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Publications

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      • Faculty Publications  (92)

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      • August 29, 2022
      • Other Article

      Income Inequality Is Rising. Are We Even Measuring It Correctly?

      By: Jon M. Jachimowicz, K. Blesch and Oliver P. Hauser
      Income inequality is on the rise in many countries around the world, according to the United Nations. What’s more, disparities in global income were exacerbated by the COVID-19 pandemic, with some countries facing greater economic losses than others. Policymakers... View Details
      Keywords: Income Inequality; Gini Coefficient; COVID-19 Pandemic; Government Administration; Equality and Inequality; Health Pandemics; Measurement and Metrics
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      Jachimowicz, Jon M., K. Blesch, and Oliver P. Hauser. "Income Inequality Is Rising. Are We Even Measuring It Correctly?" Harvard Business School Working Knowledge (August 29, 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.
      • July 2022 (Revised January 2025)
      • Case

      Call of Fiduciary Duty: Microsoft Acquires Activision Blizzard

      By: Jonas Heese, Joseph Pacelli and James Barnett
      In January 2022, Microsoft announces its acquisition of the video game company Activision Blizzard, in a deal valued at $68.7 billion, which would make Microsoft the world’s third largest video game company. The deal came as Activision Blizzard faced gender pay... View Details
      Keywords: Accounting; Goodwill Accounting; Analysis; Decision Making; Talent and Talent Management; Games, Gaming, and Gambling; Ethics; Leadership; Risk and Uncertainty; Mergers and Acquisitions; Lawsuits and Litigation; Entertainment and Recreation Industry; Video Game Industry; North America; California
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      Heese, Jonas, Joseph Pacelli, and James Barnett. "Call of Fiduciary Duty: Microsoft Acquires Activision Blizzard." Harvard Business School Case 123-011, July 2022. (Revised January 2025.)
      • July 2022
      • Article

      The Developmental Origins and Behavioral Consequences of Attributions for Inequality

      By: Antonya Marie Gonzalez, Lucia Macchia and Ashley V. Whillans
      Attributions, or lay explanations for inequality, have been linked to inequality-relevant behavior. In adults and children, attributing inequality to an individual rather than contextual or structural causes is linked to greater support for economic inequality and less... View Details
      Keywords: Equality and Inequality; Behavior; Perception
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      Gonzalez, Antonya Marie, Lucia Macchia, and Ashley V. Whillans. "The Developmental Origins and Behavioral Consequences of Attributions for Inequality." Art. 104329. Journal of Experimental Social Psychology 101 (July 2022).
      • 2022
      • Working Paper

      Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register

      By: Laura Alfaro, Ester Faia and Camelia Minoiu
      We examine the consequences of monetary policy on racial disparities, focusing on the role of bank lending to firms through collateral and selection channels. Leveraging comprehensive loan-level data from the U.S. credit register (Y-14Q) of the Federal Reserve, we show... View Details
      Keywords: Monetary Policy Transmission; Inequity; Credit Registry; Wealth; Collateral Channel; Selection; Racial Disparity; Racial Inequality; Equality and Inequality; Banks and Banking; Credit; Governing Rules, Regulations, and Reforms; Banking Industry; United States
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      Alfaro, Laura, Ester Faia, and Camelia Minoiu. "Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register." Harvard Business School Working Paper, No. 22-068, April 2022.
      • Article

      Creating High-Impact Coalitions: CEOs Can Lead the Charge on Society’s Biggest Problems

      By: Rosabeth M. Kanter and Tuna Cem Hayirli
      Traditionally, responses to crises and societal problems—the COVID-19 pandemic, natural disasters, racial inequities—are considered the responsibility of the public sector and NGOs. But addressing the world’s most critical problems requires leadership, resources, and... View Details
      Keywords: Coalition; Change; Problem Solving; Organization; Boundaries; Evolution; Mission; Moral Leadership; Balance; "Solutions Approach; Society; Problems and Challenges; Organizations; Mission and Purpose; Leading Change; Trust
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      Kanter, Rosabeth M., and Tuna Cem Hayirli. "Creating High-Impact Coalitions: CEOs Can Lead the Charge on Society’s Biggest Problems." Harvard Business Review 100, no. 2 (March–April 2022).
      • March 2022
      • Background Note

