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- All HBS Web (165)
- Faculty Publications (53)
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- 19 Nov 2019
- Op-Ed
Gender Bias Complaints against Apple Card Signal a Dark Side to Fintech
to make loan and underwriting decisions, as the Apple Card situation illustrates, the potential for discrimination grows. “When lending relies on algorithms to make loan and underwriting decisions, as the Apple Card situation illustrates,...
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- Article
Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)
By: Eva Ascarza and Ayelet Israeli
An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details
Keywords:
Algorithm Bias;
Personalization;
Targeting;
Generalized Random Forests (GRF);
Discrimination;
Customization and Personalization;
Decision Making;
Fairness;
Mathematical Methods
Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
- February 2017 (Revised January 2018)
- Case
Womenomics in Japan
By: Boris Groysberg, Mayuka Yamazaki, Nobuo Sato and David Lane
This case profiles Prime Minister Shinzo Abe's vigorous attempts to revive Japan's economy, specifically by advocating for a larger role for women in the economy—not as a matter of social policy or gender equity per se, but as an essential element of any solution to...
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Keywords:
Gender Equality;
Japan;
Leadership;
Government-business Relations;
Shinzo Abe;
Economic Growth;
Aging Society;
Womenomics;
Abenomics;
Labor Market Discrimination;
Workplace Culture;
Women And Leadership;
Change Management;
Leading Change;
Gender;
Business and Government Relations;
Growth and Development;
Employment;
Working Conditions
Groysberg, Boris, Mayuka Yamazaki, Nobuo Sato, and David Lane. "Womenomics in Japan." Harvard Business School Case 417-002, February 2017. (Revised January 2018.)
- May 2018
- Supplement
Prime Minister Shinzo Abe – Speech on Womenomics in Japan: Opening Address to the World Assembly of Women, Tokyo, August 28, 2015
By: Boris Groysberg
This video supplement is a lightly edited 2015 speech by Japanese prime minister Shinzo Abe in which he describes Womenomics--policies and aspirations to promote greater economic participation by Japan's women, thereby promoting economic growth, greater work/life...
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Keywords:
Gender Equality;
Japan;
Leadership;
Government-business Relations;
Shinzo Abe;
Economic Growth;
Aging Society;
Womenomics;
Abenomics;
Labor Market Discrimination;
Workplace Culture;
Women And Leadership;
Change Management;
Leading Change;
Gender;
Business and Government Relations;
Growth and Development;
Employment;
Working Conditions
Groysberg, Boris. "Prime Minister Shinzo Abe – Speech on Womenomics in Japan: Opening Address to the World Assembly of Women, Tokyo, August 28, 2015." Harvard Business School Multimedia/Video Supplement 418-722, May 2018.
- May 2018
- Supplement
Abe on Womenomics, part 1: Introductions & Japan's Corporate Culture: Excerpt from Opening Address to the World Assembly of Women, Tokyo, August 28, 2015
By: Boris Groysberg
This video supplement part one of a lightly edited 2015 speech by Japanese prime minister Shinzo Abe in which he describes Womenomics--policies and aspirations to promote greater economic participation by Japan's women, thereby promoting economic growth, greater...
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Keywords:
Gender Equality;
Japan;
Leadership;
Government-business Relations;
Shinzo Abe;
Economic Growth;
Aging Society;
Womenomics;
Abenomics;
Labor Market Discrimination;
Workplace Culture;
Women And Leadership;
Change Management;
Leading Change;
Gender;
Business and Government Relations;
Growth and Development;
Employment;
Working Conditions;
Japan
Groysberg, Boris. "Abe on Womenomics, part 1: Introductions & Japan's Corporate Culture: Excerpt from Opening Address to the World Assembly of Women, Tokyo, August 28, 2015." Harvard Business School Multimedia/Video Supplement 418-719, May 2018.
- January 2018 (Revised June 2018)
- Teaching Note
Womenomics in Japan
By: Boris Groysberg and David Lane
Teaching Note for HBS No. 417-002.
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Keywords:
Gender Equality;
Japan;
Leadership;
Government-business Relations;
Shinzo Abe;
Economic Growth;
Aging Society;
Womenomics;
Abenomics;
Labor Market Discrimination;
Workplace Culture;
Women And Leadership;
Change Management;
Working Conditions;
Leading Change;
Gender;
Business and Government Relations;
Growth and Development;
Employment;
Japan
- 06 Mar 2019
- Sharpening Your Skills
Has the Glass Ceiling Been Broken (or at Least Cracked)?
Employers Favor MenWhy are women discriminated against in hiring decisions? The reason is subtle. Simple Ways to Take Gender Bias Out of Your Job Ads The book What Works: View Details
Keywords:
by Sean Silverthorne
- December 2019 (Revised December 2021)
- Case
Negotiating for Equal Pay: The U.S. Women's National Soccer Team (A)
By: Christine Exley, John Beshears, Manuela Collis and Davis Heniford
In 2019, members of the U.S. Women's National Soccer Team (WNT) filed a gender discrimination lawsuit against the U.S. Soccer Federation. The case describes the history of the WNT's quest for equal pay leading up to this event.
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Keywords:
Equal Pay;
Negotiation;
Compensation and Benefits;
Equality and Inequality;
Gender;
Prejudice and Bias;
Negotiation Tactics;
Corporate Governance;
Lawsuits and Litigation;
Sports;
Sports Industry;
United States
Exley, Christine, John Beshears, Manuela Collis, and Davis Heniford. "Negotiating for Equal Pay: The U.S. Women's National Soccer Team (A)." Harvard Business School Case 920-029, December 2019. (Revised December 2021.)
