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      • 2022
      • Article

      Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations

      By: Jessica Dai, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach and Himabindu Lakkaraju
      As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across all subgroups of a population. For instance, it... View Details
      Keywords: Prejudice and Bias; Mathematical Methods; Research; Analytics and Data Science
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      Dai, Jessica, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach, and Himabindu Lakkaraju. "Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 203–214.
      • July–August 2022
      • Article

      How Do Disadvantaged Groups Seek Information about Public Services? A Randomized Controlled Trial of Communication Technologies

      By: Katerina Linos, Melissa Carlson, Laura Jakli, Nadia Dalma, Isabelle Cohen, Afroditi Veloudaki and Stavros Nikiforos Spyrellis
      Governments and NGOs are switching to phone- and Internet-based communication technologies to reduce costs and broaden access to public services. However, these technological shifts can backfire if they exacerbate administrative burden in high-need communities. We... View Details
      Keywords: Communication Technology; Income
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      Linos, Katerina, Melissa Carlson, Laura Jakli, Nadia Dalma, Isabelle Cohen, Afroditi Veloudaki, and Stavros Nikiforos Spyrellis. "How Do Disadvantaged Groups Seek Information about Public Services? A Randomized Controlled Trial of Communication Technologies." Public Administration Review 82, no. 4 (July–August 2022): 708–720.
      • 2022
      • Article

      Towards Robust Off-Policy Evaluation via Human Inputs

      By: Harvineet Singh, Shalmali Joshi, Finale Doshi-Velez and Himabindu Lakkaraju
      Off-policy Evaluation (OPE) methods are crucial tools for evaluating policies in high-stakes domains such as healthcare, where direct deployment is often infeasible, unethical, or expensive. When deployment environments are expected to undergo changes (that is, dataset... View Details
      Keywords: Analytics and Data Science; Research
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      Singh, Harvineet, Shalmali Joshi, Finale Doshi-Velez, and Himabindu Lakkaraju. "Towards Robust Off-Policy Evaluation via Human Inputs." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 686–699.
      • 2024
      • Working Paper

      Automating Short-Term Payroll Savings: Evidence from Two Large U.K. Experiments

      By: Sarah Holmes Berk, James J. Choi, Jay Garg, John Beshears and David Laibson
      Automatic enrollment is often used to increase retirement savings. What are the effects of using it (or, alternatively, requiring an active enrollment choice) to increase short-term savings? We evaluate two experiments in the U.K. at employers that enable workers to... View Details
      Keywords: Retirement Savings; Participation; Automatic Enrollment; Retirement; Human Resources
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      Berk, Sarah Holmes, James J. Choi, Jay Garg, John Beshears, and David Laibson. "Automating Short-Term Payroll Savings: Evidence from Two Large U.K. Experiments." NBER Working Paper Series, No. 32581, June 2024.
      • July 2022 (Revised January 2024)
      • Case

      Kovi: Changing Brazil's Mobility Landscape

      By: Lynda M. Applegate, Michael Norris and Alexis Lefort
      Kovi, a car rental startup located in São Paulo, Brazil, provides affordable access to rental cars for rideshare drivers. The case examines the origins of the company, provides background on the auto and rideshare industries in Brazil, and follows the CEO, Adhemar... View Details
      Keywords: Ridesharing; Entrepreneurship; Growth and Development Strategy; Business Startups; Developing Countries and Economies; Auto Industry; Brazil; Mexico; Latin America
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      Applegate, Lynda M., Michael Norris, and Alexis Lefort. "Kovi: Changing Brazil's Mobility Landscape." Harvard Business School Case 823-028, July 2022. (Revised January 2024.)
      • July 2022 (Revised September 2024)
      • Case

      York Capital and Enovix

      By: William Vrattos, Jo Tango and Alys Ferragamo
      In June 2020, Jeremy Blank prepared for a meeting with his fellow partners at York Capital to discuss an investment he had championed in Enovix, a company developing a state-of-the-art, silicon-based battery. Early-stage technology companies, like Enovix, were not... View Details
      Keywords: Investment Evaluation; Partners and Partnerships; Investment Portfolio; Judgments; Opportunities
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      Vrattos, William, Jo Tango, and Alys Ferragamo. "York Capital and Enovix." Harvard Business School Case 223-006, July 2022. (Revised September 2024.)
      • July 2022
      • Case

      FIJI Water: Carbon Negative? (Abridged)