      Climate Challenges for Cities: Introduction to Issues and Actions in the United States

      By: Rosabeth Moss Kanter and Catarina Mia Martinez
      This background Note introduces the implications of climate change (global warming) for American cities. In the U.S., partisan political divides and unaddressed economic and racial disparities in climate vulnerabilities can inhibit action. The two main fronts for... View Details
      Keywords: Climate Change; Cities; Emission Reduction; Change; Change Leadership; Electric Power Generation; Transportation; Recycling; Green Business; Green Building; Ecosystem; Construction; Systems Change; Cross-sector Collaboration; Adaptation; Geographic Location; Resource Allocation; Infrastructure; Government and Politics; Social Issues; Urban Development; United States
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      Kanter, Rosabeth Moss, and Catarina Mia Martinez. "Climate Challenges for Cities: Introduction to Issues and Actions in the United States." Harvard Business School Background Note 322-103, March 2022.
      • March 2022 (Revised April 2023)
      • Case

      Pittsburgh: A Successful City?

      By: Karen Mills, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck and Zeke Gillman
      Pittsburgh, PA, was once the crown jewel of American heavy industry. During the 19th and 20th centuries, the city was an undisputed leader in steel production, boasting some of the largest companies and wealthiest individuals in the world. Its abundance of... View Details
      Keywords: Economic And Social Disparities; Economic Development; Local Economic Development; Contextual Intelligence; Contextual Knowledge; Context; City Growth; City Innovation; City Leadership; Pittsburgh; Local Government; Local Stakeholders; Business And Community; Business And Community Relations; Community Engagement; Community Relations; Cross-sector Collaboration; Innovation; Innovation Economy; Innovation Clusters; Innovation Ecosystems; Shared Prosperity; Equality Of Opportunity; Equity; Inclusion; Business And Government; Business & Government Relations; Business And Government Relations; Business And Society; Neighborhoods; Race And Ethnicity; Innovation & Entrepreneurship; Diversity; Ethnicity; Race; Household; Income; Economic Growth; Economic Sectors; Economics; Local Range; Urban Development; Urban Scope; City; Cross-Cultural and Cross-Border Issues; Government and Politics; Government Administration; Growth and Development; History; Leadership; Goals and Objectives; Philanthropy and Charitable Giving; Society; Civil Society or Community; Culture; Human Needs; Public Opinion; Public Sector; Social Issues; Poverty; Equality and Inequality; Manufacturing Industry; Steel Industry; Education Industry; Medical Devices and Supplies Industry; Technology Industry; United States; Pittsburgh; Pennsylvania
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      Mills, Karen, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck, and Zeke Gillman. "Pittsburgh: A Successful City?" Harvard Business School Case 322-080, March 2022. (Revised April 2023.)
      • 2021
      • Working Paper

      Racial Disparities in the Paycheck Protection Program

      By: Sergey Chernenko and David S. Scharfstein
      Using a large sample of Florida restaurants, we document significant racial disparities in borrowing through the Paycheck Protection Program (PPP) and investigate the causes of these disparities. Black-owned restaurants are 25% less likely to receive PPP loans.... View Details
      Keywords: Discrimination; Paycheck Protection Program; Economic Injury Disaster Loans; Bank Lending; Nonbank Lending; Banks and Banking; Financing and Loans; Prejudice and Bias; Race
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      Chernenko, Sergey, and David S. Scharfstein. "Racial Disparities in the Paycheck Protection Program." SSRN Working Paper Series, August 2021. (NBER Working Paper Series, No. 29748, February 2022.)
      • January 17, 2022
      • Article

      Reducing Racial Disparities in Cancer Outcomes

      By: Kathy Giusti and Richard G. Hamermesh
      A disproportionate number of Black patients die from cancer in the United States. A key to addressing this problem is enrolling more Black patients in clinical trials. A strategy consisting of these three parts can help accomplish this goal: 1) centralize information... View Details
      Keywords: Cancer Trials; Racial Disparity; Health Testing and Trials; Race; Strategy
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      Giusti, Kathy, and Richard G. Hamermesh. "Reducing Racial Disparities in Cancer Outcomes." Harvard Business Review (website) (January 17, 2022).
      • 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).
      • 2021
      • Article

