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      • May 2022
      • Supplement

      Third Point in 2020: Growth Is Where the Value Is? (B)

      By: Robin Greenwood and Denise Han
      In early May 2020, Daniel Loeb’s team at Third Point was evaluating a potential growth opportunity in the Walt Disney Company and whether investor activism might play a role. Battered by the effects of COVID-19, the company’s stock had initially tumbled to $86 and then... View Details
      Keywords: Growth; Equity; Disney; Value; Economics; Finance; Investment; Strategy; Management; Investment Activism; Investment Return; Growth and Development; North America
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      Greenwood, Robin, and Denise Han. "Third Point in 2020: Growth Is Where the Value Is? (B)." Harvard Business School Supplement 222-030, May 2022.
      • 2022
      • Article

      Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods.

      By: Chirag Agarwal, Marinka Zitnik and Himabindu Lakkaraju
      As Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes critical to ensure that the stakeholders understand the rationale behind their predictions. While several GNN explanation methods have been proposed recently, there has... View Details
      Keywords: Graph Neural Networks; Explanation Methods; Mathematical Methods; Framework; Theory; Analysis
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      Agarwal, Chirag, Marinka Zitnik, and Himabindu Lakkaraju. "Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
      • 2024
      • Working Paper

      An Anatomy of Performance Monitoring

      By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
      Does better monitoring improve firm performance? We study the introduction of a technology that enabled managers to track the progress of drive-thru orders in a large quick-service restaurant chain. Sales initially increased by 5%, driven by managerial training inputs,... View Details
      Keywords: Performance Monitoring; Worker Skills; Skill Depreciation; Managerial Inattention; On-the-job Training; Productivity; Multitasking; Quick Serve Restaurants; Performance Evaluation; Employees; Competency and Skills; Training; Performance Productivity; Management; Information Technology; Food and Beverage Industry; Puerto Rico
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      Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022. (Revised November 2024. R&R Journal of Political Economy.)
      • April 12, 2022
      • Article

      Evaluation of Individual and Ensemble Probabilistic Forecasts of COVID-19 Mortality in the United States

      By: Estee Y. Cramer, Evan L. Ray, Velma K. Lopez, Johannes Bracher, Andrea Brennen, Alvaro J. Castro Rivadeneira, Michael Lingzhi Li and et al.
      Short-term probabilistic forecasts of the trajectory of the COVID-19 pandemic in the United States have served as a visible and important communication channel between the scientific modeling community and both the general public and decision-makers. Forecasting models... View Details
      Keywords: COVID-19; Forecasting and Prediction; Health Pandemics; Mathematical Methods; Partners and Partnerships
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      Cramer, Estee Y., Evan L. Ray, Velma K. Lopez, Johannes Bracher, Andrea Brennen, Alvaro J. Castro Rivadeneira, Michael Lingzhi Li, and et al. "Evaluation of Individual and Ensemble Probabilistic Forecasts of COVID-19 Mortality in the United States." e2113561119. Proceedings of the National Academy of Sciences 119, no. 15 (April 12, 2022). (See full author list here.)
      • April 2022 (Revised August 2022)
      • Case

      Restaurant Brands International: Version 2.0

      By: Boris Groysberg and Sarah L. Abbott
      In 2010, 3G Capital acquired Burger King, the second largest burger chain globally. 3G expanded Burger King’s operations via acquisitions into a multi-brand business, renamed Restaurant Brands International. The acquisition had been a financial success story for 3G.... View Details
      Keywords: Leadership; Growth and Development; Performance Evaluation; Private Equity; Franchise Ownership; Culture; Change Management; Strategy; Human Resources; Information Technology; Competition; Retail Industry; United States
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      Groysberg, Boris, and Sarah L. Abbott. "Restaurant Brands International: Version 2.0." Harvard Business School Case 422-047, April 2022. (Revised August 2022.)
      • 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).
      • March 2022 (Revised January 2025)
      • Technical Note

      Prediction & Machine Learning

      By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton
      This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional... View Details
      Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation; AI and Machine Learning
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      Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Prediction & Machine Learning." Harvard Business School Technical Note 622-101, March 2022. (Revised January 2025.)
      • March 2022
      • Case

      The Goldman Sachs 10,000 Small Businesses Program: 2009-2021

      By: Leonard A. Schlesinger and Julia Kelley
      In December 2021, more than a decade after its founding, Goldman Sachs’s 10,000 Small Businesses program was still going strong — and the firm now needed to evaluate potential program modifications to reach a wider group of small business owners. Launched in the... View Details
      Keywords: COVID-19 Pandemic; Small Business; Business Education; Curriculum and Courses; Government and Politics; Knowledge; Knowledge Dissemination; Labor; Employment; Human Capital; Management; Goals and Objectives; Organizations; Mission and Purpose; Corporate Social Responsibility and Impact; Programs; Networks; Social Enterprise; Society; Strategy; Demographics; Diversity; Financial Services Industry; North and Central America; United States; New York (city, NY); New York (state, US)
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      Schlesinger, Leonard A., and Julia Kelley. "The Goldman Sachs 10,000 Small Businesses Program: 2009-2021." Harvard Business School Case 322-052, March 2022.
      • March 2022 (Revised January 2023)
      • Case

      Innovation at Moog Inc.