- September 2020 (Revised June 2023)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
"Marketing Analytics";
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analytics;
Data Analysis;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Algorithmic Bias;
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
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- 09 Jan 2018
- First Look
First Look at New Research and Ideas, January 9, 2018
paper: https://pubwww.hbs.edu/faculty/Pages/item.aspx?num=53685 When Gender Discrimination Is Not About Gender By: Coffman, Katherine B., Christine L. Exley, and Muriel Niederle...
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Keywords:
Sean Silverthorne
- 11 Sep 2017
- Research & Ideas
Why Employers Favor Men
men perform better on average at certain tasks, according to the research paper When Gender Discrimination Is Not About Gender. The paper was written by Katherine B. Coffman and Christine L. Exley, both...
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Keywords:
by Dina Gerdeman
- 2024
- Working Paper
Choosing and Using Information in Evaluation Decisions
By: Katherine Baldiga Coffman, Scott Kostyshak and Perihan O. Saygin
Most studies of gender discrimination consider how male versus female candidates are assessed given otherwise identical information about them. But, in many settings of interest, evaluators have a choice about how much information to acquire about a candidate before...
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- September 2003 (Revised January 2004)
- Case
Wal-Mart Stores in 2003
By: Pankaj Ghemawat, Stephen P. Bradley and Ken Mark
Examines Wal-Mart's development over three decades and provides financial and descriptive detail of its domestic operations. In 2003, Wal-Mart's Supercenter business has surpassed its domestic business as the largest generator of revenues. Its international operation...
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Keywords:
Wages;
Fairness;
Corporate Strategy;
Operations;
Labor Unions;
Problems and Challenges;
Gender;
Globalized Firms and Management;
Competitive Advantage;
Retail Industry;
United States
Ghemawat, Pankaj, Stephen P. Bradley, and Ken Mark. "Wal-Mart Stores in 2003." Harvard Business School Case 704-430, September 2003. (Revised January 2004.)
- September 2020 (Revised July 2022)
- Supplement
Spreadsheet Supplement to Artea (B) and (C)
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to "Artea (B): Including Customer-level Demographic Data" and "Artea (C): Potential Discrimination through Algorithmic Targeting"
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- December 2008 (Revised October 2009)
- Case
Wal-Mart Stores in 2003 (Abridged Version)
Examines Wal-Mart's development over three decades and provides financial and descriptive detail of its domestic operations. In 2003, Wal-Mart's Supercenter business has surpassed its domestic business as the largest generator of revenues. Its international operation...
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Keywords:
Equality and Inequality;
Business Growth and Maturation;
Competitive Advantage;
Labor Unions;
Operations;
Global Strategy;
Problems and Challenges;
Gender;
Retail Industry;
United States
Cespedes, Frank V. "Wal-Mart Stores in 2003 (Abridged Version)." Harvard Business School Case 709-423, December 2008. (Revised October 2009.)
- Research Summary
Overview
For the past several decades, income inequality in the United States has steadily increased. The extent of this inequality is exacerbated when making comparisons between the very rich and poor or men and women. Professor Exley’s research is driven by a desire to better...
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- 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...
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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)
Ely, Robin, Boris Groysberg, Colleen Ammerman, and Olivia Hull. "Marsha Simms: Trailblazer in Corporate Law." Harvard Business School Case 422-012, April 2022.
- September 2020 (Revised July 2022)
- Technical Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Promotion;
"Marketing Analytics";
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-Commerce Strategy;
Discrimination;
Targeting;
Targeted Advertising;
Pricing Algorithms;
Ethical Decision Making;
Customer Heterogeneity;
Marketing;
Race;
Ethnicity;
Gender;
Diversity;
Prejudice and Bias;
Marketing Communications;
Analytics and Data Science;
Analysis;
Decision Making;
Ethics;
Customer Relationship Management;
E-commerce;
Retail Industry;
Apparel and Accessories Industry;
United States
Israeli, Ayelet, and Eva Ascarza. "Algorithmic Bias in Marketing." Harvard Business School Technical Note 521-020, September 2020. (Revised July 2022.)
- 2022
- Working Paper
Politics at Work
By: Emanuele Colonnelli, Valdemar Pinho Neto and Edoardo Teso
We study how individual political views shape firm behavior and labor market outcomes. Using new micro-data on the political affiliation of business owners and private-sector workers in Brazil over the 2002–2019 period, we first document the presence of political...
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Colonnelli, Emanuele, Valdemar Pinho Neto, and Edoardo Teso. "Politics at Work." Working Paper, December 2022.
- August 1992 (Revised December 1994)
- Case
Sexual Harassment, Free Speech or ...?
By: Lynn S. Paine
Presents two brief vignettes about female employees who object to gender discrimination in their work environment. In one case, the manager of a convenience store removes "adult" magazines from the store's shelves because she sees them as damaging to women. In the...
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Keywords:
Moral Sensibility;
Working Conditions;
Law;
Behavior;
Managerial Roles;
Crime and Corruption;
Groups and Teams;
Organizational Culture;
Problems and Challenges;
Gender
Paine, Lynn S. "Sexual Harassment, Free Speech or ...?" Harvard Business School Case 393-033, August 1992. (Revised December 1994.)