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      • 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.
      • 2024
      • Working Paper

      Everyone Steps Back?: The Widespread Retraction of Crowd-Funding Support for Minority Creators When Migration Fear Is High

      By: John (Jianqui) Bai, William R. Kerr, Chi Wan and Alptug Yorulmaz
      We study racial biases on Kickstarter across multiple ethnic groups from 2009-2021. Scaling the concept of racially salient events, we quantify the close co-movement of minority funding gaps to inflamed political rhetoric surrounding migration. The racial funding gap... View Details
      Keywords: Crowdfunding; Prejudice and Bias; Race; Immigration; Public Opinion
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      Bai, John (Jianqui), William R. Kerr, Chi Wan, and Alptug Yorulmaz. "Everyone Steps Back? The Widespread Retraction of Crowd-Funding Support for Minority Creators When Migration Fear Is High." Harvard Business School Working Paper, No. 23-046, January 2023. (Revised February 2024.)
      • 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
      • Article

      Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market

      By: Yanhui Wu and Feng Zhu
      A growing number of people today are participating in the gig economy, working as independent contractors on short-term projects. We study the effects of competition on gig workers' effort and creativity on a Chinese novel-writing platform. Authors produce and sell... View Details
      Keywords: Gig Workers; Platform-based Markets; Novel Writing; Creative Production; Platform Bias; Employment; Digital Platforms; Creativity; Books; Competition; Contracts
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      Wu, Yanhui, and Feng Zhu. "Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market." Management Science 68, no. 12 (December 2022): 8613–8634.
      • December 2022
      • Article

      Different Roots, Different Fruits: Gender-Based Differences in Cultural Narratives about Perceived Discrimination Produce Divergent Psychological Consequences

      By: Leigh Plunkett Tost, Ashley E. Hardin and Francesca Gino
      We examine whether narratives about, and the psychological consequences of, perceived gender discrimination differ between women and men. We argue that women and men have different dominant narratives about the reasons why people discriminate against people of their... View Details
      Keywords: Gender Discrimination; Organizations; Prejudice and Bias; Gender; Perception
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      Tost, Leigh Plunkett, Ashley E. Hardin, and Francesca Gino. "Different Roots, Different Fruits: Gender-Based Differences in Cultural Narratives about Perceived Discrimination Produce Divergent Psychological Consequences." Academy of Management Journal 65, no. 6 (December 2022): 1804–1834.
      • November 2022
      • Technical Note

      Leader Action Orientations

      By: Ryan Raffaelli, Akshaya Varghese and Laura Weimer
      Leaders are responsible for planning and executing actions that advance organizational goals. As individuals gain career experience, they tend to develop and rely on implicit mental models that shape how they go about “getting things done.” Without knowing it, most... View Details
      Keywords: Leadership Development; Prejudice and Bias; Cognition and Thinking; Decision Making; Behavior
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      Raffaelli, Ryan, Akshaya Varghese, and Laura Weimer. "Leader Action Orientations." Harvard Business School Technical Note 423-050, November 2022.
      • November 11, 2022
      • Editorial

      Finally Companies Have to Be Upfront about Job Pay Ranges

      By: Rosabeth Moss Kanter
      The significance of pay transparency laws is their role in moving American workplaces away from bias and closer to equal opportunity. View Details
      Keywords: Pay; Salary; Pay Gap; Transparency; Wages; Compensation and Benefits; Recruitment; Equality and Inequality
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      Kanter, Rosabeth Moss. "Finally Companies Have to Be Upfront about Job Pay Ranges." CNN.com (November 11, 2022). (Opinion.)
      • November 2022
      • Article

      Hate Crime Towards Minoritized Groups Increases as They Increase in Sized-Based Rank

