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      • 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 8, 2022
      • Article

      Women Can’t Go Back to the Pre-Pandemic Status Quo

      By: Colleen Ammerman and Boris Groysberg
      Survey data collected in 2018 and 2019 from Harvard Business School graduates revealed that for women—and especially women of color—well-being at work was suffering long before the pandemic. While 17% of all respondents said that they often or very often experienced... View Details
      Keywords: Women; Burnout; Gender; Race; Resignation and Termination; Well-being; Employees
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      Ammerman, Colleen, and Boris Groysberg. "Women Can’t Go Back to the Pre-Pandemic Status Quo." Harvard Business Review (website) (March 8, 2022).
      • Article

      When Seeking Help, Women and Racial/Ethnic Minorities Benefit from Explicitly Stating Their Identity

      By: Erika L. Kirgios, Aneesh Rai, Edward H. Chang and Katherine L. Milkman
      Receiving help can make or break a career, but women and racial/ethnic minorities do not always receive the support they seek. Across two audit experiments—one with politicians and another with students—as well as an online experiment (total n = 5,145), we test whether... View Details
      Keywords: Support; Marginalized Communities; Personal Development and Career; Equality and Inequality; Identity; Race; Gender; Communication Intention and Meaning
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      Kirgios, Erika L., Aneesh Rai, Edward H. Chang, and Katherine L. Milkman. "When Seeking Help, Women and Racial/Ethnic Minorities Benefit from Explicitly Stating Their Identity." Nature Human Behaviour 6, no. 3 (March 2022): 383–391.
      • March 2022
      • Article

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Clusters; Invention; Agglomeration; Artificial Intelligence; Innovation and Invention; Patents; Applications and Software; Industry Clusters; AI and Machine Learning
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Art. 104418. Research Policy 51, no. 2 (March 2022).
      • February 2022 (Revised February 2024)
      • Case

      Sekisui House and the In-Home Early Detection Platform

      By: John D. Macomber and Akiko Kanno
      To address an aging population and sales declines, a major Japanese homebuilder considers pivoting to provide and support an in-home health detection platform, in competition with tech companies. This case considers the point of view of major builders regarding how... View Details
      Keywords: Voice Assistants; Architecture; Smart Home; Aging Society; Digitalization; Real Estate; Home Automation; Sensors; Strategy; Digital Platforms; Health Care and Treatment; Housing; Age; Real Estate Industry; Construction Industry; Health Industry; Japan
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      Macomber, John D., and Akiko Kanno. "Sekisui House and the In-Home Early Detection Platform." Harvard Business School Case 222-070, February 2022. (Revised February 2024.)
      • February 2022 (Revised September 2022)
      • Case

      InstaDeep: AI Innovation Born in Africa (A)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (A)." Harvard Business School Case 822-104, February 2022. (Revised September 2022.)
      • February 2022 (Revised July 2022)
      • Supplement

      InstaDeep: AI Innovation Born in Africa (B)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (B)." Harvard Business School Supplement 822-105, February 2022. (Revised July 2022.)
      • 2022
      • Working Paper

      The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful

      By: John A. Deighton and Leora Kornfeld
      This chapter considers how digital culture has changed over the past decade, as the internet has grown its scope and user base. Billions around the world connect daily to an ever-expanding set of applications. A framework for thinking about digital effects is offered:... View Details
      Keywords: Digital Culture; Internet and the Web; Consumer Behavior; Society
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      Deighton, John A., and Leora Kornfeld. "The Routledge Handbook of Digital Consumption, Chapter 41: The Internet’s Effects on Consumption: Useful, Harmful, Playful." Harvard Business School Working Paper, No. 22-049, January 2022.
      • January 31, 2022
      • Article

      Who Pays Tolls at Work and Who Cruises on an Open Highway?

