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      • January 2022
      • Background Note

      Native American Incarceration

      By: Reshmaan Hussam, Sophus A. Reinert and Jordan Naylor
      In the early twenty-first century the Native American populations of the United States continued to live with the legacy of colonialism, ethnic cleansing, and cultural destruction. Although other minority groups had increasingly been able to make their voices heard,... View Details
      Keywords: Colonialism; Incarceration; Social Issues; Race; Equality and Inequality; History
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      Hussam, Reshmaan, Sophus A. Reinert, and Jordan Naylor. "Native American Incarceration." Harvard Business School Background Note 722-042, January 2022.
      • 2021
      • Working Paper

      Racial Inequality in Organizations: A Systems Psychodynamic Perspective

      By: Sanaz Mobasseri, William Kahn and Robin Ely
      This paper uses systems psychodynamic concepts to develop a theory about the persistence of racial inequality in U.S. companies, treating White men as the dominant group and Black people as an illustrative subordinate group. We theorize that this persistence is rooted... View Details
      Keywords: Systems Psychodynamics; Organizational Inequality; Masculinity; Equality and Inequality; Race; Gender; Identity; Power and Influence
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      Mobasseri, Sanaz, William Kahn, and Robin Ely. "Racial Inequality in Organizations: A Systems Psychodynamic Perspective." Harvard Business School Working Paper, No. 22-052, December 2021. (Revised September 2022.)
      • December 2021
      • Article

      Entrepreneurial Learning and Strategic Foresight

      By: Aticus Peterson and Andy Wu
      We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
      Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction
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      Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Art. 1. Strategic Management Journal 42, no. 13 (December 2021): 2357–2388. (Lead article.)
      • December 2021
      • Article

      India's Food Supply Chain during the Pandemic

      By: Matt Lowe, G.V. Nadhanael and Benjamin N. Roth
      We document the impact of India’s COVID-19 lockdown on the food supply chain. Food arrivals in wholesale markets dropped by 69% in the three weeks following the lockdown and wholesale prices rose by 8%. Six weeks after the lockdown began, volumes and prices had fully... View Details
      Keywords: COVID-19; Supply Chain; Health Pandemics; Food; Policy; System Shocks; Food and Beverage Industry; India
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      Lowe, Matt, G.V. Nadhanael, and Benjamin N. Roth. "India's Food Supply Chain during the Pandemic." Art. 102162. Food Policy 105 (December 2021).
      • November 2021
      • Teaching Note

      Glass-Shattering Leaders

      By: Boris Groysberg and Colleen Ammerman
      Teaching Notes for HBS Case Nos. 421-070, 421-071, 421-072, 421-073, 421-074, and 421-075. View Details
      Keywords: Gender Equality; Allyship; Leadership; Gender; Equality and Inequality; Power and Influence
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      Groysberg, Boris, and Colleen Ammerman. "Glass-Shattering Leaders." Harvard Business School Teaching Note 422-038, October 2021.
      • 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.
      • Article

      Health Equity, Schooling Hesitancy, and the Social Determinants of Learning

      By: Meira Levinson, Alan C. Geller, Joseph G. Allen and John D. Macomber
      At least 62 million K-12 students in North America—disproportionately low-income children of color— have been physically out of school for over a year due to the COVID-19 pandemic. These children are at risk of significant academic, social, mental, and physical harm... View Details
      Keywords: COVID-19; Public Health; Air Quality; Social Determinants Of Health; Schooling Hesitancy; Vaccine Hesitancy; Racial Injustice; Inequity; Inequality; Health Pandemics; Education; Health Care and Treatment; Policy; Race; Equality and Inequality
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      Levinson, Meira, Alan C. Geller, Joseph G. Allen, and John D. Macomber. "Health Equity, Schooling Hesitancy, and the Social Determinants of Learning." Art. 100032. Lancet Regional Health – Americas 2 (October 2021).
      • September 2021 (Revised November 2022)
      • Case

