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  • All HBS Web  (1,176)
    • Faculty Publications  (270)

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    • All HBS Web  (1,176)
      • Faculty Publications  (270)

      Fairness Remove Fairness →

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      • March 2023 (Revised April 2023)
      • Case

      Independent Governance of Meta’s Social Spaces: The Oversight Board

      By: Jesse M. Shapiro, Natalia Rigol, Benjamin N. Roth and William R. Kerr
      Julie Owono is a member of the Oversight Board, an outside entity with the authority to make binding decisions on tricky moderation questions for Meta's companies. She considers the Board's impact, and its future.  View Details
      Keywords: Business and Government Relations; Social Media; Fairness; Governing and Advisory Boards; Technology Industry; Communications Industry
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      Shapiro, Jesse M., Natalia Rigol, Benjamin N. Roth, and William R. Kerr. "Independent Governance of Meta’s Social Spaces: The Oversight Board." Harvard Business School Case 823-111, March 2023. (Revised April 2023.)
      • Working Paper

      Group Fairness in Dynamic Refugee Assignment

      By: Daniel Freund, Thodoris Lykouris, Elisabeth Paulson, Bradley Sturt and Wentao Weng
      Ensuring that refugees and asylum seekers thrive (e.g., find employment) in their host countries is a profound humanitarian goal, and a primary driver of employment is the geographic location within a host country to which the refugee or asylum seeker is...  View Details
      Keywords: Refugees; Geographic Location; Mathematical Methods; Employment; Fairness
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      Freund, Daniel, Thodoris Lykouris, Elisabeth Paulson, Bradley Sturt, and Wentao Weng. "Group Fairness in Dynamic Refugee Assignment." Harvard Business School Working Paper, No. 23-047, February 2023.
      • 2022
      • Article

      OpenXAI: Towards a Transparent Evaluation of Model Explanations

      By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
      While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and...  View Details
      Keywords: Measurement and Metrics; Analytics and Data Science
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      Agarwal, Chirag, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, and Himabindu Lakkaraju. "OpenXAI: Towards a Transparent Evaluation of Model Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022).
      • 2022
      • Working Paper

      Coordination and Incumbency Advantage in Multi-Party Systems: Evidence from French Elections

      By: Kevin Dano, Francesco Ferlenga, Vincenzo Galasso, Caroline Le Pennec and Vincent Pons
      In theory, free and fair elections can improve the selection of politicians and incentivize them to exert effort. In practice, incumbency advantage and coordination issues may lead to the (re)election of bad politicians. We ask whether these two forces compound each...  View Details
      Keywords: Political Parties; Incumbent Politicians; Democracy; Political Elections; Competitive Advantage
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      Dano, Kevin, Francesco Ferlenga, Vincenzo Galasso, Caroline Le Pennec, and Vincent Pons. "Coordination and Incumbency Advantage in Multi-Party Systems: Evidence from French Elections." NBER Working Paper Series, No. 30541, October 2022.
      • 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.
      • 2022
      • Article

      Regulatory Treatment of Changes in Fair Value and the Composition of Banks' Investment Portfolios

      By: Michael Iselin, Jung Koo Kang and Joshua Madsen
      In their implementation of Basel III, U.S. bank regulators are again including changes in the fair value of available-for-sale (AFS) debt securities in Tier 1 capital, but only for the largest U.S. banks. This paper investigates a potential impact of expanding this...  View Details
      Keywords: Fair Value Accounting; SFAS 115; Basel III; Governing Rules, Regulations, and Reforms; Banks and Banking; Debt Securities; Credit; Risk and Uncertainty; Investment Portfolio; Decision Making; Banking Industry; United States
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      Iselin, Michael, Jung Koo Kang, and Joshua Madsen. "Regulatory Treatment of Changes in Fair Value and the Composition of Banks' Investment Portfolios." Journal of Financial Reporting 7, no. 1 (2022): 123–143.
      • June 2022 (Revised November 2022)
      • Case

