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      • Faculty Publications  (48)

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      • 2024
      • Working Paper

      Scaling Core Earnings Measurement with Large Language Models

      By: Matthew Shaffer and Charles CY Wang
      We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
      Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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      Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
      • July 2024
      • Article

      Mass General Brigham’s Patient-Reported Outcomes Measurement System: A Decade of Learnings

      By: Jason B. Liu, Robert S. Kaplan, David W. Bates, Mario O. Edelen, Rachel C. Sisodia and Andrea L. Pusic
      This article describes the strategies that leaders at the Mass General Brigham (MGB) health system have used in launching a standardized patient-reported outcome measure (PROM) collection program in 2012, a major step in the value-based transformation of health care.... View Details
      Keywords: Patient-reported Outcomes; Value Based Health Care; Health Care and Treatment; Transformation; Outcome or Result; Organizational Change and Adaptation; Performance Improvement; Health Industry
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      Liu, Jason B., Robert S. Kaplan, David W. Bates, Mario O. Edelen, Rachel C. Sisodia, and Andrea L. Pusic. "Mass General Brigham’s Patient-Reported Outcomes Measurement System: A Decade of Learnings." NEJM Catalyst Innovations in Care Delivery 5, no. 7 (July 2024).
      • January 2024 (Revised June 2024)
      • Case

      School of Rock: Tuning into Structured Empowerment (A)

      By: Tatiana Sandino, Jeffrey Rayport, Samuel Grad and Stacy Straaberg
      In summer 2021, School of Rock was a youth-oriented music education company with 291 franchise- and company-owned schools globally. Before CEO Rob Price’s hire in 2017, School of Rock’s nonconformist rock ‘n’ roll culture led to variability in teaching styles,... View Details
      Keywords: Business Growth and Maturation; Business Plan; Change Management; Transformation; Communication Strategy; Decisions; Curriculum and Courses; Teaching; Employee Relationship Management; Knowledge Sharing; Leadership Style; Business or Company Management; Growth and Development Strategy; Management Style; Marketing Strategy; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Organizational Structure; Franchise Ownership; Performance Expectations; Performance Improvement; Strategic Planning; Attitudes; Conflict Management; Corporate Strategy; Applications and Software; Technology Adoption; Education Industry; Music Industry; Massachusetts; United States
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      Sandino, Tatiana, Jeffrey Rayport, Samuel Grad, and Stacy Straaberg. "School of Rock: Tuning into Structured Empowerment (A)." Harvard Business School Case 124-043, January 2024. (Revised June 2024.)
      • 2023
      • Article

      Verifiable Feature Attributions: A Bridge between Post Hoc Explainability and Inherent Interpretability

      By: Usha Bhalla, Suraj Srinivas and Himabindu Lakkaraju
      With the increased deployment of machine learning models in various real-world applications, researchers and practitioners alike have emphasized the need for explanations of model behaviour. To this end, two broad strategies have been outlined in prior literature to... View Details
      Keywords: AI and Machine Learning; Mathematical Methods
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      Bhalla, Usha, Suraj Srinivas, and Himabindu Lakkaraju. "Verifiable Feature Attributions: A Bridge between Post Hoc Explainability and Inherent Interpretability." Advances in Neural Information Processing Systems (NeurIPS) (2023).
      • June 2023
      • Case

      Tractor Supply Co

      By: David L. Ager and Michael A. Roberto
      In February 2023, Hal Lawton, CEO of Tractor Supply Co, the largest farm and ranch retailer in the United States reflected on the company’s 70% growth between 2019 and 2022. Economists had begun to predict an economic downturn and experts were predicting softening... View Details
      Keywords: COVID-19 Pandemic; Demand and Consumers; Economic Slowdown and Stagnation; Organizational Change and Adaptation; Retail Industry
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      Ager, David L., and Michael A. Roberto. "Tractor Supply Co." Harvard Business School Case 923-302, June 2023.
      • February 2023
      • Case