      By: Mina Cikara, Vasiliki Fouka and Marco Tabellini
      People are on the move in unprecedented numbers within and between countries. How does demographic change affect local intergroup dynamics? In complement to accounts that emphasize stereotypical features of groups as determinants of their treatment, we propose the... View Details
      Keywords: Prejudice; Minority; Hate Crimes; Reference Dependence; Prejudice and Bias; Attitudes; Demographics
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      Cikara, Mina, Vasiliki Fouka, and Marco Tabellini. "Hate Crime Towards Minoritized Groups Increases as They Increase in Sized-Based Rank." Nature Human Behaviour 6, no. 11 (November 2022): 1537–1544. (Pre-Published online August 8, 2022, Featured in HBS Working Knowledge and ABC News.)
      • 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.
      • October–December 2022
      • Article

      Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

      By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
      Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
      Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
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      Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
      • September 16, 2022
      • Article

      3 Workplace Biases that Derail Mid-Career Women

      By: Colleen Ammerman and Boris Groysberg
      Mid-career women are often surprised by the levels of bias and discrimination they encounter in the workplace, especially if they’ve successfully avoided it earlier in their careers. After speaking to 100 senior women executives, the authors identified three distinct... View Details
      Keywords: Personal Development and Career; Prejudice and Bias; Gender
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      Ammerman, Colleen, and Boris Groysberg. "3 Workplace Biases that Derail Mid-Career Women." Harvard Business Review (website) (September 16, 2022).
      • August 13, 2022
      • Article

      A Historic Opportunity for Universal Health Coverage in India

      By: Vikram Patel, Shubhangi Bhadada, Kiran Mazumdar-Shaw, Arnab Mukherji, Tarun Khanna and Gagandeep Kang
      The milestone of India's 75th anniversary of independence on Aug 15, 2022, offers an opportunity to reassert the country's commitment to realising universal health coverage (UHC). The first such effort predates independence, with the 1946 Bhore Committee report.... View Details
      Keywords: Universal Health Coverage; COVID-19 Pandemic; Health Care and Treatment; Gender; Prejudice and Bias; Health Industry; India
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      Patel, Vikram, Shubhangi Bhadada, Kiran Mazumdar-Shaw, Arnab Mukherji, Tarun Khanna, and Gagandeep Kang. "A Historic Opportunity for Universal Health Coverage in India." Lancet 400, no. 10351 (August 13, 2022): 475–477.
      • 2024
      • Working Paper

      The Impact of the Chinese Exclusion Act on the Economic Development of the Western U.S.

      By: Joe Long, Carlo Medici, Nancy Qian and Marco Tabellini
      This paper investigates the economic consequences of the 1882 Chinese Exclusion Act, which banned immigration from China. The Act reduced the number of Chinese workers of all skill levels living in the United States. It also reduced the labor supply and the quality of... View Details
      Keywords: Growth; Productivity; Economic Development; Business History; Economic Slowdown and Stagnation; Business and Government Relations; Prejudice and Bias; Government Legislation; Immigration; United States
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      Long, Joe, Carlo Medici, Nancy Qian, and Marco Tabellini. "The Impact of the Chinese Exclusion Act on the Economic Development of the Western U.S." Harvard Business School Working Paper, No. 23-008, August 2022. (Revised September 2024. Featured in Bloomberg, at Hoover Institute, VoxEU, NBER Digest, NPR, Forbes, The New Yorker, HBS Working Knowledge, and Cato Institute, quoted here.)
      • 2022
      • Article

      Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations

      By: Jessica Dai, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach and Himabindu Lakkaraju
      As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across all subgroups of a population. For instance, it... View Details
      Keywords: Prejudice and Bias; Mathematical Methods; Research; Analytics and Data Science
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      Dai, Jessica, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach, and Himabindu Lakkaraju. "Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 203–214.
      • July 2022 (Revised February 2025)
      • Case

      A Soul and a Service: North Carolina Mutual Life Insurance

      By: Tom Nicholas and John Masko
      The North Carolina Mutual and Provident Association (the Mutual) was founded in 1898 as a for-profit entity selling life insurance catering to the Black community. The Mutual was entering a field crowded with established White-owned competitors that largely refused to... View Details
      Keywords: Black Entrepreneurs; Insurance; History; Race; Prejudice and Bias; Entrepreneurship; Decision Choices and Conditions; Growth and Development Strategy; Insurance Industry; United States
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      Nicholas, Tom, and John Masko. "A Soul and a Service: North Carolina Mutual Life Insurance." Harvard Business School Case 823-032, July 2022. (Revised February 2025.)
      • 2022
      • Working Paper

