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Publications

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      • Faculty Publications  (179)

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      • Article

      Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

      By: Eva Ascarza and Ayelet Israeli

      An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”...  View Details

      Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods
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      Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
      • 2022
      • Article

      Improving Efficiency and Reducing Costs of MRI-Guided Prostate Brachytherapy Using Time-Driven Activity-Based Costing

      By: Nikhil G. Thaker, Rajat J. Kudchadker, James R. Incalcaterra, Tharakeswara K. Bathala, Robert S. Kaplan, Ankit Agarwal, Deborah A. Kuban, Benjamin D. Frank, Prajnan Das, Thomas W. Feeley and Steven J. Frank
      Integrated quality improvement (QI) and cost reduction strategies can help increase value in cancer care. We applied standard QI and TDABC methods to improve workflow efficiency and reduce costs for MRI-guided prostate brachytherapy. We constructed process maps,...  View Details
      Keywords: Brachytherapy; Quality Improvement; Prostate; Time-Driven Activity-Based Costing; Cost Accounting; Health Care and Treatment; Performance Efficiency; Health Industry
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      Thaker, Nikhil G., Rajat J. Kudchadker, James R. Incalcaterra, Tharakeswara K. Bathala, Robert S. Kaplan, Ankit Agarwal, Deborah A. Kuban, Benjamin D. Frank, Prajnan Das, Thomas W. Feeley, and Steven J. Frank. "Improving Efficiency and Reducing Costs of MRI-Guided Prostate Brachytherapy Using Time-Driven Activity-Based Costing." Brachytherapy 21, no. 1 (2022): 49–54.
      • Article

      A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

      By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun
      We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public...  View Details
      Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods
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      McFowland III, Edward, Sandeep Gangarapu, Ravi Bapna, and Tianshu Sun. "A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects." MIS Quarterly 45, no. 4 (December 2021): 1807–1832.
      • September–October 2021
      • Article

      Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb

      By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
      We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among...  View Details
      Keywords: Smart Pricing; Pricing Algorithm; Machine Bias; Discrimination; Racial Disparity; Social Inequality; Airbnb Revenue; Revenue; Race; Equality and Inequality; Prejudice and Bias; Price; Mathematical Methods; Accommodations Industry
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      Zhang, Shunyuan, Nitin Mehta, Param Singh, and Kannan Srinivasan. "Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb." Marketing Science 40, no. 5 (September–October 2021): 813–820.
      • September 2021
      • Case

      Vignettes on Professional Service Firm Governance

      By: David G. Fubini, Suraj Srinivasan and Li-Kuan Ni
      The two vignettes within “Vignettes on Professional Service Firm Governance” (HBS No. 122-024) present various issues relating to governance in professional service firms (“PSFs”). In the first, the Managing Director of a U.S. consulting firm contemplates whether to...  View Details
      Keywords: Consulting Firms; Professional Services; Board Of Directors; Professional Service; Global Firm; Executive Leadership; Globalized Firms and Management; Private Equity; Governing and Advisory Boards; Global Strategy; Corporate Governance; Governance Controls; Leadership Development; Leading Change; Emerging Markets; Strategic Planning; Partners and Partnerships; Service Industry; United States; India
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      Fubini, David G., Suraj Srinivasan, and Li-Kuan Ni. "Vignettes on Professional Service Firm Governance." Harvard Business School Case 122-024, September 2021.
      • February 2021 (Revised April 2021)
      • Case

      Board Director Dilemmas—Back the SPAC?

      By: Suraj Srinivasan, David G. Fubini and Amram Migdal
      This case focuses on a board director of a diversified holding company. The firm’s longtime CEO had always exhibited a cautious, methodical approach to growth. Now, the CEO is raising the idea of joining with a special purpose acquisition company (SPAC) to spin off...  View Details
      Keywords: Board Director; Strategy; Change Management; Decision Making
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      Srinivasan, Suraj, David G. Fubini, and Amram Migdal. "Board Director Dilemmas—Back the SPAC?" Harvard Business School Case 121-042, February 2021. (Revised April 2021.)
      • 2021
      • Working Paper

      Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

      By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
      Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed...  View Details
      Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; Analysis; Theory; Measurement and Metrics; Performance Consistency
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      Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." Working Paper, 2021. (3rd Round Revision.)
      • October 2020
      • Article

      Peer Influence on Trade Credit

      By: Daniel Gyimah, Michael Machokoto and Anywhere (Siko) Sikochi
      We examine the influence of peer firms on trade credit policies of listed firms in the United States. We posit and find evidence that firms mimic their peers in formulating trade credit policies. The findings are more pronounced for firms in highly competitive product...  View Details
      Keywords: Trade Credit; Peer Effects; Product Market Competition; Trade; Credit; Policy; Competition
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      Gyimah, Daniel, Michael Machokoto, and Anywhere (Siko) Sikochi. "Peer Influence on Trade Credit." Journal of Corporate Finance 64 (October 2020).
      • 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.
      • Article

      Active World Model Learning with Progress Curiosity

      By: Kuno Kim, Megumi Sano, Julian De Freitas, Nick Haber and Daniel Yamins
      World models are self-supervised predictive models of how the world evolves. Humans learn world models by curiously exploring their environment, in the process acquiring compact abstractions of high bandwidth sensory inputs, the ability to plan across long temporal...  View Details
      Keywords: World Models; Mathematical Methods
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      Kim, Kuno, Megumi Sano, Julian De Freitas, Nick Haber, and Daniel Yamins. "Active World Model Learning with Progress Curiosity." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020).
      • June 2020
      • Teaching Note

      Understanding the Brand Equity of Nestlé Crunch Bar

      By: Jill Avery and Gerald Zaltman
      Teaching Note for HBS Case Nos. 519-061 and 519-062. In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of twenty of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Under the...  View Details
      Keywords: Brand Management; Brand Storytelling; Brand Equity; Market Research; Qualitative Methods; Marketing; Brands and Branding; Marketing Communications; Consumer Behavior; Marketing Strategy; Food and Beverage Industry
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      Avery, Jill, and Gerald Zaltman. "Understanding the Brand Equity of Nestlé Crunch Bar." Harvard Business School Teaching Note 520-124, June 2020.
      • June 2020
      • Article

      Parallel Play: Startups, Nascent Markets, and the Effective Design of a Business Model

      By: Rory McDonald and Kathleen Eisenhardt
      Prior research advances several explanations for entrepreneurial success in nascent markets but leaves a key imperative unexplored: the business model. By studying five ventures in the same nascent market, we develop a novel theoretical framework for understanding how...  View Details
      Keywords: Search; Legitimacy; Organizational Innovation; Organizational Learning; Mechanisms And Processes; Institutional Entrepreneurship; Qualitative Methods; Business Model Design; Business Model; Business Startups; Entrepreneurship; Emerging Markets; Adaptation; Competition; Strategy
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      McDonald, Rory, and Kathleen Eisenhardt. "Parallel Play: Startups, Nascent Markets, and the Effective Design of a Business Model." Administrative Science Quarterly 65, no. 2 (June 2020): 483–523.
      • 2020
      • Working Paper

      Iterative Coordination and Innovation

      By: Sourobh Ghosh and Andy Wu
      Agile management practices from the software industry continue to transform the way organizations innovate across industries, yet they remain understudied in the organizations literature. We investigate the widespread Agile practice of iterative coordination: frequent...  View Details
      Keywords: Innovation; Goals; Specialization; Coordination; Field Experiment; Software Development; Organizations; Collaborative Innovation and Invention; Goals and Objectives; Integration; Software
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      Ghosh, Sourobh, and Andy Wu. "Iterative Coordination and Innovation." Harvard Business School Working Paper, No. 20-121, January 2020.
      • Article

      History-informed Strategy Research: The Promise of History and Historical Research Methods in Advancing Strategy Scholarship

      By: Nicholas Argyres, Alfredo De Massis, Nicolai J. Foss, Federico Frattini, Geoffrey Jones and Brian Silverman
      Recent years have seen an increasing interest in the use of history and historical research methods in strategy research. This article discusses how and why history and historical research methods can enrich theoretical explanations of strategy phenomena. The article...  View Details
      Keywords: Methodology; Strategy; Business History; Research; History
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      Argyres, Nicholas, Alfredo De Massis, Nicolai J. Foss, Federico Frattini, Geoffrey Jones, and Brian Silverman. "History-informed Strategy Research: The Promise of History and Historical Research Methods in Advancing Strategy Scholarship." Strategic Management Journal 41, no. 3 (March 2020): 343–368.
      • 2019
      • Working Paper