      Success Academy Charter Schools

      By: Robin Greenwood, Joshua D. Coval, Denise Han, Ruth Page and Dave Habeeb
      This stand-alone multimedia case follows the story of Eva Moskowitz and Success Academy, a network of high-performing charter schools in New York City. As a New York City councilor between 1999 and 2006, Moskowitz became frustrated over the inertia and dysfunction in... View Details
      Keywords: Business and Government Relations; Performance Effectiveness; Equality and Inequality; Private Sector; Education Industry; New York (city, NY)
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      Greenwood, Robin, Joshua D. Coval, Denise Han, Ruth Page, and Dave Habeeb. "Success Academy Charter Schools." Harvard Business School Multimedia/Video Case 222-707, February 2023.
      • 2022
      • Book

      Deep Purpose: The Heart and Soul of High-Performance Companies

      By: Ranjay Gulati
      This book offers a compelling reassessment and defense of purpose as a management ethos, documenting the vast performance gains and social benefits that become possible when firms manage to get purpose right. Few business topics have aroused more skepticism in recent... View Details
      Keywords: Purpose; Business And Society; Organizations; Mission and Purpose; Performance Effectiveness; Organizational Culture
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      Gulati, Ranjay. Deep Purpose: The Heart and Soul of High-Performance Companies. New York: Harper Business, 2022.
      • 2021
      • Article

      An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper uses a proprietary panel dataset to categorize and quantify the activities that sell-side brokerage analysts use to build and sustain their network of buy-side client relations. We then examine the marginal impact of these activities on key analyst outcome... View Details
      Keywords: Sell-side Analysts; Analyst Ratings; Brokerage Commissions; Earnings Forecasts
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services." European Accounting Review 30, no. 4 (2021): 827–853.
      • 2021
      • Working Paper

      Multi-location Workers in Multinational Firms? Tradeoffs in Contextual Specialization of Employees and Organizational Outcomes

      By: Hise O. Gibson, Ryan W. Buell and Prithwiraj Choudhury
      We study how “contextual specialization,” the act of focusing workers’ organizational tasks within a particular locational context, and “contextual non-specialization,” the practice of diversifying workers’ organizational tasks among multiple locational contexts,... View Details
      Keywords: Talent and Talent Management; Performance; Experience and Expertise; Selection and Staffing; Strength and Weakness; Personal Development and Career
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      Gibson, Hise O., Ryan W. Buell, and Prithwiraj Choudhury. "Multi-location Workers in Multinational Firms? Tradeoffs in Contextual Specialization of Employees and Organizational Outcomes." Harvard Business School Working Paper, No. 22-007, August 2021.
      • July 2021 (Revised October 2021)
      • Case

      Allianz Customer Centricity: Is Simplicity the Way Forward?

      By: Eva Ascarza and Emilie Billaud
      This case explores the tradeoffs between product personalization and simplicity as companies grow. The case presents an opportunity to understand whether and how each of these approaches enables and/or limits companies’ abilities to provide customer satisfaction while... View Details
      Keywords: Simplicity; Customer Focus and Relationships; Customization and Personalization; Customer Satisfaction; Performance Efficiency; Strategy; Insurance Industry; Europe; Germany
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      Ascarza, Eva, and Emilie Billaud. "Allianz Customer Centricity: Is Simplicity the Way Forward?" Harvard Business School Case 522-008, July 2021. (Revised October 2021.)
      • June 2021
      • Case

      Modern Endowment Management: Paula Volent and the Bowdoin Endowment

      By: Luis M. Viceira, Emily R. McComb and Dean Xu
      This case examines modern endowment investment management through the lens of a leadership transition between Chief Investment Officers (CIOs). In March 2021, Paula Volent is about to step down as the CIO of the endowment of Bowdoin College after twenty-one years, and... View Details
      Keywords: Investment Portfolio; Investment Banking; Growth Management; Investment Return; Capital Markets; Interest Rates; Competition; Cost Management; Risk Management; Financial Liquidity; Performance Evaluation
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      Viceira, Luis M., Emily R. McComb, and Dean Xu. "Modern Endowment Management: Paula Volent and the Bowdoin Endowment." Harvard Business School Case 221-101, June 2021.
      • May 2020
      • Article