      Community Solutions

      By: Brian Trelstad and Tom Quinn
      Community Solutions was an anti-homelessness nonprofit founded in 2011 after protagonist Rosanne Haggerty grew frustrated with the limited impact of traditional housing and outreach strategies. It set an ambitious goal, reached in some partner communities, of ending... View Details
      Keywords: Change; Change Management; Disruption; Transformation; Communication; Communication Strategy; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Decisions; Forecasting and Prediction; Social Entrepreneurship; Ethics; Values and Beliefs; Capital Budgeting; Capital Markets; Country; Government Administration; Government Legislation; Housing; Disruptive Innovation; Innovation and Invention; Innovation Strategy; Knowledge Sharing; Leading Change; Resource Allocation; Mission and Purpose; Performance Evaluation; Performance Improvement; Philanthropy and Charitable Giving; Opportunities; Social Enterprise; Nonprofit Organizations; Human Needs; Public Opinion; Social Issues; Societal Protocols; Poverty; Welfare; Well-being; System; Equality and Inequality; Consulting Industry; Real Estate Industry; United States; New York (city, NY); Florida; Texas
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      Trelstad, Brian, and Tom Quinn. "Community Solutions." Harvard Business School Case 322-021, September 2021. (Revised November 2022.)
      • 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).
      • September 2021
      • Comment

      Commentary on ‘2019 Academic Marketing Climate Survey: Motivation, Results and Recommendations', by Jeff Galak and Barbara E. Kahn

      By: John A. Deighton
      This paper reflects on the conclusions of a survey by Galak and Kahn on the climate experienced by faculty of all genders and ethnicities in the marketing departments of US business schools. View Details
      Keywords: Gender; Equality and Inequality; Organizational Culture
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      Deighton, John A. "Commentary on ‘2019 Academic Marketing Climate Survey: Motivation, Results and Recommendations', by Jeff Galak and Barbara E. Kahn." Marketing Letters 32, no. 3 (September 2021): 337–339.
      • 2021
      • Working Paper

      Employee Ownership and Wealth Inequality: A Path to Reducing Wealth Concentration

      By: Thomas Dudley and Ethan Rouen
      This paper examines the impact of an economy-wide shift to broad-based employee ownership on wealth concentration in the United States. Relying on government data, we show that if all private firms became 30% employee-owned, the wealth distribution would be profoundly... View Details
      Keywords: Wealth Inequality; Employee Ownership; Wealth; Equality and Inequality; Analysis; United States
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      Dudley, Thomas, and Ethan Rouen. "Employee Ownership and Wealth Inequality: A Path to Reducing Wealth Concentration." Harvard Business School Working Paper, No. 22-021, September 2021.
      • Fall 2021
      • Article

      Job-Hopping Toward Equity: Changing Employers Can Help Narrow the Gender Gap in Executive Compensation

      By: Boris Groysberg, Paul M. Healy and Eric Lin
      Changing employers has been linked to larger pay increases for executives and managers. Although survey-based studies suggest that men gain more than women, an analysis of more than 2,000 job moves found that executive women are commanding bigger increases than men... View Details
      Keywords: Executive Compensation; Gender; Equality and Inequality
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      Groysberg, Boris, Paul M. Healy, and Eric Lin. "Job-Hopping Toward Equity: Changing Employers Can Help Narrow the Gender Gap in Executive Compensation." MIT Sloan Management Review 63, no. 1 (Fall 2021).
      • July 2021 (Revised July 2024)
      • Course Overview Note

      Social Entrepreneurship and Systems Change

      By: Brian Trelstad and Preeti Varma
      Systems thinking is a discipline that emerged in the 20th century as a way to understand the complex interrelationships among various players and dynamics within an industry or field that resist simple, reductionist thinking. The big challenges we face play out in... View Details
      Keywords: Systems Thinking; Social Entrepreneurship; System; Change
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      Trelstad, Brian, and Preeti Varma. "Social Entrepreneurship and Systems Change." Harvard Business School Course Overview Note 322-029, July 2021. (Revised July 2024.)
      • July 2021 (Revised October 2021)
      • Case

      Trouble at Basecamp: Managing Politics, Polarization, and Conflict in the Workplace (A)