      Larry Miller

      By: Francesca Gino, Frances X. Frei, Hise Gibson and Alicia Dadlani
      Under the leadership of Larry Miller, chairman and former president of Nike’s Air Jordan brand, annual revenues for the Jordan brand soared from $150 million to over $4 billion. But for over 40 years, Miller guarded a secret. When he was younger, he spent nearly a...  View Details
      Keywords: Race; Ethnicity; Fairness; Values and Beliefs; Job Offer; Employment; Social Issues; Perspective; Personal Development and Career; Apparel and Accessories Industry; United States; Pennsylvania; Philadelphia; Portland; Oregon
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      Gino, Francesca, Frances X. Frei, Hise Gibson, and Alicia Dadlani. "Larry Miller." Harvard Business School Case 922-041, June 2022. (Revised November 2022.)
      • 2022
      • Working Paper

      Beliefs about Gender Differences in Social Preferences

      By: Christine L Exley, Oliver P. Hauser, Molly Moore and John-Henry Pezzuto
      While there is a vast (and mixed) literature on gender differences in social preferences, little is known about believed gender differences in social preferences. This paper documents robust evidence for believed gender differences in social preferences. Across a wide...  View Details
      Keywords: Social Preferences; Gender; Behavior; Attitudes; Values and Beliefs
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      Exley, Christine L., Oliver P. Hauser, Molly Moore, and John-Henry Pezzuto. "Beliefs about Gender Differences in Social Preferences." Harvard Business School Working Paper, No. 22-079, June 2022.
      • 2022
      • Book

      A Political Economy of Justice

      By: Danielle Allen, Yochai Benkler, Leah Downey, Rebecca Henderson and Joshua Simons
      Defining a just economy in a tenuous social-political time.
      If we can agree that our current social-political moment is tenuous and unsustainable—and indeed, that may be the only thing we can agree on right now—then how do markets, governments, and people...  View Details
      Keywords: Political Economy; Social Justice; Capitalism; Business And Society; Economy; Society; Fairness; Economic Systems; Corporate Social Responsibility and Impact; United States
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      Allen, Danielle, Yochai Benkler, Leah Downey, Rebecca Henderson, and Joshua Simons, eds. A Political Economy of Justice. Chicago: University of Chicago Press, 2022.
      • April–June 2022
      • Other Article

      Commentary on 'Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters'

      By: Edward McFowland III
      There has been a substantial discussion in various methodological and applied literatures around causal inference; especially in the use of machine learning and statistical models to understand heterogeneity in treatment effects and to make optimal decision...  View Details
      Keywords: Causal Inference; Treatment Effect Estimation; Treatment Assignment Policy; Human-in-the-loop; Decision Making; Fairness
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      McFowland III, Edward. "Commentary on 'Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters'." INFORMS Journal on Data Science 1, no. 1 (April–June 2022): 21–22.
      • March 2022 (Revised August 2022)
      • Case

      DaVita Responds to COVID

      By: Susanna Gallani and David Lane
      Early in August 2021, DaVita CEO Javier Rodriguez was assessing the ongoing impact of the COVID-19 pandemic on his firm, which provided life-sustaining kidney dialysis to roughly 240,000 people. Effective infection control practices and information sharing had ensured...  View Details
      Keywords: COVID-19 Pandemic; Change Management; Communication; Talent and Talent Management; Fairness; Values and Beliefs; Corporate Accountability; Health Care and Treatment; Health Pandemics; Human Resources; Employee Relationship Management; Retention; Wages; Working Conditions; Leadership Style; Crisis Management; Organizational Culture; Health Industry; United States
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      Gallani, Susanna, and David Lane. "DaVita Responds to COVID." Harvard Business School Case 122-007, March 2022. (Revised August 2022.)
      • March 2022 (Revised October 2022)
      • Case

      Transforming Kimball International, Inc. (A)

      By: Lynn S. Paine and Will Hurwitz
      Kimball International, Inc. (KII), led by CEO Kristie Juster, and its board of directors, chaired by Kim Ryan, faced critical questions about KII’s future in the spring of 2021. Two years earlier, the board had appointed Juster as the new CEO of KII, a publicly traded,...  View Details
      Keywords: Board Of Directors; Board Committees; Board Decisions; Board Dynamics; CEO Compensation; CEO Succession; Compensation Committee; Compensation Consultants; Compensation Design; Compensation Mix; Corporate Purpose; COVID-19; ESG; Furniture; Furniture Industry; Manufacturing; Midwest; Pandemic; Purpose; Spin Off; Strategic Change; Strategic Decisions; Strategic Evolution; Target-setting; Executive Compensation; Family Ownership; Governance; Restructuring; Strategy; Transformation; Manufacturing Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (A)." Harvard Business School Case 322-083, March 2022. (Revised October 2022.)
      • 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).
      • February 2022 (Revised June 2022)
      • Case