      Industrial Change, the Boundary of the Firm, and Racial Employment Segregation

      By: John-Paul Ferguson and Rembrand Koning
      Racial employment segregation between large workplaces in America has grown over the last generation. We know little about how changes in patterns of employment by economic sector have contributed to this growth, though. While there are many stylized narratives about...  View Details
      Keywords: Workplace Segregation; Firm Boundaries; Organizations; Employees; Segmentation; Race; Change; United States
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      Ferguson, John-Paul, and Rembrand Koning. "Industrial Change, the Boundary of the Firm, and Racial Employment Segregation." Harvard Business School Working Paper, No. 20-069, December 2019.
      • November–December 2019
      • Article

      Pivoting Isn't Enough? Managing Strategic Reorientation in New Ventures

      By: Rory McDonald and Cheng Gao
      New ventures often experience deviations from their plans that oblige them to reorient in pursuit of better fit between their evolving products and their target customers. Yet research is largely silent on how managers explain such changes and justify their ventures in...  View Details
      Keywords: Strategic Reorientation; Technology Entrepreneurship; Innovation; Product Development Processes; Organizational Adaptation; Qualitative Methods (General); Entrepreneurship; Information Technology; Organizational Change and Adaptation; Strategy; Innovation and Invention; Product Development; Communication Strategy
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      McDonald, Rory, and Cheng Gao. "Pivoting Isn't Enough? Managing Strategic Reorientation in New Ventures." Organization Science 30, no. 6 (November–December 2019): 1289–1318.
      • August 2019
      • Article

      When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

      By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
      Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,...  View Details
      Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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      Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
      • July 2019
      • Case

      Christmas Inc. (A)

      By: Susanna Gallani, Gregory Sabin, Lexor Adams and Nicholas Haberling
      Santa Claus is facing increasing pressures to contain costs. The economic model that has worked for centuries is starting to show some cracks, to the point that he is considering outsourcing part of its toy production. Evaluating the bids his team collected from...  View Details
      Keywords: Costing; Production; Cost; Analysis; Decision Making; Strategy
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      Gallani, Susanna, Gregory Sabin, Lexor Adams, and Nicholas Haberling. "Christmas Inc. (A)." Harvard Business School Case 120-009, July 2019.
      • May 2019
      • Case

      The United States Air Force: 'Chaos' in the 99th Reconnaissance Squadron

      By: Francesca Gino, Jeff Huizinga and Nicole Keller
      In the spring of 2019, Lt. Col. Matthew “Chaos” Nussbaum is nearing the end of his two-year term as commander of the U.S. Air Force's 99th Reconnaissance Squadron. In this position, he has focused the majority of his energy on finding new ways to organize, train, and...  View Details
      Keywords: Empowerment; Culture; Innovation; Motivation; Military; Leadership; Organizational Culture; Change; Leading Change; Innovation Strategy; United States
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      Gino, Francesca, Jeff Huizinga, and Nicole Keller. "The United States Air Force: 'Chaos' in the 99th Reconnaissance Squadron." Harvard Business School Case 919-047, May 2019.
      • 2019
      • Working Paper

      The Comprehensive Effects of a Digital Paywall Sales Strategy

      By: Doug J. Chung, Ho Kim and Reo Song
      This paper explores the multiple and comprehensive effects of a digital paywall sales strategy, an increasingly common means of go-to-market for media firms. Specifically, we examine the effects of a digital paywall on a media firm’s two sources of income—subscription...  View Details
      Keywords: Digital Paywall; Demand Substitution; Spillover Effect; Synthetic Control; Sales; Strategy; Media; Newspapers; Publishing Industry
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      Chung, Doug J., Ho Kim, and Reo Song. "The Comprehensive Effects of a Digital Paywall Sales Strategy." Harvard Business School Working Paper, No. 19-118, May 2019.
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