      By: Siri Chilazi, D. Kolb, Kathleen L. McGinn and Jessica L. Porter
      As organizations continue to navigate a changed world amidst the Covid-19 pandemic and the reverberations of the Black Lives Matter movement, many of the issues that affect underrepresented groups in organizations, including women of all different races and... View Details
      Keywords: Organizational Change and Adaptation; Opportunities; Equality and Inequality; Social Issues
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      Chilazi, Siri, D. Kolb, Kathleen L. McGinn, and Jessica L. Porter. "Who Pays Tolls at Work and Who Cruises on an Open Highway?" Harvard Business Review (website) (January 31, 2022).
      • January 2022 (Revised November 2023)
      • Supplement

      Uber in China (C): The Cost of Success for Didi

      By: William C. Kirby and Noah B. Truwit
      On June 30, 2021, ride-hailing giant Didi Chuxing (Didi) raised $4.4 billion in its initial public offering (IPO) on the New York Stock Exchange (NYSE), the largest IPO of a Chinese company listed on an American exchange since Alibaba raised $25 billion in 2014.... View Details
      Keywords: Uber; Didi Chuxing; Start-up Growth; Regulation; Ride-sharing; Transportation; Business Startups; Business and Government Relations; Cross-Cultural and Cross-Border Issues; Growth and Development; Policy; Competition; Laws and Statutes; Transportation Industry; Technology Industry; China
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      Kirby, William C., and Noah B. Truwit. "Uber in China (C): The Cost of Success for Didi." Harvard Business School Supplement 322-068, January 2022. (Revised November 2023.)
      • January 2022 (Revised September 2023)
      • Case

      Simplifyy

      By: Paul A. Gompers and Alicia Dadlani
      Jake Lisby, co-founder and CEO of Simplifyy, a property technology startup in Kansas City, Missouri, was both exhausted and exhilarated by the flurry of activity surrounding the pivot of the business model in late 2021. Simplifyy, a venture-backed PropTech company, was... View Details
      Keywords: SaaS; SaaS Business Models; Business Model; Business Startups; Small Business; Geographic Location; Technological Innovation; Information Technology; Transformation; Problems and Challenges; Real Estate Industry; Information Technology Industry; United States; Missouri
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      Gompers, Paul A., and Alicia Dadlani. "Simplifyy." Harvard Business School Case 222-050, January 2022. (Revised September 2023.)
      • January 2022
      • Article

      Determinants of Gender Differences in Change in Pay among Job-Switching Executives

      By: Boris Groysberg, Paul M. Healy and Eric Lin
      The authors investigate what determines differences in change in pay between men and women executives who move to new employers. Using proprietary data of 2,034 executive placements from a global search firm, the authors observe narrower pay differences between men and... View Details
      Keywords: Executive Pay; Executive Labor Market; Gender Pay Gap; External Recruitment; Executive Compensation; Gender; Human Capital
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      Groysberg, Boris, Paul M. Healy, and Eric Lin. "Determinants of Gender Differences in Change in Pay among Job-Switching Executives." Industrial & Labor Relations Review 75, no. 1 (January 2022): 168–199.
      • 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 23, 2021
      • Article

      The Nasdaq Mandate Will Expand Diversity in Business—and That’s Good for Business

      By: Rosabeth M. Kanter and Andrea Silbert
      As The Boston Club’s corporate census has identified, Massachusetts is moving the needle on the advancement of women and people of color in the business community. In our work, we measure this data year after year, and we are seeing incremental progress, but it is... View Details
      Keywords: Women; Equity; Board; Diversity; Race; Gender; Measurement and Metrics; Policy; Massachusetts
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      Kanter, Rosabeth M., and Andrea Silbert. "The Nasdaq Mandate Will Expand Diversity in Business—and That’s Good for Business." Boston Globe (November 23, 2021), A.8.
      • November 2021 (Revised November 2023)
      • Case