      Resident 2020

      By: Jeffrey F. Rayport and Thomas O. Jones
      Launched in 2016, Resident was a leading player in the direct-to-consumer bed-in-a-box mattress market, where it was one of at least 175 venture-backed companies competing in the space. By late 2020, it had realized over $500 million in revenue, profitability in the...  View Details
      Keywords: Digital Marketing; Business Growth and Maturation; Operations; Entrepreneurship; Competitive Strategy; Initial Public Offering; Decisions; Marketing Strategy; Cash Flow; Demand and Consumers
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      Rayport, Jeffrey F., and Thomas O. Jones. "Resident 2020." Harvard Business School Case 822-114, February 2022. (Revised June 2022.)
      • February 2022
      • Technical Note

      Ethical Analysis: Fairness

      By: Nien-hê Hsieh
      Concerns about fairness can arise across a wide range of contexts. They include the treatment of others, how much things cost, how much workers are paid, the outcome of a decision, and how we assign benefits and burdens across individuals. What counts as fair in a...  View Details
      Keywords: Fairness; Management Practices and Processes; Decision Choices and Conditions
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      Hsieh, Nien-hê. "Ethical Analysis: Fairness." Harvard Business School Technical Note 322-097, February 2022.
      • January 2022
      • Case

      VidyaGyan: Bridging the Rural Urban Divide

      By: Prithwiraj Choudhury, Rachna Chawla, Kairavi Dey and Anjali Raina
      Set up in 2008, VidyaGyan was a residential school for children in grades 6-12 from low-income rural families in Uttar Pradesh in northern India. It was the brainchild of Shiv Nadar and Cabinet Secretary T.S.R. Subramanian, who recognized the enormous potential hidden...  View Details
      Keywords: Non-profit; Education; Social Enterprise; Non-Governmental Organizations; Nonprofit Organizations; Corporate Social Responsibility and Impact; Wealth and Poverty; Demographics; Equality and Inequality; Performance Evaluation; Opportunities; Education Industry; South Asia; India
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      Choudhury, Prithwiraj, Rachna Chawla, Kairavi Dey, and Anjali Raina. "VidyaGyan: Bridging the Rural Urban Divide." Harvard Business School Case 622-077, January 2022.
      • December 2021
      • Case

      Slice Labs: Creating a Fraud-free Online Insurance Platform

      By: Amit Goldenberg, Max Bazerman and Ruth Page
      "Slice Labs: Creating a Fraud-Free Online Insurance Platform" engages students with the challenge of how to influence other parties to not engage in fraud in the context of digital insurance. The case is centered around Slice, a digital insurance company that was...  View Details
      Keywords: Technology; Insurance; Digitization; Honesty; Negotiation; Fraud; Ethics; Negotiation Process; Negotiation Tactics; Negotiation Types; Social Psychology; Conflict and Resolution; Trust; Fairness; Moral Sensibility; Values and Beliefs; Crime and Corruption; Insurance Industry; Technology Industry; United States; Canada
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      Goldenberg, Amit, Max Bazerman, and Ruth Page. "Slice Labs: Creating a Fraud-free Online Insurance Platform." Harvard Business School Multimedia/Video Case 921-712, December 2021.
      • Article

      Counterfactual Explanations Can Be Manipulated

      By: Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju and Sameer Singh
      Counterfactual explanations are useful for both generating recourse and auditing fairness between groups. We seek to understand whether adversaries can manipulate counterfactual explanations in an algorithmic recourse setting: if counterfactual explanations indicate...  View Details
      Keywords: Machine Learning Models; Counterfactual Explanations
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      Slack, Dylan, Sophie Hilgard, Himabindu Lakkaraju, and Sameer Singh. "Counterfactual Explanations Can Be Manipulated." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • November 2021 (Revised January 2022)
      • Case

      Scott Tucker (A): Race to the Top

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a...  View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (A): Race to the Top." Harvard Business School Case 122-009, November 2021. (Revised January 2022.)
      • November 2021 (Revised January 2021)
      • Supplement

      Scott Tucker (B): The Feds Catch Up

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a...  View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (B): The Feds Catch Up." Harvard Business School Supplement 122-032, November 2021. (Revised January 2021.)
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