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      • May 2022
      • Case

      Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models

      By: Tsedal Neeley and Stefani Ruper
      Dr. Timnit Gebru—a leading artificial intelligence (AI) computer scientist and co-lead of Google’s Ethical AI team—was messaging with one of her colleagues when she saw the words: “Did you resign?? Megan sent an email saying that she accepted your resignation.” Heart...  View Details
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      Neeley, Tsedal, and Stefani Ruper. "Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models." Harvard Business School Case 422-085, May 2022.
      • 2022
      • Chapter

      Prioritarianism and Optimal Taxation

      By: Matti Tuomala and Matthew Weinzierl
      Prioritarianism has been at the center of the formal approach to optimal tax theory since its modern starting point in Mirrlees (1971), but most theorists’ use of it is motivated by tractability rather than explicit normative reasoning. We characterize analytically and...  View Details
      Keywords: Prioritarianism; Optimal Taxation; Utilitarianism; Redistribution; Inverse-optimum; Taxation; Theory; Policy
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      Tuomala, Matti, and Matthew Weinzierl. "Prioritarianism and Optimal Taxation." In Prioritarianism in Practice, edited by Matthew Adler and Ole Norheim. Cambridge University Press, 2022. (Also published in HBR Insights, December 2020.)
      • Other Article

      Sustainable Strategies and Net-Zero Goals

      By: Mark L. Frigo, Robert S. Kaplan and Karthik Ramanna
      In a recent Harvard Business Review article, Kaplan and Ramanna describe a rigorous approach, the E-liability method, for companies’ ESG reporting, especially as it pertains to GHG emissions measurements. They argue that the current standards for measuring...  View Details
      Keywords: Measurement; Sustainability; Net-zero Emissions; Environmental Sustainability; Integrated Corporate Reporting; Measurement and Metrics; Strategy
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      Frigo, Mark L., Robert S. Kaplan, and Karthik Ramanna. "Sustainable Strategies and Net-Zero Goals." Special Issue on Sustainability. Strategic Finance 103, no. 10 (April 2022): 42–49.
      • Article

      The Conversational Circumplex: Identifying, Prioritizing, and Pursuing Informational and Relational Motives in Conversation

      By: Michael Yeomans, Maurice E. Schweitzer and Alison Wood Brooks
      The meaning of success in conversation depends on people’s goals. Often, individuals pursue multiple goals simultaneously, such as establishing shared understanding, making a favorable impression, and persuading a conversation partner. In this article, we introduce a...  View Details
      Keywords: Conversation; Goal Pursuit; Communication; Interpersonal Communication; Goals and Objectives; Framework
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      Yeomans, Michael, Maurice E. Schweitzer, and Alison Wood Brooks. "The Conversational Circumplex: Identifying, Prioritizing, and Pursuing Informational and Relational Motives in Conversation." Current Opinion in Psychology 44 (April 2022): 293–302.
      • March 2022 (Revised May 2022)
      • Case

      Reclaiming the Land of Purple: Purpl’s Mission to Unlock Finance in Lebanon

      By: Lauren Cohen and Grace Headinger
      Karl Naim, Co-Founder and CEO of Purpl, embarked on a venture to lower remittance costs for his native Lebanon. Since October 2019, the Lebanese economy had entered a free fall as its banking sector collapsed and large swathes of its population were plunged into...  View Details
      Keywords: Business Startup; Fintech; Inflation; Deflation; Cross-border Frictions; Remittances; Business Startups; Diasporas; Financial Crisis; Money; Entrepreneurship; Cross-Cultural and Cross-Border Issues; Poverty; Financial Institutions; Banking Industry; Financial Services Industry; Technology Industry; Lebanon
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      Cohen, Lauren, and Grace Headinger. "Reclaiming the Land of Purple: Purpl’s Mission to Unlock Finance in Lebanon." Harvard Business School Case 222-078, March 2022. (Revised May 2022.)
      • March 2022
      • Case

      Proximie: Using XR Technology to Create Borderless Operating Rooms

      By: Ariel D. Stern and Alpana Thapar
      In mid-January 2022, Nadine Hachach-Haram, founder and CEO of Proximie, was thinking about the company’s growth plans. Launched in 2016, Proximie was a platform that enabled clinicians, proctors, and medical device company personnel to be virtually present in operating...  View Details
      Keywords: Growth and Development Strategy; Technological Innovation; Partners and Partnerships; Strategic Planning; Health Industry; Lebanon; United Kingdom; United States
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      Stern, Ariel D., and Alpana Thapar. "Proximie: Using XR Technology to Create Borderless Operating Rooms." Harvard Business School Case 622-082, March 2022.
      • March 2022
      • Case

