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      • Faculty Publications  (730)

      Diversity And InclusionRemove Diversity And Inclusion →

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      • June 14, 2023
      • Article

      Research: Your Love for Work May Alienate Your Colleagues

      By: Mijeong Kwon, Julia Lee Cunningham and Jon M. Jachimowicz
      Research shows that employees who are passionate about their work are more productive, innovative, and collaborative. New research suggests that these employees also see passion for work as a moral imperative, and they’re more likely to judge colleagues who are... View Details
      Keywords: Employees; Motivation and Incentives
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      Kwon, Mijeong, Julia Lee Cunningham, and Jon M. Jachimowicz. "Research: Your Love for Work May Alienate Your Colleagues." Harvard Business Review (website) (June 14, 2023).
      • June 2023
      • Article

      Do Job Seekers Value Diversity Information? Evidence from a Field Experiment and Human Capital Disclosures

      By: Jung Ho Choi, Joseph Pacelli, Kristina M. Rennekamp and Sorabh Tomar
      We examine how information about the diversity of a potential employer's workforce affects individuals’ job-seeking behavior. We embed a field experiment in job recommendation emails from a leading career advice agency in the U.S. The experimental treatment involves... View Details
      Keywords: Diversity; Job Search; Employees; Corporate Disclosure
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      Choi, Jung Ho, Joseph Pacelli, Kristina M. Rennekamp, and Sorabh Tomar. "Do Job Seekers Value Diversity Information? Evidence from a Field Experiment and Human Capital Disclosures." Journal of Accounting Research 61, no. 3 (June 2023): 695–735.
      • May 2023
      • Technical Note

      Venture Capital at a Crossroads

      By: Jo Tango and Alys Ferragamo
      Venture capital is a cyclical, ever-changing industry, as seen in recent years. The late 2010s and early 2020s witnessed record amounts of capital flowing into the sector, high valuations, and new types of investors entering the market. Innovations in the seed stage,... View Details
      Keywords: Venture Capital
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      Tango, Jo, and Alys Ferragamo. "Venture Capital at a Crossroads." Harvard Business School Technical Note 823-122, May 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.)
      • 24 Apr 2023 - 27 Apr 2023
      • Conference Presentation

      Diversity, Equity, & Inclusion: The Paradoxical Effect & Impact on Security

      By: J. Carlos Vega, Hise O. Gibson, Nicole Gilmore and Larry Whiteside Jr.
      Diversity, Equity, & Inclusion (DEI) is necessary to create the world class teams we need to defend against advanced threats and adversaries; however, the approach that most take often fails spectacularly. The panel challenges the current practices, the failings, and... View Details
      Keywords: Diversity; Cybersecurity; Corporate Social Responsibility and Impact
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      "Diversity, Equity, & Inclusion: The Paradoxical Effect & Impact on Security." Paper presented at the RSA Conference, San Francisco, CA, USA, April 24–27, 2023.
      • April 2023
      • Case

      Strive Asset Management

      By: Suraj Srinivasan, Lynn S. Paine and Aldo Sesia
      Strive Asset Management, which launched in 2022, was actively targeting several leading U.S. companies in the upcoming 2023 proxy voting season to stop acquiescing to those large asset managers and other institutional shareholders who were pressing those companies to... View Details
      Keywords: ESG; Shareholder Activism; Asset Management; Investment Funds; Corporate Governance; Risk Management; Climate Change; Diversity; Equity; Financial Services Industry; United States
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      Srinivasan, Suraj, Lynn S. Paine, and Aldo Sesia. "Strive Asset Management." Harvard Business School Case 123-088, April 2023.
      • 2023
      • Working Paper

      The Limits of Algorithmic Measures of Race in Studies of Outcome Disparities

      By: David S. Scharfstein and Sergey Chernenko
      We show that the use of algorithms to predict race has significant limitations in measuring and understanding the sources of racial disparities in finance, economics, and other contexts. First, we derive theoretically the direction and magnitude of measurement bias in... View Details
      Keywords: Racial Disparity; Paycheck Protection Program; Measurement Error; AI and Machine Learning; Race; Measurement and Metrics; Equality and Inequality; Prejudice and Bias; Forecasting and Prediction; Outcome or Result
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      Scharfstein, David S., and Sergey Chernenko. "The Limits of Algorithmic Measures of Race in Studies of Outcome Disparities." Working Paper, April 2023.
      • March–April 2023
      • Article

      The New-Collar Workforce

      By: Colleen Ammerman, Boris Groysberg and Ginni Rometty
      Many workers today are stuck in low-paying jobs, unable to advance simply because they don’t have a bachelor’s degree. At the same time, many companies are desperate for workers and not meeting the diversity goals that could help them perform better while also reducing... View Details
      Keywords: Diversity; Recruitment; Social Issues; Higher Education; Competency and Skills
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      Ammerman, Colleen, Boris Groysberg, and Ginni Rometty. "The New-Collar Workforce." Harvard Business Review 101, no. 2 (March–April 2023): 96–103.
      • March 2023 (Revised June 2023)
      • Case

      Metaverse Wars

      By: Andy Wu, David B. Yoffie and Matt Higgins
      In 2023, the term metaverse — a combination of “meta” and “universe” — had become a catch-all for a diverse set of expectations about online virtual worlds and the future of the internet. To some, the metaverse conjured images of a massive participatory videogame... View Details
      Keywords: Metaverse; Technology; Virtual Reality; Facebook; Social Media; Technological Innovation; Internet and the Web; Technology Adoption
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      Wu, Andy, David B. Yoffie, and Matt Higgins. "Metaverse Wars." Harvard Business School Case 723-431, March 2023. (Revised June 2023.)
      • March 2023 (Revised May 2023)
      • Case