      Public Health Risks Arising from Food Supply Chains: Challenges and Opportunities

      By: Lu Chen, Donovan Guittieres, Retsef Levi, Elisabeth Paulson, Georgia Perakis, Nicholas Renegar and Stacy Springs
      Safe, healthy, and resilient food supply chains are essential to ensuring the livelihood and well-being of humans and societies, as well as local and global economies. However, the ability to provide and sustain access to nutritious and safe food continues to be a... View Details
      Keywords: Food Safety; Adulteration; Malnutrition; Supply Chain; Health; Government Administration; Food and Beverage Industry
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      Chen, Lu, Donovan Guittieres, Retsef Levi, Elisabeth Paulson, Georgia Perakis, Nicholas Renegar, and Stacy Springs. "Public Health Risks Arising from Food Supply Chains: Challenges and Opportunities." Special Issue on OR Models for Developmental Studies. Naval Research Logistics Quarterly 68, no. 8 (2021): 1098–1112.
      • September–October 2021
      • Article

      Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb

      By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
      We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among... View Details
      Keywords: Smart Pricing; Pricing Algorithm; Machine Bias; Discrimination; Racial Disparity; Social Inequality; Airbnb Revenue; Revenue; Race; Equality and Inequality; Prejudice and Bias; Price; Mathematical Methods; Accommodations Industry
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      Zhang, Shunyuan, Nitin Mehta, Param Singh, and Kannan Srinivasan. "Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb." Marketing Science 40, no. 5 (September–October 2021): 813–820.
      • September 17, 2021
      • Article

      AI Can Help Address Inequity—If Companies Earn Users' Trust

      By: Shunyuan Zhang, Kannan Srinivasan, Param Singh and Nitin Mehta
      While companies may spend a lot of time testing models before launch, many spend too little time considering how they will work in the wild. In particular, they fail to fully consider how rates of adoption can warp developers’ intent. For instance, Airbnb launched a... View Details
      Keywords: Artificial Intelligence; Algorithmic Bias; Technological Innovation; Perception; Diversity; Equality and Inequality; Trust; AI and Machine Learning
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      Zhang, Shunyuan, Kannan Srinivasan, Param Singh, and Nitin Mehta. "AI Can Help Address Inequity—If Companies Earn Users' Trust." Harvard Business Review Digital Articles (September 17, 2021).
      • August 2021
      • Case

      Zoom Video Communications: Building a Culture of Diversity, Equity, & Inclusion During COVID-19

      By: Karen G. Mills, Scott Duke Kominers, Christopher Stanton, Andy Wu, George Gonzalez and Gabriella Elanbeck
      Keywords: Diversity Management; Diversity Training; Cultural Change; Cultural Diversity; Inclusion; Inclusive Growth; Inclusive Hiring; Hiring; Hiring Of Employees; Recruiting; Performance Management; Change Leadership; Race And Ethnicity; Racial Bias; Racial Disparity; Racial Injustice; Racial Tensions; Racism; Organization; Organization Process; Organization Structure; Structural/institutional Racism; Leadership And Change Management; Leadership And Managing People; Leading; Gender Bias; Discrimination; Inequalities; Inequality; Social Change; Employee Attitude Development And Empowerment; Employee Bonding; Employee Empowerment; Employee Engagement; Employee Fairness; Employee Morale; Employee Performance Management; Employee Relations; Company Culture; Company Values; Values; COVID-19 Pandemic; Demographics; Diversity; Age; Ethnicity; Gender; Business Processes; Change Management; Change; Race; Human Capital; Human Resources; Compensation and Benefits; Employees; Employee Relationship Management; Recruitment; Retention; Selection and Staffing; Jobs and Positions; Job Interviews; Leadership; Leading Change; Management; Management Teams; Business or Company Management; Crisis Management; Goals and Objectives; Growth and Development; Growth and Development Strategy; Growth Management; Management Style; Organizational Change and Adaptation; Organizational Culture; Organizational Design; Organizational Structure; Organizations; Mission and Purpose; Culture; Happiness; Prejudice and Bias; Satisfaction; Equity; Identity; Leadership Style; Values and Beliefs; Technology Industry; United States
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      Mills, Karen G., Scott Duke Kominers, Christopher Stanton, Andy Wu, George Gonzalez, and Gabriella Elanbeck. "Zoom Video Communications: Building a Culture of Diversity, Equity, & Inclusion During COVID-19." Harvard Business School Case 322-031, August 2021.
      • June 2021
      • Supplement