      Measuring Collaboration in Modern Organizations

      By: Stephen Michael Impink, Andrea Prat and Raffaella Sadun
      Internal communication has been a central theme in organizational economics, as employee collaboration provides insight into the structure of firms. Use of electronic communications data can be transformational for organizational economics, as these data provide a... View Details
      Keywords: Collaboration; Employees; Interactive Communication; Measurement and Metrics; Organizations; Performance
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      Impink, Stephen Michael, Andrea Prat, and Raffaella Sadun. "Measuring Collaboration in Modern Organizations." AEA Papers and Proceedings 110 (May 2020): 181–186.
      • November 9, 2019
      • Article

      Effect of Revealing Authors' Conflicts of Interests in Peer Review: Randomized Controlled Trial

      By: Leslie K. John, George Loewenstein, Andrew Marder and Michael Callaham
      Objective: To assess the impact of disclosing authors’ conflict of interest declarations to peer reviewers at a medical journal.
      Design: Randomised controlled trial.

      Setting: The study was conducted within the manuscript review process at the... View Details
      Keywords: Conflicts Of Interest; Peer Review; Randomized Controlled Trial; Scientific Publication; Conflict of Interests; Journals and Magazines; Science
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      John, Leslie K., George Loewenstein, Andrew Marder, and Michael Callaham. "Effect of Revealing Authors' Conflicts of Interests in Peer Review: Randomized Controlled Trial." BMJ: British Medical Journal 367, no. 8221 (November 9, 2019).
      • Article

      Applying Random Coefficient Models to Strategy Research: Identifying and Exploring Firm Heterogeneous Effects

      By: Juan Alcácer, Wilbur Chung, Ashton Hawk and Gonçalo Pacheco-de-Almeida
      Strategy aims at understanding the differential effects of firms’ actions on performance. However, standard regression models estimate only the average effects of these actions across firms. Our paper discusses how random coefficient models (RCMs) may generate new... View Details
      Keywords: Strategy; Research; Competitive Advantage; Competitive Strategy; Performance
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      Alcácer, Juan, Wilbur Chung, Ashton Hawk, and Gonçalo Pacheco-de-Almeida. "Applying Random Coefficient Models to Strategy Research: Identifying and Exploring Firm Heterogeneous Effects." Strategy Science 3, no. 3 (September 2018): 481–553.
      • September 2018
      • Article

      Discretionary Task Ordering: Queue Management in Radiological Services

      By: Maria Ibanez, Jonathan R. Clark, Robert S. Huckman and Bradley R. Staats
      Work-scheduling research typically prescribes task sequences implemented by managers. Yet employees often have discretion to deviate from their prescribed sequence. Using data from 2.4 million radiological diagnoses, we find that doctors prioritize similar tasks... View Details
      Keywords: Discretion; Scheduling; Queue; Healthcare; Learning; Experience; Decentralization; Operations; Service Operations; Service Delivery; Performance; Performance Effectiveness; Performance Efficiency; Performance Improvement; Performance Productivity; Decisions; Time Management; Cost vs Benefits; Health Industry
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      Ibanez, Maria, Jonathan R. Clark, Robert S. Huckman, and Bradley R. Staats. "Discretionary Task Ordering: Queue Management in Radiological Services." Management Science 64, no. 9 (September 2018): 4389–4407. (Working paper available here. Winner of the 2017 Best Paper Competition of the POMS College of Healthcare Operations Management. Featured in Forbes, Quartz, and Inc.)
      • 2020
      • Working Paper

