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      • April 2025
      • Article

      Skill Dependencies Uncover Nested Human Capital

      By: Moh Hosseinioun, Frank Neffke, Letian Zhang and Hyejin Youn
      Modern economies require increasingly diverse and specialized skills, many of which depend on the acquisition of other skills first. Here we analyse US survey data to reveal a nested structure within skill portfolios, where the direction of dependency is inferred... View Details
      Keywords: Competency and Skills; Human Capital; Personal Development and Career; Equality and Inequality; Analytics and Data Science
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      Hosseinioun, Moh, Frank Neffke, Letian Zhang, and Hyejin Youn. "Skill Dependencies Uncover Nested Human Capital." Nature Human Behaviour 9, no. 4 (April 2025): 673–687.
      • September 2024 (Revised December 2024)
      • Case

      Ming Min Hui at Boston Ballet

      By: Edward H. Chang, David Allen and Annelena Lobb
      This case asks how Ming Min Hui, the newly appointed executive director of Boston Ballet, should ensure that the company stays true to its art form yet relevant to its times. Hui stood out among ballet leaders as a young, Asian American woman with a Harvard Business... View Details
      Keywords: Arts; Change; Diversity; Gender; Race; Theater Entertainment; Leadership; Management; Nonprofit Organizations; Entertainment and Recreation Industry; Music Industry; United States; Massachusetts; Boston
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      Chang, Edward H., David Allen, and Annelena Lobb. "Ming Min Hui at Boston Ballet." Harvard Business School Case 925-003, September 2024. (Revised December 2024.)
      • July 2024
      • Article

      Demographic 'Stickiness': The Demographic Identity of Departing Group Members Influences Who Is Chosen to Replace Them

      By: Edward H. Chang and Erika Kirgios
      People tasked with replacing a departing group member are disproportionately likely to choose a replacement with the same demographic identity, leading to demographic “stickiness” in group composition. We examine this effect in 2,163 U.S. federal judge appointments... View Details
      Keywords: Loss Aversion; Diversity; Race; Gender; Decisions
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      Chang, Edward H., and Erika Kirgios. "Demographic 'Stickiness': The Demographic Identity of Departing Group Members Influences Who Is Chosen to Replace Them." Management Science 70, no. 7 (July 2024): 4236–4259.
      • June 2024
      • Teaching Note

      Beamery: Using Skills and AI to Modernize HR

      By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort
      Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management... View Details
      Keywords: Analysis; Business Growth and Maturation; Business Model; Business Startups; Business Plan; Disruption; Transformation; Talent and Talent Management; Decisions; Diversity; Ethnicity; Gender; Nationality; Race; Residency; Higher Education; Learning; Entrepreneurship; Fairness; Cross-Cultural and Cross-Border Issues; Global Strategy; Growth and Development; AI and Machine Learning; Digital Platforms; Disruptive Innovation; Technological Innovation; Job Offer; Job Search; Knowledge Acquisition; Knowledge Use and Leverage; Product; Mission and Purpose; Strategic Planning; Problems and Challenges; Corporate Strategy; Equality and Inequality; Valuation; Value Creation; Employment Industry; United Kingdom
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      Groysberg, Boris, David Lane, Susan Pinckney, and Alexis Lefort. "Beamery: Using Skills and AI to Modernize HR." Harvard Business School Teaching Note 424-072, June 2024.
      • June 2024
      • Article

      The Diversity Heuristic: How Team Demographic Composition Influences Judgments of Team Creativity

      By: Devon Proudfoot, Zachariah Berry, Edward H. Chang and Min B. Kay
      Despite mixed evidence for the relationship between demographic diversity and creativity, we propose that observers hold a lay belief that demographic diversity increases creativity and apply this lay belief in judgments about teams and their creative work. Across... View Details
      Keywords: Diversity; Race; Gender; Groups and Teams; Perception; Creativity
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      Proudfoot, Devon, Zachariah Berry, Edward H. Chang, and Min B. Kay. "The Diversity Heuristic: How Team Demographic Composition Influences Judgments of Team Creativity." Management Science 70, no. 6 (June 2024): 3879–3901.
      • May–June 2024
      • Article

      Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs

      By: Jacqueline N. Lane, Karim R. Lakhani and Roberto Fernandez
      Competence development in digital technologies, analytics, and artificial intelligence is increasingly important to all types of organizations and their workforce. Universities and corporations are investing heavily in developing training programs, at all tenure... View Details
      Keywords: Prejudice and Bias; Gender; Training; Recruitment; Personal Development and Career
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      Lane, Jacqueline N., Karim R. Lakhani, and Roberto Fernandez. "Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs." Organization Science 35, no. 3 (May–June 2024): 911–927.
      • March 2024
      • Case

