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- March 2023 (Revised April 2023)
- Case
Independent Governance of Meta’s Social Spaces: The Oversight Board
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.
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- 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...
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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...
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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...
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Keywords:
Political Parties;
Incumbent Politicians;
Democracy;
Political Elections;
Competitive Advantage
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...
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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...
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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
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
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...
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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
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...
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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
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
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'
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...
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Keywords:
Causal Inference;
Treatment Effect Estimation;
Treatment Assignment Policy;
Human-in-the-loop;
Decision Making;
Fairness
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...
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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
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,...
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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
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
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...
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- 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...
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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...
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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
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...
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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
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...
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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...
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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
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...
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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
Dey, Aiyesha, and Amram Migdal. "Scott Tucker (B): The Feds Catch Up." Harvard Business School Supplement 122-032, November 2021. (Revised January 2021.)