      The Goldman Sachs 10,000 Small Businesses Program: 2009-2021

      By: Leonard A. Schlesinger and Julia Kelley
      In December 2021, more than a decade after its founding, Goldman Sachs’s 10,000 Small Businesses program was still going strong — and the firm now needed to evaluate potential program modifications to reach a wider group of small business owners. Launched in the...  View Details
      Keywords: COVID-19 Pandemic; Small Business; Business Education; Curriculum and Courses; Government and Politics; Knowledge; Knowledge Dissemination; Labor; Employment; Human Capital; Management; Goals and Objectives; Organizations; Mission and Purpose; Corporate Social Responsibility and Impact; Programs; Networks; Social Enterprise; Society; Strategy; Demographics; Diversity; Financial Services Industry; North and Central America; United States; New York (city, NY); New York (state, US)
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      Schlesinger, Leonard A., and Julia Kelley. "The Goldman Sachs 10,000 Small Businesses Program: 2009-2021." Harvard Business School Case 322-052, March 2022.
      • March 2022 (Revised May 2022)
      • Case

      Doubling Down: Elon Musk's Big Bets in 2022

      By: David Yoffie and Daniel Fisher
      2021 was a banner year for Elon Musk. CEO of the electric vehicle manufacturer Tesla, the aerospace manufacturer SpaceX, and a few smaller startups, Musk became the richest person on Earth after Tesla reached a market capitalization of $1 trillion and SpaceX a private...  View Details
      Keywords: Innovation and Management; Competitive Advantage; Competitive Strategy; Information Infrastructure; Applications and Software; Transportation; Strategic Planning; Leadership Style; Leading Change; Goals and Objectives; Aerospace Industry; Auto Industry; Battery Industry; United States; Europe; China
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      Yoffie, David, and Daniel Fisher. "Doubling Down: Elon Musk's Big Bets in 2022." Harvard Business School Case 722-439, March 2022. (Revised May 2022.)
      • March 2022
      • Case

      MTN: Unlocking Value While Driving Socioeconomic Progress

      By: Benjamin C. Esty, Pippa Tubman Armerding and Dilyana Karadzhova Botha
      On March 10, 2021, Ralph Mupita the new CEO of MTN Group, Africa largest telecommunications company, presented the group’s 2020 annual results and unveiled a new strategy to “drive growth and unlock value.” Despite MTN’s leadership in most of its markets, the company’s...  View Details
      Keywords: Decision Making; Goals and Objectives; Valuation; Emerging Markets; Business Strategy; Financial Management; Information Technology; Corporate Finance; Telecommunications Industry; Africa; South Africa; Ghana; Nigeria
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      Esty, Benjamin C., Pippa Tubman Armerding, and Dilyana Karadzhova Botha. "MTN: Unlocking Value While Driving Socioeconomic Progress." Harvard Business School Case 722-371, March 2022.
      • March 2022 (Revised April 2022)
      • 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; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies 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 2022.)
      • March 2022
      • Teaching Note

      Sawiris Foundation: Elevating Education in Egypt

      By: Brian Trelstad and Alpana Thapar
      Teaching Note for HBS Case No. 322-023. Founded in 2001 by the Sawiris family, one of the wealthiest families in Egypt, the Sawiris Foundation for Social Development (SFSD) invested in human capital and provision of basic social services for the most marginalized...  View Details
      Keywords: Human Capital; Equality and Inequality; Education; Business Strategy
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      Trelstad, Brian, and Alpana Thapar. "Sawiris Foundation: Elevating Education in Egypt." Harvard Business School Teaching Note 322-061, March 2022.
      • March 2022
      • Article

      Sensitivity Analysis of Agent-based Models: A New Protocol

      By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow
      Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such...  View Details
      Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods
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      Borgonovo, Emanuele, Marco Pangallo, Jan Rivkin, Leonardo Rizzo, and Nicolaj Siggelkow. "Sensitivity Analysis of Agent-based Models: A New Protocol." Computational and Mathematical Organization Theory 28, no. 1 (March 2022): 52–94.
      • February 2022
      • Supplement

      Henkel: Building a Winning Culture (C)

      By: Robert L. Simons and Carolyn Deller
      Keywords: Execution; Management Control Systems; Performance Goals; Incentives; Levers Of Control; Strategy
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      Simons, Robert L., and Carolyn Deller. "Henkel: Building a Winning Culture (C)." Harvard Business School Supplement 122-055, February 2022.
      • February 2022
      • Article

      How Global Leaders Gain Power Through Downward Deference and Reduction of Social Distance

      By: Tsedal Neeley and Sebastian Reiche
      We theorize about how people with positional power enact downward deference—a practice of lowering oneself to be equal to that of lower power workers—based on a study of 115 top global leaders at a large U.S. company. These leaders were charged with advancing...  View Details
      Keywords: Leadership; Leadership Style; Global Range; Relationships; Rank and Position; Power and Influence; Cross-Cultural and Cross-Border Issues
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      Neeley, Tsedal, and Sebastian Reiche. "How Global Leaders Gain Power Through Downward Deference and Reduction of Social Distance." Academy of Management Journal 65, no. 1 (February 2022): 11–34.
      • January 2022 (Revised February 2022)
      • Case