      Unintended Consequences of Algorithmic Personalization

      By: Eva Ascarza and Ayelet Israeli
      “Unintended Consequences of Algorithmic Personalization” (HBS No. 524-052) investigates algorithmic bias in marketing through four case studies featuring Apple, Uber, Facebook, and Amazon. Each study presents scenarios where these companies faced public criticism for... View Details
      Keywords: Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Customization and Personalization; Technology Industry; Retail Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Unintended Consequences of Algorithmic Personalization." Harvard Business School Case 524-052, March 2024.
      • June 2023
      • Simulation

      Artea Dashboard and Targeting Policy Evaluation

      By: Ayelet Israeli and Eva Ascarza
      Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea... View Details
      Keywords: Algorithm Bias; Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analysis; Data Analytics; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; United States
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      Israeli, Ayelet, and Eva Ascarza. "Artea Dashboard and Targeting Policy Evaluation." Harvard Business School Simulation 523-707, June 2023.
      • 2023
      • Working Paper

      Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs

      By: Jacqueline N. Lane, Karim R. Lakhani and Roberto Fernandez
      Competence development in digital technologies, analytics, and artificial intelligence is increasingly important to all types of organizations and their workforce. Universities and corporations are investing heavily in developing training programs, at all tenure... View Details
      Keywords: STEM; Selection and Staffing; Gender; Prejudice and Bias; Training; Equality and Inequality; Competency and Skills
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      Lane, Jacqueline N., Karim R. Lakhani, and Roberto Fernandez. "Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs." Harvard Business School Working Paper, No. 23-066, April 2023. (Accepted by Organization Science.)
      • February 2023
      • Teaching Note

      Colette Phillips and GetKonnected: Creating Inclusive Ecosystems

      By: Rosabeth M. Kanter and Ai-Ling Jamila Malone
      Teaching Note for HBS Case No. 323-035. View Details
      Keywords: Diversity; Ecosystem; Inclusion; People Of Color; Network; Racial Bias; Gender Bias; Entrepreneur; Entrepreneurial Ecosystems; Change; Change Barriers; Change Leadership; Community; Innovation; Pandemic; Impact; Systemic Racism; Minority-owned Businesses; Social and Collaborative Networks; Equity; Race; Small Business; Prejudice and Bias; Boston
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      Kanter, Rosabeth M., and Ai-Ling Jamila Malone. "Colette Phillips and GetKonnected: Creating Inclusive Ecosystems." Harvard Business School Teaching Note 323-074, February 2023.
      • January 2023
      • Case

      Inclusion and Diversity at Mars Petcare

      By: Katherine Coffman and Tom Quinn
      In 2020, the Mars Petcare Leadership Team found themselves dealing with critically important inclusion and diversity issues. Social unrest, including unprecedented protests for racial justice in the U.S. and across the globe, generated an urgency for substantive... View Details
      Keywords: Talent and Talent Management; Diversity; Ethnicity; Gender; Race; Food and Beverage Industry; Health Industry; Europe; North and Central America; Asia; South America; Oceania
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      Coffman, Katherine, and Tom Quinn. "Inclusion and Diversity at Mars Petcare." Harvard Business School Case 923-005, January 2023.
      • October 2022
      • Case

      Colette Phillips and GetKonnected!: Creating Inclusive Ecosystems

      By: Rosabeth Moss Kanter, Amy Chiu and Joyce Kim
      Colette Phillips’ marketing firm had just won the City of Boston’s 2nd largest contract in history to a Black-owned company. During the Covid-19 pandemic, Get Konnected!, the networking organization for people of color that she founded 15 years earlier and led to... View Details
      Keywords: Diversity; Ecosystem; Inclusion; People Of Color; Network; Racial Bias; Gender Bias; Entrepreneurial Ecosystem; Entrepreneur; Change; Change Barriers; Change Leadership; Community; Innovation; Pandemic; Impact; Systemic Racism; Minority-owned Businesses; Social and Collaborative Networks; Equity; Race; Small Business; Prejudice and Bias; Boston
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      Kanter, Rosabeth Moss, Amy Chiu, and Joyce Kim. "Colette Phillips and GetKonnected!: Creating Inclusive Ecosystems." Harvard Business School Case 323-035, October 2022.
      • July 2022 (Revised March 2023)
      • Case