      By: Michael W. Toffel, George Serafeim, Francesca Gino, Stephanie Van Sice and Tom Quinn
      In the midst of increasing press scrutiny of the bottled water industry’s environmentally harmful practices, FIJI Water made a series of sustainability promises. The boldest of these was a pledge to go “carbon negative.” The company said that not only would they offset... View Details
      Keywords: Carbon Footprint; Carbon Offsetting; Environmental Accounting; Climate Change; Environmental Sustainability; Pollution; Cross-Cultural and Cross-Border Issues; Misleading and Fraudulent Advertising; Non-Governmental Organizations; Brands and Branding; Food and Beverage Industry; Fiji; United States
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      Toffel, Michael W., George Serafeim, Francesca Gino, Stephanie Van Sice, and Tom Quinn. "FIJI Water: Carbon Negative? (Abridged)." Harvard Business School Case 623-004, July 2022.
      • 2022
      • Working Paper

      Banking on Transparency for the Poor: Experimental Evidence from India

      By: Erica M. Field, Natalia Rigol, Charity M. Troyer Moore, Rohini Pande and Simone G. Schaner
      Do information frictions limit the benefits of financial inclusion drives for the rural poor? We evaluate an experimental intervention among recently banked poor Indian women receiving government cash transfers via direct deposit. Treated women were provided automated... View Details
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      Field, Erica M., Natalia Rigol, Charity M. Troyer Moore, Rohini Pande, and Simone G. Schaner. "Banking on Transparency for the Poor: Experimental Evidence from India." NBER Working Paper Series, No. 30289, July 2022.
      • July, 2022
      • Article

      Telehealth Visits After Shoulder Surgery: Higher Patient Satisfaction and Lower Costs

      By: Evan A. O'Donnell, Jillian E. Haberli, Andres Muniz Martinez, Daniel Yagoda, Robert S. Kaplan and Jon J.P. Warner
      Purpose and Methods: The study compared the cost of telemedicine visits with in-person clinic visits for routine follow-up after common shoulder surgeries. It also evaluated the safety and patient experience with telemedicine visits. Time-driven activity-based costing... View Details
      Keywords: Telehealth; Patient Satisfaction; Health Care and Treatment; Communication Technology; Health Industry
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      O'Donnell, Evan A., Jillian E. Haberli, Andres Muniz Martinez, Daniel Yagoda, Robert S. Kaplan, and Jon J.P. Warner. "Telehealth Visits After Shoulder Surgery: Higher Patient Satisfaction and Lower Costs." Journal of the American Academy of Orthopedic Surgeons Global Research and Reviews 6, no. 7 (July, 2022).
      • Article

      The C-Suite Skills That Matter Most

      By: Raffaella Sadun, Joseph B. Fuller, Stephen Hansen and PJ Neal
      Landing a job as a CEO today is no longer all about industry expertise and financial savvy. What companies are really seeking are leaders with strong social skills. That’s what the authors discovered after analyzing nearly 7,000 job descriptions for C-suite roles.... View Details
      Keywords: C-Suite; Skills; Skills Development; Social Skills; Management Skills; Interpersonal Communication; Talent and Talent Management
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      Sadun, Raffaella, Joseph B. Fuller, Stephen Hansen, and PJ Neal. "The C-Suite Skills That Matter Most." Harvard Business Review 100, no. 4 (July–August 2022): 42–50.
      • June 2022 (Revised November 2023)
      • Case

      Individual FoodService, Kelso, and Ken Sweder

      By: Jo Tango and Alys Ferragamo
      When and how much risk to take? In October 2020, Ken Sweder, CEO of Individual FoodService (“IFS”), contemplated this question as he evaluated a proposal to acquire Brady Industries, a distributor of janitorial and sanitation products. Sweder and his private equity... View Details
      Keywords: COVID-19 Pandemic; Risk Management; Mergers and Acquisitions; Value Creation; Business Divisions
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      Tango, Jo, and Alys Ferragamo. "Individual FoodService, Kelso, and Ken Sweder." Harvard Business School Case 822-144, June 2022. (Revised November 2023.)
      • June 2022
      • Case