      OneTen at Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (A)

      By: Linda A. Hill and Lydia Begag
      It was December 10, 2020, and Ed Bastian, the Chief Executive Officer (CEO) of Delta Air Lines (Delta), had just finished a meeting with Joanne Smith, Executive Vice President and Chief People Officer, and Keyra Lynn Johnson, the Chief Diversity and Inclusion Officer.... View Details
      Keywords: Recruitment; Training; Race; Equality and Inequality; Corporate Social Responsibility and Impact; Job Design and Levels; Air Transportation Industry; United States
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      Hill, Linda A., and Lydia Begag. "OneTen at Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (A)." Harvard Business School Case 423-072, March 2023. (Revised May 2023.)
      • March 2023 (Revised May 2023)
      • Supplement

      OneTen At Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (B)

      By: Linda A. Hill and Lydia Begag
      In January 2023, Delta Air Lines (Delta) Chief Executive Officer (CEO) Ed Bastian and his team had just launched the third iteration of an internal skills-first apprenticeship program, designed to move frontline employees into "merit" positions in four job categories.... View Details
      Keywords: Change Management; Growth and Development Strategy; Diversity; Race; Talent and Talent Management; Training; Human Resources; Air Transportation Industry; United States
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      Hill, Linda A., and Lydia Begag. "OneTen At Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (B)." Harvard Business School Supplement 423-073, March 2023. (Revised May 2023.)
      • March 2023 (Revised May 2023)
      • Case

      Akamai Technologies: Expanding the Talent Pipeline

      By: Christopher Stanton, Lynda M. Applegate, Allison Ciechanover, Emily Grandjean and Sophie Beck
      In 2022, senior executives of Cambridge, MA-based Akamai Technologies met to consider whether and how to scale a successful technical training program. The program, Akamai Technical Academy (ATA), was launched in 2016 to address a key challenge at Akamai and in the... View Details
      Keywords: Leading Change; Growth and Development Strategy; Diversity; Talent and Talent Management; Technology Industry; United States; Boston
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      Stanton, Christopher, Lynda M. Applegate, Allison Ciechanover, Emily Grandjean, and Sophie Beck. "Akamai Technologies: Expanding the Talent Pipeline." Harvard Business School Case 823-101, March 2023. (Revised May 2023.)
      • March 1, 2023
      • Editorial

      To Overcome Resistance to DEI, Understand What’s Driving It

      By: Eric Shuman, Eric Knowles and Amit Goldenberg
      Employees often resist DEI initiatives, which of course hinders their effectiveness. The authors—experts in the resistance to social-change efforts—write that the key to overcoming resistance to any effort is figuring out why people are resisting. When it comes to DEI... View Details
      Keywords: Diversity; Conflict and Resolution; Corporate Social Responsibility and Impact; Employees
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      Shuman, Eric, Eric Knowles, and Amit Goldenberg. "To Overcome Resistance to DEI, Understand What’s Driving It." Harvard Business Review (website) (March 1, 2023).
      • 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; Food and Beverage 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.
      • 2023
      • Article

      Evaluating Explainability for Graph Neural Networks

      By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik
      As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details
      Keywords: Analytics and Data Science
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      Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
      • January 2023
      • Article

      Racial Diversity and Racial Policy Preferences: The Great Migration and Civil Rights

      By: Alvaro Calderon, Vasiliki Fouka and Marco Tabellini
      Between 1940 and 1970, more than 4 million African Americans moved from the South to the North of the United States, during the Second Great Migration. This same period witnessed the struggle and eventual success of the civil rights movement in ending institutionalized... View Details
      Keywords: Civil Rights; Great Migration; History; Race; Rights; Prejudice and Bias; Government Legislation
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      Calderon, Alvaro, Vasiliki Fouka, and Marco Tabellini. "Racial Diversity and Racial Policy Preferences: The Great Migration and Civil Rights." Review of Economic Studies 90, no. 1 (January 2023): 165–200. (Available also from VOX, Broadstreet, and VOX EU.)
      • December 2022 (Revised May 2024)
      • Background Note

      Brief Note on Staggered Boards

      By: Lynn S. Paine and Will Hurwitz
      This background note discusses the evolution, use, and prevalence of staggered boards. By comparison with unitary boards whose members are all elected annually for one-year terms, staggered boards are divided into subsets of directors, with one subset up for election... View Details
      Keywords: Corporate Governance; Governing and Advisory Boards; Business History; Trends; Decision Choices and Conditions; United States
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      Paine, Lynn S., and Will Hurwitz. "Brief Note on Staggered Boards." Harvard Business School Background Note 323-040, December 2022. (Revised May 2024.)
      • 2022
      • Article

      OpenXAI: Towards a Transparent Evaluation of Model Explanations

      By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
      While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details
      Keywords: Measurement and Metrics; Analytics and Data Science
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      Agarwal, Chirag, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, and Himabindu Lakkaraju. "OpenXAI: Towards a Transparent Evaluation of Model Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022).
      • 2022
      • Article

      Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations

      By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju
      A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This... View Details
      Keywords: Mathematical Methods; Decision Choices and Conditions; Analytics and Data Science
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      Han, Tessa, Suraj Srinivas, and Himabindu Lakkaraju. "Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022). (Best Paper Award, International Conference on Machine Learning (ICML) Workshop on Interpretable ML in Healthcare.)
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