      The LEGO Group: Builders of a More Diverse and Inclusive Tomorrow

      By: Elie Ofek and Sarah Mehta
      This case explores how the LEGO Group’s diversity and inclusion efforts from 2008 to 2022. View Details
      Keywords: Race; Inclusion; Equity; Demographics; Age; Diversity; Ethnicity; Gender; Entertainment and Recreation Industry; Europe; Denmark; United States
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      Ofek, Elie, and Sarah Mehta. "The LEGO Group: Builders of a More Diverse and Inclusive Tomorrow." Harvard Business School Case 523-010, July 2022. (Revised March 2023.)
      • 2022
      • Working Paper

      ESG Performance and Voluntary ESG Disclosure: Mind the (Gender Pay) Gap

      By: June Huang and Shirley Lu
      We study if firms with better ESG performance are more likely to provide voluntary ESG disclosure, an assumption embedded in many ESG ratings. We focus on gender diversity and proxy for performance using a firm's gender pay gap ("GPG") disclosed under a UK disclosure... View Details
      Keywords: Pay Gap; Gender; Wages; Equality and Inequality; Corporate Disclosure; Policy; Diversity
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      Huang, June, and Shirley Lu. "ESG Performance and Voluntary ESG Disclosure: Mind the (Gender Pay) Gap." SSRN Working Paper Series, No. 3708257, May 2022.
      • April 2022
      • Teaching Note

      Gender Equality in Business: 100 Years of Progress?

      By: Boris Groysberg and Colleen Ammerman
      Teaching Note for HBS Case No. 422-066, "Gender Equality in Business: 100 Years of Progress?" The case traces the history of women in management from the early 20th to early 21st century through analysis of Harvard Business Review's coverage of women and gender. The... View Details
      Keywords: History; Business History; Gender; Management; Employees; Leadership; Organizational Change and Adaptation; Work-Life Balance; Prejudice and Bias; Social Issues; Diversity; Equity; United States
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      Groysberg, Boris, and Colleen Ammerman. "Gender Equality in Business: 100 Years of Progress?" Harvard Business School Teaching Note 422-088, April 2022.
      • April 2022
      • Case

      Gender Equality in Business: 100 Years of Progress?

      By: Boris Groysberg and Colleen Ammerman
      "Gender Equality in Business: 100 Years of Progress?" traces the history of women in management from the early 20th to early 21st century through analysis of Harvard Business Review's coverage of women and gender. The case identifies six distinct phases in the... View Details
      Keywords: History; Business History; Gender; Management; Employees; Leadership; Organizational Change and Adaptation; Work-Life Balance; Prejudice and Bias; Social Issues; Diversity; Equity; United States
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      Groysberg, Boris, and Colleen Ammerman. "Gender Equality in Business: 100 Years of Progress?" Harvard Business School Case 422-066, April 2022.
      • April 2022
      • Case

      Marsha Simms: Trailblazer in Corporate Law

      By: Robin Ely, Boris Groysberg, Colleen Ammerman and Olivia Hull
      Follows the journey of lawyer Marsha Simms from her childhood in racially-segregated St. Louis to the upper echelons of the New York legal community. Describes her education, career choices, accomplishments, and setbacks. Highlights significant moments such as her... View Details
      Keywords: Leadership; Career; Career Management; Diversity; Inclusion; Equity; Gender; Race; Corporate Finance; Law; Leadership Development; Personal Development and Career; Relationships; Power and Influence; Social and Collaborative Networks; Status and Position; Social Issues; Legal Services Industry; United States; New York (state, US)
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      Ely, Robin, Boris Groysberg, Colleen Ammerman, and Olivia Hull. "Marsha Simms: Trailblazer in Corporate Law." Harvard Business School Case 422-012, April 2022.
      • 2022
      • Other Teaching and Training Material

      Organizational Behavior Reading: Managing Differences

      By: Robin Ely and Colleen Ammerman
      This reading provides principles and practices managers can draw upon to leverage differences in social identities - such as gender and race - to create more effective work relationships, teams, and organizations. The Essential Reading's first section draws upon... View Details
      Keywords: Diversity; Groups and Teams; Prejudice and Bias; Identity; Management Practices and Processes
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      Ely, Robin, and Colleen Ammerman. "Organizational Behavior Reading: Managing Differences." Core Curriculum Readings Series. Boston, MA: Harvard Business Publishing 8394, 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).
      • 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.
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