      Linda Oubré at Whittier College (B)

      By: Debora L. Spar and Haley P. Brown
      The case follows President Linda Oubré (HBS MBA Class of 1984) as she seeks to move Whittier College towards a more diverse, equitable, and inclusive campus.
      In 2020, the student body of Whittier, a private liberal arts college in Los Angeles County, California,... View Details
      Keywords: Women And Leadership; Racial Disparity; Higher Education; Education; Diversity; Race; Change Management; Gender; Los Angeles; California; United States
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      Spar, Debora L., and Haley P. Brown. "Linda Oubré at Whittier College (B)." Harvard Business School Supplement 721-058, June 2021.
      • June 2021
      • Supplement

      Linda Oubré at Whittier College (C)

      By: Debora L. Spar and Haley P. Brown
      The case follows President Linda Oubré (HBS MBA Class of 1984) as she seeks to move Whittier College towards a more diverse, equitable, and inclusive campus.
      In 2020, the student body of Whittier, a private liberal arts college in Los Angeles County, California,... View Details
      Keywords: Women And Leadership; Racial Disparity; Higher Education; Education; Diversity; Race; Change Management; Gender; Los Angeles; California; United States
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      Spar, Debora L., and Haley P. Brown. "Linda Oubré at Whittier College (C)." Harvard Business School Supplement 721-061, June 2021.
      • June 11, 2021
      • Article

      Addressing Demographic Disparities in Clinical Trials

      By: Kathy Giusti, Richard G. Hamermesh and Mark Krasnow
      Disparities in health care are not just limited to the delivery of care. They also exist in the way that clinical trials are structured. Women, people of color, and the elderly often are not adequately represented. This article offers three strategies for addressing... View Details
      Keywords: Health Testing and Trials; Demographics
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      Giusti, Kathy, Richard G. Hamermesh, and Mark Krasnow. "Addressing Demographic Disparities in Clinical Trials." Harvard Business Review Digital Articles (June 11, 2021).
      • Article

      Sizing Up Entrepreneurial Potential: Gender Differences in Communication and Investor Perceptions of Long-Term Growth and Scalability

      By: Laura Huang, Priyanka D. Joshi, Cheryl J. Wakslak and Andy Wu
      Female entrepreneurs have been found to face disadvantages as compared with male entrepreneurs, especially in acquiring the financial resources they need to sustain and grow their ventures. Across three studies, we examine how disparities in funding outcomes may be due... View Details
      Keywords: Business Startups; Finance; Gender; Prejudice and Bias; Communication; Perception
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      Huang, Laura, Priyanka D. Joshi, Cheryl J. Wakslak, and Andy Wu. "Sizing Up Entrepreneurial Potential: Gender Differences in Communication and Investor Perceptions of Long-Term Growth and Scalability." Academy of Management Journal 64, no. 3 (June 2021): 716–740.
      • April 2021 (Revised April 2022)
      • Case

      OneTen: One Million Opportunities in Ten Years

      By: V. Kasturi Rangan and Courtney Han
      In the wake of George Floyd's killing in May 2020, and widespread protests for social justice in the United States, OneTen was formed by a coalition of 40 large companies to provide one million jobs for African-Americans in 10 years. The case describes the background... View Details
      Keywords: Labor Market; COVID-19 Pandemic; Diversity; Race; Jobs and Positions; Opportunities; Social Issues; Employment; Equality and Inequality; Equity; United States
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      Rangan, V. Kasturi, and Courtney Han. "OneTen: One Million Opportunities in Ten Years." Harvard Business School Case 521-093, April 2021. (Revised April 2022.)
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