Industry
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      Kerr, William R. "The Plight of the Graying Tech Worker." MIT Sloan Management Review 60, no. 4 (Summer 2019): 12–13.
      • March 2019
      • Article

      A Structural Analysis of the Role of Superstars in Crowdsourcing Contests

      By: Shunyuan Zhang, Param Singh and Anindya Ghose
      We investigate the long-term impact of competing against superstars in crowdsourcing contests. Using a unique 50-month longitudinal panel data set on 1677 software design crowdsourcing contests, we illustrate a learning effect where participants are able to improve... View Details
      Keywords: Crowdsourcing Contests; Superstar Effect; Bayesian Learning; Utility; Economics Of Information System; Dynamic Structural Model; Dynamic Programming; Markov Chain; Monte Carlo; Learning; Competition; Performance Improvement
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      Zhang, Shunyuan, Param Singh, and Anindya Ghose. "A Structural Analysis of the Role of Superstars in Crowdsourcing Contests." Information Systems Research 30, no. 1 (March 2019): 15–33.
      • 2019
      • Article

      Fair Algorithms for Learning in Allocation Problems

      By: Hadi Elzayn, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth and Zachary Schutzman
      Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. loans or police officers) amongst several groups, in order to maximize some objective (e.g. loans given that are repaid, or criminals that are apprehended).... View Details
      Keywords: Allocation Problems; Algorithms; Fairness; Learning
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      Elzayn, Hadi, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth, and Zachary Schutzman. "Fair Algorithms for Learning in Allocation Problems." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 170–179.
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