      Envision Group

      By: Gunnar Trumbull, Bonnie Yining Cao and Dawn H. Lau
      Based in China, Envision was one of the world’s leading Greentech companies. Chief Executive Officer Lei Zhang had set the goal of achieving carbon neutrality across the company’s global operations and supply chain by 2022 and 2028 respectively. As part of its...  View Details
      Keywords: Green Technology; Climate Change; Emerging Markets; Information Technology; Strategy; Management; Renewable Energy; Energy Policy; Environmental Sustainability; Manufacturing Industry; Auto Industry; Green Technology Industry; Battery Industry; China; United States; Japan; United Kingdom; France
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      Trumbull, Gunnar, Bonnie Yining Cao, and Dawn H. Lau. "Envision Group." Harvard Business School Case 722-045, January 2022. (Revised February 2022.)
      • January 2022 (Revised April 2022)
      • Case

      OneTen: One Million Careers for Black Talent

      By: Boris Groysberg, V. Kasturi Rangan, Annelena Lobb and Kerry Herman
      The OneTen case study examines the nonprofit organization’s origin story. Its founding team includes a roster of corporate superstars—Ken Chenault (former CEO of American Express), Ken Frazier (former CEO of Merck), Charles Phillips (chair of Infor), Ginni Rometty...  View Details
      Keywords: Change Management; Demographics; Ethics; Organizations; Social Enterprise; Society
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      Groysberg, Boris, V. Kasturi Rangan, Annelena Lobb, and Kerry Herman. "OneTen: One Million Careers for Black Talent." Harvard Business School Case 422-018, January 2022. (Revised April 2022.)
      • January 2022 (Revised March 2022)
      • Module Note

      Analysis of Financial and Non-Financial Information for Forecasting Performance

      By: Charles C.Y. Wang
      This note describes the main themes and cases of a teaching module on the analysis of information from, and outside of, financial statements for forecasting firms’ future financial performance. The module’s pedagogical goal is to deepen students’ understanding of the...  View Details
      Keywords: Financial Reporting; Performance; Analysis; Valuation; Accounting; Finance
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      Wang, Charles C.Y. "Analysis of Financial and Non-Financial Information for Forecasting Performance." Harvard Business School Module Note 122-071, January 2022. (Revised March 2022.)
      • January 2022
      • Case

      TotalEnergies’ Investment in Hyzon Motors

      By: Vikram S Gandhi and David Lane
      In November 2021, Girish Nadkarni, the head of TotalEnergies’ corporate venture capital arm (TEV) was considering whether, and on what terms, to exit an investment in Hyzon Motors, a start-up supplier of hydrogen-powered trucks. TEV had invested $4 million in Hyzon,...  View Details
      Keywords: Business Units; Communication Intention and Meaning; Renewable Energy; Venture Capital; Growth and Development Strategy; Market Design; Standards; Commercialization; Investment Portfolio; Market Transactions; Energy Industry; Financial Services Industry; Transportation Industry; Europe; New York (city, NY)
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      Gandhi, Vikram S., and David Lane. "TotalEnergies’ Investment in Hyzon Motors." Harvard Business School Case 822-019, January 2022.
      • January 2022
      • Case

      Somatus: Value-Based Kidney Care (A)

      By: Ariel D. Stern, Robert S. Huckman and Sarah Mehta
      When Dr. Ikenna Okezie founded Somatus, a value-based kidney care provider, his goal had been nothing short of transforming kidney care delivery in the United States. Rather than relying on dialysis, a costly and intensive treatment for late-stage kidney disease, the...  View Details
      Keywords: Business Startups; Disruption; Entrepreneurship; Health; Health Care and Treatment; Health Disorders; Medical Specialties; Innovation and Invention; Disruptive Innovation; Management; Strategy; Business Strategy; Value; Value Creation; Health Industry; United States; Virginia
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      Stern, Ariel D., Robert S. Huckman, and Sarah Mehta. "Somatus: Value-Based Kidney Care (A)." Harvard Business School Case 622-009, January 2022.
      • Article

      Democratizing Work: Redistributing Power in Organizations for a Democratic and Sustainable Future

      By: Julie Battilana, Julie Yen, Isabelle Ferreras and Lakshmi Ramarajan
      Environmental destruction and social inequalities are increasingly urgent challenges. How can corporations, which have played a key role in creating and reproducing these problems, be part of the solution? In this paper, we advance that a shift to more democratic forms...  View Details
      Keywords: Corporate Citizenship; Corporate Social Responsibility; CSP; CSR; Domination; Industrial Relations; Power; Resistance; Work; Corporate Governance; Corporate Social Responsibility and Impact; Governance; Power and Influence; Environmental Management; Social Issues
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      Battilana, Julie, Julie Yen, Isabelle Ferreras, and Lakshmi Ramarajan. "Democratizing Work: Redistributing Power in Organizations for a Democratic and Sustainable Future." Organization Theory 3, no. 1 (January–March 2022).
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