      Hitting Home: Amazon and Mary's Place

      By: Paul M. Healy, Debora L. Spar and Amy Klopfenstein
      In 2020, Amazon, the $386 billion online retail behemoth, built an eight-story shelter for women and families experiencing homelessness on its expanding headquarters in Seattle, Washington. The shelter, operated in partnership with a non-profit organization known as... View Details
      Keywords: Business Ethics; Homelessness; Business And Society; Corporate Social Responsibility and Impact; Social Issues; Corporate Accountability; Urban Development; Society; Information Technology; Ethics; Technology Industry; Seattle; United States; North America
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      Healy, Paul M., Debora L. Spar, and Amy Klopfenstein. "Hitting Home: Amazon and Mary's Place." Harvard Business School Case 122-017, November 2021. (Revised November 2023.)
      • 2021
      • Working Paper

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Invention; Innovation; Artificial Intelligence; Clusters; Agglomeration; Innovation and Invention; Patents; Applications and Software; Industry Clusters; United States
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Harvard Business School Working Paper, No. 22-027, October 2021. (NBER Working Paper Series, No. 29456, November 2021.)
      • Article

      Extension Request Avoidance Predicts Greater Time Stress Among Women

      By: Ashley V. Whillans, Jaewon Yoon, Aurora Turek and Grant E. Donnelly
      In nine studies using archival data, surveys, and experiments, we identify a factor that predicts gender differences in time stress and burnout. Across academic and professional settings, women are less likely to ask for more time when working under adjustable... View Details
      Keywords: Burnout; Time Stress; Workplace Practices; Deadlines; Time Management; Gender; Well-being
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      Whillans, Ashley V., Jaewon Yoon, Aurora Turek, and Grant E. Donnelly. "Extension Request Avoidance Predicts Greater Time Stress Among Women." Proceedings of the National Academy of Sciences 118, no. 45 (November 9, 2021).
      • Fall 2021
      • Article

      Emboldening and Contesting Gender and Skin Color Stereotypes in the Film Industry in India, 1947–1991

      By: Sudev Sheth, Geoffrey Jones and Morgan Spencer
      This article examines how the film industry influenced prevailing gender and skin color stereotypes in India during the first four decades after Independence in 1947. It shows that Bollywood, the mainstream cinema in India, shared Hollywood's privileging of paler skin... View Details
      Keywords: Bollywood; Film Industry; Hollywood; Tamil Cinema; Male Gaze; Stereotypes; Social Impact; Gender; Race; Ethnicity; Film Entertainment; Motion Pictures and Video Industry; India; United States
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      Sheth, Sudev, Geoffrey Jones, and Morgan Spencer. "Emboldening and Contesting Gender and Skin Color Stereotypes in the Film Industry in India, 1947–1991." Business History Review 95, no. 3 (Fall 2021): 483–515.
      • November 2021
      • Article

      The Dynamics of Gender and Alternatives in Negotiation

      By: Jennifer E. Dannals, Julian J. Zlatev, Nir Halevy and Margaret A. Neale
      A substantial body of prior research documents a gender gap in negotiation performance. Competing accounts suggest that the gap is due either to women’s stereotype-congruent behavior in negotiations or to backlash enacted toward women for stereotype-incongruent... View Details
      Keywords: Alternatives; Gender Gap; Negotiation; Gender; Performance
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      Dannals, Jennifer E., Julian J. Zlatev, Nir Halevy, and Margaret A. Neale. "The Dynamics of Gender and Alternatives in Negotiation." Journal of Applied Psychology 106, no. 11 (November 2021): 1655–1672.
      • October 30, 2021
      • Editorial

      How Men and Women Treat Deadlines in the Workplace Differently

      By: A.V. Whillans and Grant Donnelly
      Women are less likely to ask for extensions. That hurts women—and the companies they work for. View Details
      Keywords: Gender Differences; Workplace Context; Extension Request; Gender; Time Management
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      Whillans, A.V., and Grant Donnelly. "How Men and Women Treat Deadlines in the Workplace Differently." Wall Street Journal (October 30, 2021).
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