      Incentive Power and Knowledge Sharing Among Employees: Evidence from the Field

      By: Wei Cai, Susanna Gallani and Jee-Eun Shin
      There is consensus, both in the literature and in practice, about knowledge sharing within organizations being a key determinant of success. However, organizations struggle to sustain employees’ engagement in knowledge sharing. One challenge lies in the fact that,... View Details
      Keywords: Organizational Knowledge Sharing; Employee Driven Innovation; Innovation Appropriability; Contract Design; High-powered Incentives; Low-powered Incentives; Incentives; Pay-for-Performance; Rank-and-file; Employees; Knowledge Sharing; Innovation and Invention; Motivation and Incentives; Creativity; Performance
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      Cai, Wei, Susanna Gallani, and Jee-Eun Shin. "Incentive Power and Knowledge Sharing Among Employees: Evidence from the Field." Harvard Business School Working Paper, No. 19-015, August 2018. (Revised April 2020.)
      • March 2018 (Revised September 2019)
      • Case

      Chewy.com (A)

      By: Jeffrey F. Rayport and Matthew G. Preble
      In late 2013, Ryan Cohen, cofounder and CEO of online pet products retailer Chewy.com, faces a “bet the company decision”—whether to stay with a third-party logistics provider (3PL) for all of its e-commerce fulfillment or to take the function in house. Cohen worries... View Details
      Keywords: Pet Food; Pet Products; Retail; Growth and Development Strategy; Service Operations; Decision Choices and Conditions; E-commerce; Retail Industry; Service Industry; Florida; United States
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      Rayport, Jeffrey F., and Matthew G. Preble. "Chewy.com (A)." Harvard Business School Case 818-079, March 2018. (Revised September 2019.)
      • March 2018
      • Case

      University Hospitals Cleveland Medical Center: Managing Capacity in Neurology

      By: Joel Goh, Robert S. Huckman and Nikhil Sahni
      In December 2014, Dr. Anthony Furlan, chair of the Department of Neurology at University Hospitals Cleveland Medical Center (UH), faced a mandate from the hospital’s executive leadership team. Specifically, all UH departments were directed to take steps within six... View Details
      Keywords: Health Care; Hospitals; Capacity Planning; Scheduling; Health Care and Treatment; Service Operations; Performance Capacity; Health Industry; North America; United States; Ohio; Cleveland
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      Goh, Joel, Robert S. Huckman, and Nikhil Sahni. "University Hospitals Cleveland Medical Center: Managing Capacity in Neurology." Harvard Business School Case 618-062, March 2018.
      • 2017
      • Working Paper

      Creating the Market for Organic Wine: Sulfites, Certification, and Green Values

      By: Geoffrey Jones and Emily Grandjean
      This working paper examines the history of organic wine, which provides a case study of failed category creation. The modern organic wine industry emerged during the 1970s in the United States and Western Europe, but it struggled to gain traction compared to other... View Details
      Keywords: Product Launch; Failure; Problems and Challenges; Complexity; Governing Rules, Regulations, and Reforms; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry
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      Jones, Geoffrey, and Emily Grandjean. "Creating the Market for Organic Wine: Sulfites, Certification, and Green Values." Harvard Business School Working Paper, No. 18-048, December 2017.
      • March 2016 (Revised September 2021)
      • Case

      South Africa: A Fractured Rainbow?

      By: Richard H.K. Vietor and Haviland Sheldahl-Thomason
      Twenty years after the end of Apartheid, South Africa's democracy persists, albeit with problems. A tripartite coalition — the African National Congress, the labor unions, and the Communist Party — still controls the political system but with diminishing economic... View Details
      Keywords: Politics; Development; Productivity; Labor; Labor Unions; Infrastructure; Government and Politics; Economic Growth; Performance Productivity; Economy; Social Issues; South Africa
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      Vietor, Richard H.K., and Haviland Sheldahl-Thomason. "South Africa: A Fractured Rainbow?" Harvard Business School Case 716-069, March 2016. (Revised September 2021.)
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