      By: Nour Kteily, Deepak Malhotra and David Lane
      As founders of the software company Basecamp, Jason Fried and David H. Hansson were used to being the subjects of social media attention. Both maintained active and dedicated Twitter followings for their unique perspectives on management and life. But on April 26,... View Details
      Keywords: Change; Communication; Policy; Diversity; Fairness; Values and Beliefs; Governance; Employees; Working Conditions; Leading Change; Leadership Style; Mission and Purpose; Organizational Culture; Work-Life Balance; Labor and Management Relations; Conflict and Resolution; Identity; Social Issues; Equality and Inequality; Digital Platforms; Conflict Management; Information Technology Industry; United States
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      Kteily, Nour, Deepak Malhotra, and David Lane. "Trouble at Basecamp: Managing Politics, Polarization, and Conflict in the Workplace (A)." Harvard Business School Case 922-003, July 2021. (Revised October 2021.)
      • July 2021
      • Supplement

      Trouble at Basecamp: Managing Politics, Polarization, and Conflict in the Workplace (B)

      By: Nour Kteily, Deepak Malhotra and David Lane
      Supplement to the (A) case View Details
      Keywords: Change; Communication; Diversity; Fairness; Values and Beliefs; Governance; Employees; Working Conditions; Leading Change; Leadership Style; Mission and Purpose; Organizational Culture; Work-Life Balance; Labor and Management Relations; Conflict and Resolution; Identity; Social Issues; Equality and Inequality; Technology Platform; Information Technology Industry; United States
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      Kteily, Nour, Deepak Malhotra, and David Lane. "Trouble at Basecamp: Managing Politics, Polarization, and Conflict in the Workplace (B)." Harvard Business School Supplement 922-004, July 2021.
      • 2021
      • Working Paper

      Deep Learning for Two-Sided Matching

      By: Sai Srivatsa Ravindranatha, Zhe Feng, Shira Li, Jonathan Ma, Scott Duke Kominers and David Parkes
      We initiate the use of a multi-layer neural network to model two-sided matching and to explore the design space between strategy-proofness and stability. It is well known that both properties cannot be achieved simultaneously but the efficient frontier in this design... View Details
      Keywords: Strategy-proofness; Deep Learning; Two-Sided Platforms; Marketplace Matching; Balance and Stability
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      Srivatsa Ravindranatha, Sai, Zhe Feng, Shira Li, Jonathan Ma, Scott Duke Kominers, and David Parkes. "Deep Learning for Two-Sided Matching." Working Paper, July 2021.
      • July 2021
      • Article

      Invisible Inequality Leads to Punishing the Poor and Rewarding the Rich

      By: Oliver P. Hauser, Gordon T. Kraft-Todd, David Rand, Martin A. Nowak and Michael I. Norton
      Four experiments examine how the lack of awareness of inequality affects behaviour towards the rich and poor. In Experiment 1, participants who became aware that wealthy individuals donated a smaller percentage of their income switched from rewarding the wealthy to... View Details
      Keywords: Income Transparency; Income; Wealth; Equality and Inequality; Knowledge; Behavior; Outcome or Result; Society; Policy
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      Hauser, Oliver P., Gordon T. Kraft-Todd, David Rand, Martin A. Nowak, and Michael I. Norton. "Invisible Inequality Leads to Punishing the Poor and Rewarding the Rich." Behavioural Public Policy 5, no. 3 (July 2021): 333–353.
      • July 2021
      • Article

      Redistribution through Markets

      By: Piotr Dworczak, Scott Duke Kominers and Mohammad Akbarpour
      Policymakers frequently use price regulations as a response to inequality in the markets they control. In this paper, we examine the optimal structure of such policies from the perspective of mechanism design. We study a buyer-seller market in which agents have private... View Details
      Keywords: Optimal Mechanism Design; Redistribution; Inequality; Welfare Theorems; Market Design; Equality and Inequality
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      Dworczak, Piotr, Scott Duke Kominers, and Mohammad Akbarpour. "Redistribution through Markets." Econometrica 89, no. 4 (July 2021): 1665–1698. (Authors' names are in certified random order.)
      • June 2021
      • Case

      Reversing Course on a Reverse E-Auction (A)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (A)." Harvard Business School Case 921-051, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (B)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (B)." Harvard Business School Supplement 921-052, June 2021.
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