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- 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...
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Keywords:
STEM;
Selection and Staffing;
Gender;
Prejudice and Bias;
Training;
Equality and Inequality;
Competency and Skills
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.)
- 2023
- Article
Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations.
By: Edward McFowland III and Cosma Rohilla Shalizi
Social influence cannot be identified from purely observational data on social networks, because such influence is generically confounded with latent homophily, that is, with a node’s network partners being informative about the node’s attributes and therefore its...
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Keywords:
Causal Inference;
Homophily;
Social Networks;
Peer Influence;
Social and Collaborative Networks;
Power and Influence;
Mathematical Methods
McFowland III, Edward, and Cosma Rohilla Shalizi. "Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations." Journal of the American Statistical Association 118, no. 541 (2023): 707–718.
- 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.
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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
- 2023
- Working Paper
Migration Fear and Minority Crowd-Funding Success: Evidence from Kickstarter
By: John (Jianqui) Bai, William R. Kerr, Chi Wan and Alptug Yorulmaz
The US Migration Fear Index fluctuated substantially during 2009-2021, especially during the campaign and early administration of President Trump. During quarters of low anxiety, minorities are 2.4% less likely to achieve their crowd-funding goals than white creators...
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Bai, John (Jianqui), William R. Kerr, Chi Wan, and Alptug Yorulmaz. "Migration Fear and Minority Crowd-Funding Success: Evidence from Kickstarter." Harvard Business School Working Paper, No. 23-046, January 2023.
- 2023
- Working Paper
Black Ownership Matters: Does Revealing Race Increase Demand for Minority-Owned Businesses?
By: Abhay Aneja, Michael Luca and Oren Reshef
Is there consumer demand to support Black-owned businesses? To explore, we investigate the impact of a new feature on a large online platform that made the race of a set of Black business owners salient to customers. We find that this feature substantially increased...
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Keywords:
Black-owned Businesses;
Race;
Prejudice and Bias;
Ownership;
Knowledge Dissemination;
Digital Platforms;
Consumer Behavior;
Food and Beverage Industry
Aneja, Abhay, Michael Luca, and Oren Reshef. "Black Ownership Matters: Does Revealing Race Increase Demand for Minority-Owned Businesses?" Harvard Business School Working Paper, No. 23-042, January 2023. (Revised February 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...
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Keywords:
Civil Rights;
Great Migration;
History;
Race;
Rights;
Prejudice and Bias;
Government Legislation
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...
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Keywords:
Gig Workers;
Platform-based Markets;
Novel Writing;
Creative Production;
Platform Bias;
Employment;
Digital Platforms;
Creativity;
Books;
Competition;
Contracts
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...
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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.
- 2022
- Working Paper
Improving Human-Algorithm Collaboration: Causes and Mitigation of Over- and Under-Adherence
By: Maya Balakrishnan, Kris Ferreira and Jordan Tong
Even if algorithms make better predictions than humans on average, humans may sometimes have “private” information which an algorithm does not have access to that can improve performance. How can we help humans effectively use and adjust recommendations made by...
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Keywords:
Cognitive Biases;
Algorithm Transparency;
Forecasting and Prediction;
Behavior;
AI and Machine Learning;
Analytics and Data Science;
Cognition and Thinking
Balakrishnan, Maya, Kris Ferreira, and Jordan Tong. "Improving Human-Algorithm Collaboration: Causes and Mitigation of Over- and Under-Adherence." Working Paper, December 2022.
- 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...
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Keywords:
Leadership Development;
Prejudice and Bias;
Cognition and Thinking;
Decision Making;
Behavior
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
The significance of pay transparency laws is their role in moving American workplaces away from bias and closer to equal opportunity.
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Keywords:
Pay;
Salary;
Pay Gap;
Transparency;
Wages;
Compensation and Benefits;
Recruitment;
Equality and Inequality
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...
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Keywords:
Prejudice;
Minority;
Hate Crimes;
Reference Dependence;
Prejudice and Bias;
Attitudes;
Demographics
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...
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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
Kanter, Rosabeth Moss, Amy Chiu, and Joyce Kim. "Colette Phillips and GetKonnected!: Creating Inclusive Ecosystems." Harvard Business School Case 323-035, October 2022.
- October 10, 2022
- Article
Ensuring Your Products Aren’t Used for Discrimination
By: Michael Luca, Elizaveta Pronkina and Michaelangelo Rossi
Discrimination is both a societal and a business issue. And, the extent to which discrimination is allowed to affect a company is a decision that is made by business leaders. Fortunately, there is a growing toolkit for leaders who want to create a more inclusive...
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Luca, Michael, Elizaveta Pronkina, and Michaelangelo Rossi. "Ensuring Your Products Aren’t Used for Discrimination." Harvard Business Review Digital Articles (October 10, 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...
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Keywords:
Machine Learning;
Econometric Analysis;
Instrumental Variable;
Random Forest;
Causal Inference;
AI and Machine Learning;
Forecasting and Prediction
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.
- 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....
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Keywords:
Universal Health Coverage;
COVID-19 Pandemic;
Health Care and Treatment;
Gender;
Prejudice and Bias;
Health Industry;
India
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.
- 2023
- Working Paper
Scapegoating and Discrimination in Times of Crisis: Evidence from Airbnb
By: Michael Luca, Elizaveta Pronkina and Michelangelo Rossi
We present evidence that discrimination against Asian-American Airbnb users sharply increased at the
start of the COVID-19 pandemic. Using a DiD approach, we find that hosts with distinctively Asian
names experienced a 20 percent decline in guests relative to hosts...
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Keywords:
Discrimination;
Behavioral Economics;
Market Design;
Health Pandemics;
Prejudice and Bias;
Digital Platforms;
Design
Luca, Michael, Elizaveta Pronkina, and Michelangelo Rossi. "Scapegoating and Discrimination in Times of Crisis: Evidence from Airbnb." Harvard Business School Working Paper, No. 23-012, August 2022. (Revised March 2023.)
- 2022
- Working Paper
The Impact of the Chinese Exclusion Act on the U.S. Economy
By: Joe Long, Carlo Medici, Nancy Qian and Marco Tabellini
This paper studies the impact of the Chinese Exclusion Act, which banned Chinese immigration to the United States after 1882, across U.S. counties between 1870 and 1940. We find that the Act reduced labor supply for both the Chinese and other groups (i.e., white and...
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Keywords:
Immigration;
Growth;
Productivity;
Business History;
Economic Slowdown and Stagnation;
Business and Government Relations;
Prejudice and Bias;
Government Legislation;
United States
Long, Joe, Carlo Medici, Nancy Qian, and Marco Tabellini. "The Impact of the Chinese Exclusion Act on the U.S. Economy." Harvard Business School Working Paper, No. 23-008, March 2022.
- 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...
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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
- 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...
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Keywords:
Black Entrepreneurs;
Insurance;
History;
Race;
Prejudice and Bias;
Entrepreneurship;
Decision Choices and Conditions;
Growth and Development Strategy;
Insurance Industry;
United States
Nicholas, Tom, and John Masko. "A Soul and a Service: North Carolina Mutual Life Insurance." Harvard Business School Case 823-032, July 2022.