      Confidence, Self-Selection and Bias in the Aggregate

      By: Benjamin Enke, Thomas Graeber and Ryan Oprea
      The influence of behavioral biases on aggregate outcomes like prices and allocations depends in part on self-selection: whether rational people opt more strongly into aggregate interactions than biased individuals. We conduct a series of betting market, auction and... View Details
      Keywords: Prejudice and Bias; Cognition and Thinking; Markets; Price
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      Enke, Benjamin, Thomas Graeber, and Ryan Oprea. "Confidence, Self-Selection and Bias in the Aggregate." NBER Working Paper Series, No. 30262, July 2022.
      • 2022
      • Chapter

      Redirecting Rawlsian Reasoning Toward the Greater Good

      By: Joshua D. Greene, Karen Huang and Max Bazerman
      In A Theory of Justice, John Rawls employed the ‘veil of Ignorance’ as a moral reasoning device designed to promote impartial thinking. By imagining the choices of decision-makers who are blind to biasing information, one might see more clearly the organizing... View Details
      Keywords: Moral Sensibility; Judgments; Prejudice and Bias; Decision Making
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      Greene, Joshua D., Karen Huang, and Max Bazerman. "Redirecting Rawlsian Reasoning Toward the Greater Good." Chap. 15 in The Oxford Handbook of Moral Psychology, edited by Manuel Vargas and John M. Doris, 246–261. Oxford, UK: Oxford University Press, 2022.
      • June 2022
      • Article

      Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation

      By: Jacqueline N. Lane, Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan and Karim R. Lakhani
      The evaluation and selection of novel projects lies at the heart of scientific and technological innovation, and yet there are persistent concerns about bias, such as conservatism. This paper investigates the role that the format of evaluation, specifically information... View Details
      Keywords: Project Evaluation; Innovation; Knowledge Frontier; Information Sharing; Negativity Bias; Projects; Innovation and Invention; Information; Knowledge Sharing
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      Lane, Jacqueline N., Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan, and Karim R. Lakhani. "Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation." Management Science 68, no. 6 (June 2022): 4478–4495.
      • 2022
      • Working Paper

      Are Experts Blinded by Feasibility?: Experimental Evidence from a NASA Robotics Challenge

      By: Jacqueline N. Lane, Zoe Szajnfarber, Jason Crusan, Michael Menietti and Karim R. Lakhani
      Resource allocation decisions play a dominant role in shaping a firm’s technological trajectory and competitive advantage. Recent work indicates that innovative firms and scientific institutions tend to exhibit an anti-novelty bias when evaluating new projects and... View Details
      Keywords: Evaluations; Novelty; Feasibility; Field Experiment; Resource Allocation; Technological Innovation; Competitive Advantage; Decision Making
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      Lane, Jacqueline N., Zoe Szajnfarber, Jason Crusan, Michael Menietti, and Karim R. Lakhani. "Are Experts Blinded by Feasibility? Experimental Evidence from a NASA Robotics Challenge." Harvard Business School Working Paper, No. 22-071, May 2022.
      • May 2022 (Revised June 2024)
      • Case

      LOOP: Driving Change in Auto Insurance Pricing

      By: Elie Ofek and Alicia Dadlani
      John Henry and Carey Anne Nadeau, co-founders and co-CEOs of LOOP, an insurtech startup based in Austin, Texas, were on a mission to modernize the archaic $250 billion automobile insurance market. They sought to create equitably priced insurance by eliminating pricing... View Details
      Keywords: AI and Machine Learning; Technological Innovation; Equality and Inequality; Prejudice and Bias; Growth and Development Strategy; Customer Relationship Management; Price; Insurance Industry; Financial Services Industry
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      Ofek, Elie, and Alicia Dadlani. "LOOP: Driving Change in Auto Insurance Pricing." Harvard Business School Case 522-073, May 2022. (Revised June 2024.)
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