      Michelin’s Green Gold Bahia Program: Leaving With Grace

      By: Sandra J. Sucher, Shalene Gupta and Susan J. Winterberg
      In 2015, the top management of French tire-maker Michelin, was evaluating Michelin’s approach to divesting its rubber plantations ten years after incorporating a novel strategy.
      In 2004, Michelin had a Brazilian rubber challenge. Its Bahía plantation had been hit... View Details
      Keywords: Divestment; Supply Chain Management; Natural Resources; Corporate Accountability; Corporate Social Responsibility and Impact; Rubber Industry; Auto Industry; Brazil; France
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      Sucher, Sandra J., Shalene Gupta, and Susan J. Winterberg. "Michelin’s Green Gold Bahia Program: Leaving With Grace." Harvard Business School Case 322-132, June 2022.
      • June 2022
      • Teaching Plan

      Pacesetters

      By: Jeffrey J. Bussgang and Mel Martin
      Teaching Plan for HBS Case No. 322-019. City Sealcoating CEO Keith Chaney had just publicly called out the Boston Chamber of Commerce for their slow progress on their supplier diversity program, Pacesetters. Established in 2018 by regional business leaders,... View Details
      Keywords: Minority-owned Businesses; Procurement; Racial Wealth Gap; Diversity; Small Business; Restructuring; Contracts; Goals and Objectives; Performance Improvement; Performance Evaluation; United States; Massachusetts
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      Bussgang, Jeffrey J., and Mel Martin. "Pacesetters." Harvard Business School Teaching Plan 822-101, June 2022.
      • June 2022
      • Case

      The SAH Group: The Time is Right

      By: Juan Alcacer and Alpana Thapar
      In January 2021, Jalila Mezni, cofounder and CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019,... View Details
      Keywords: Growth Management; Expansion; Business Divisions; Product Positioning; Brands and Branding; Competition; Presentations; Consumer Products Industry; Tunisia; Kenya
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      Alcacer, Juan, and Alpana Thapar. "The SAH Group: The Time is Right." Harvard Business School Case 722-357, June 2022.
      • June 2022
      • Article

      Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation

      By: Jacqueline N. Lane, Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan and Karim R. Lakhani
      The evaluation and selection of novel projects lies at the heart of scientific and technological innovation, and yet there are persistent concerns about bias, such as conservatism. This paper investigates the role that the format of evaluation, specifically information... View Details
      Keywords: Project Evaluation; Innovation; Knowledge Frontier; Information Sharing; Negativity Bias; Projects; Innovation and Invention; Information; Knowledge Sharing
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      Lane, Jacqueline N., Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan, and Karim R. Lakhani. "Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation." Management Science 68, no. 6 (June 2022): 4478–4495.
      • 2022
      • Working Paper

      Are Experts Blinded by Feasibility?: Experimental Evidence from a NASA Robotics Challenge

      By: Jacqueline N. Lane, Zoe Szajnfarber, Jason Crusan, Michael Menietti and Karim R. Lakhani
      Resource allocation decisions play a dominant role in shaping a firm’s technological trajectory and competitive advantage. Recent work indicates that innovative firms and scientific institutions tend to exhibit an anti-novelty bias when evaluating new projects and... View Details
      Keywords: Evaluations; Novelty; Feasibility; Field Experiment; Resource Allocation; Technological Innovation; Competitive Advantage; Decision Making
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      Lane, Jacqueline N., Zoe Szajnfarber, Jason Crusan, Michael Menietti, and Karim R. Lakhani. "Are Experts Blinded by Feasibility? Experimental Evidence from a NASA Robotics Challenge." Harvard Business School Working Paper, No. 22-071, May 2022.
      • March 22, 2022
      • Article

      The Great Resignation or the Great Rethink?

      By: Ranjay Gulati
      Unsettled by the pandemic, most people are considering our jobs with fresh perspective. Some are quitting, in what has been dubbed the Great Resignation. But, for many, it’s more of a Great Rethink. Do we really like our employers’ culture? Do we feel that we’re fairly... View Details
      Keywords: Employees; Personal Development and Career
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      Gulati, Ranjay. "The Great Resignation or the Great Rethink?" Harvard Business Review (website) (March 22, 2022).
      • May 2022 (Revised April 2024)
      • Case

      Third Point in 2020: Growth Is Where the Value Is?

      By: Robin Greenwood, James Williams 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; COVID-19 Pandemic; Economics; Strategy; Growth and Development; Investment Return; Opportunities; Business and Stakeholder Relations; North America
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      Greenwood, Robin, James Williams, and Denise Han. "Third Point in 2020: Growth Is Where the Value Is?" Harvard Business School Case 222-029, May 2022. (Revised April 2024.)
      • 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).
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