      By: Brian J. Hall, Ashley V. Whillans, Davis Heniford, Dominika Randle and Caroline Witten
      This case focuses on the challenges of incentivizing innovation within Moog, an engineering company based in New York state that designs and builds guidance systems for space, air, and land-based travel. The case enables students to grapple with the challenges of using... View Details
      Keywords: Innovation; Innovation Lab; Innovation Management; Motivation; Incentives; Culture; Compensation; Compensation And Benefits; Scalability; Business Growth and Maturation; Collaborative Innovation and Invention; Independent Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Organizational Culture; Performance Consistency; Performance Effectiveness; Performance Efficiency; Performance Productivity; Performance Evaluation; Creativity; Motivation and Incentives; Aerospace Industry; Transportation Industry; United States
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      Hall, Brian J., Ashley V. Whillans, Davis Heniford, Dominika Randle, and Caroline Witten. "Innovation at Moog Inc." Harvard Business School Case 922-040, March 2022. (Revised January 2023.)
      • March 2022 (Revised November 2024)
      • Case

      Aldrich Capital Partners

      By: Jo Tango and Alys Ferragamo
      By July 2016, the Aldrich Capital Partners team had spent over two years trying to raise their inaugural growth-equity fund. They had pitched to over 140 investors, but none had committed. Managing Partners Mirza Baig and Raz Zia each had extensive experience in the... View Details
      Keywords: Growth Equity; Investment Evaluation; Entrepreneurship; Private Equity; Investment; Strategy; Decision Making; United States
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      Tango, Jo, and Alys Ferragamo. "Aldrich Capital Partners." Harvard Business School Case 822-090, March 2022. (Revised November 2024.)
      • March 2022
      • Article

      Assessing the Impact of the COVID-19 Pandemic on Clinician Ambulatory Electronic Health Record Use

      By: A Jay Holmgren, Lance Downing, Mitchell Tang, Christopher Sharp, Christopher Longhurst and Robert S. Huckman
      Objective: The COVID-19 pandemic changed clinician electronic health record (EHR) work in a multitude of ways. To evaluate how, we measure ambulatory clinician EHR use in the United States throughout the COVID-19 pandemic.

      Materials and Methods: We use EHR... View Details
      Keywords: Health Care; Electronic Health Records; Productivity; COVID-19 Pandemic; Health Care and Treatment; Health Pandemics; Information Technology; Performance Productivity; United States
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      Holmgren, A Jay, Lance Downing, Mitchell Tang, Christopher Sharp, Christopher Longhurst, and Robert S. Huckman. "Assessing the Impact of the COVID-19 Pandemic on Clinician Ambulatory Electronic Health Record Use." Journal of the American Medical Informatics Association 29, no. 3 (March 2022): 453–460.
      • 2022
      • Working Paper

      Can a Website Bring Unemployment Down? Experimental Evidence from France

      By: Aïcha Ben Dhia, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard and Vincent Pons
      We evaluate the impact of an online platform giving job seekers tips to improve their search and recommendations of new occupations and locations to target, based on their personal data and labor market data. Our experiment used an encouragement design and was... View Details
      Keywords: Online Platform; Digital Platform; Unemployment; Encouragement Design; Job Search; Jobs and Positions; Internet and the Web; Well-being; Outcome or Result; Digital Platforms; France
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      Ben Dhia, Aïcha, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard, and Vincent Pons. "Can a Website Bring Unemployment Down? Experimental Evidence from France." NBER Working Paper Series, No. 29914, April 2022.
      • March 2022
      • Teaching Note

      Sawiris Foundation: Elevating Education in Egypt

      By: Brian Trelstad and Alpana Thapar
      Teaching Note for HBS Case No. 322-023. Founded in 2001 by the Sawiris family, one of the wealthiest families in Egypt, the Sawiris Foundation for Social Development (SFSD) invested in human capital and provision of basic social services for the most marginalized... View Details
      Keywords: Sustainable Development; Human Capital; Equality and Inequality; Education; Business Strategy; Social Enterprise; Social Issues; Partners and Partnerships; Growth and Development Strategy; Education Industry; Egypt
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      Trelstad, Brian, and Alpana Thapar. "Sawiris Foundation: Elevating Education in Egypt." Harvard Business School Teaching Note 322-061, March 2022.
      • February 2022
      • Teaching Note

      Introducing EVA at ISS: A Better Way to Evaluate CEO Performance and Compensation?

      By: Jonas Heese and Charles C.Y. Wang
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      Heese, Jonas, and Charles C.Y. Wang. "Introducing EVA at ISS: A Better Way to Evaluate CEO Performance and Compensation?" Harvard Business School Teaching Note 122-062, February 2022.
      • February 2022 (Revised January 2024)
      • Supplement

      Winning Business at Russell Reynolds (C)

      By: Ethan Bernstein and Cara Mazzucco
      In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting—and... View Details
      Keywords: Restructuring; Talent and Talent Management; Compensation and Benefits; Growth and Development Strategy; Organizational Change and Adaptation; Organizational Culture; Performance Evaluation; Motivation and Incentives; Consulting Industry
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      Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (C)." Harvard Business School Spreadsheet Supplement 422-703, February 2022. (Revised January 2024.)
      • 2022
      • Working Paper

      The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective

      By: Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu and Himabindu Lakkaraju
      As various post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to develop a deeper understanding of if and when the explanations output by these methods disagree with each other, and how... View Details
      Keywords: AI and Machine Learning; Analytics and Data Science; Mathematical Methods
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      Krishna, Satyapriya, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu, and Himabindu Lakkaraju. "The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective." Working Paper, 2022.
      • February 2022 (Revised October 2022)
      • Supplement

      Henkel: Building a Winning Culture (D)

      By: Robert L. Simons and Carolyn Deller
      This three-page case is the third update to Henkel: Building a Winning Culture (A). In this supplement, dated 2021, a new CEO has taken over Henkel and implemented a new strategy. His changes to the original performance management system are presented as a new... View Details
      Keywords: Execution; Management Control Systems; Performance Goals; Incentives; Levers Of Control; Strategy; Management Analysis, Tools, and Techniques; Performance Evaluation
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      Simons, Robert L., and Carolyn Deller. "Henkel: Building a Winning Culture (D)." Harvard Business School Supplement 122-055, February 2022. (Revised October 2022.)
      • February 2022
      • Article

      OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online

      By: Nancy Rothbard, Lakshmi Ramarajan, Ariane Ollier-Malaterre and Serenity Lee
      We propose and test a relational boundary-blurring framework, examining how employees’ evaluations of colleagues’ characteristics drive their decisions to connect with colleagues as friends online. We use a multi-method approach across four studies to investigate how... View Details
      Keywords: Self-disclosure; Relationships; Employees; Internet and the Web; Boundaries
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      Rothbard, Nancy, Lakshmi Ramarajan, Ariane Ollier-Malaterre, and Serenity Lee. "OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online." Academy of Management Journal 65, no. 1 (February 2022): 35–65.
      • 2024
      • Working Paper

      What Triggers National Stock Market Jumps?

      By: Scott R. Baker, Nicholas Bloom, Steven J. Davis and Marco Sammon
      We examine newspapers the day after major stock-market jumps to evaluate the proximate cause, geographic source, and clarity of these events from 1900 in the US, 1930 in the UK and 1980 in 12 other countries. We find four main results. First, the United States plays an... View Details
      Keywords: Uncertainty; Policy Uncertainty; Stock Market; Financial Markets; Volatility; Risk and Uncertainty; Policy; Newspapers
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      Baker, Scott R., Nicholas Bloom, Steven J. Davis, and Marco Sammon. "What Triggers National Stock Market Jumps?" Working Paper, December 2024.
      • January 2022 (Revised November 2023)
      • Case

      Expanding the Culture of Learning at Kraft Heinz

      By: Ashley V. Whillans and Carolyn Watson
      The Kraft Heinz Company (KHC) was an American food company formed in 2015 by the merger of Kraft Foods Group, Inc and the H.J. Heinz Company. The company sold food products like Heinz Ketchup, Kraft Mac & Cheese, Kool-Aid, and Philadelphia cream cheese to supermarkets,... View Details
      Keywords: Learning; Culture; Work Culture; Workplace Practices; Mergers; Mergers and Acquisitions; Competitive Advantage; Human Capital; Training; Performance Evaluation; Growth and Development; Personal Development and Career; Employee Relationship Management; Organizational Change and Adaptation; Organizational Culture; Food and Beverage Industry
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      Whillans, Ashley V., and Carolyn Watson. "Expanding the Culture of Learning at Kraft Heinz." Harvard Business School Case 922-036, January 2022. (Revised November 2023.)
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