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- 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...
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Keywords:
Race;
Gender;
Marketing;
Diversity;
Customer Relationship Management;
Prejudice and Bias;
Customization and Personalization;
Technology Industry;
Retail Industry;
United States
Ascarza, Eva, and Ayelet Israeli. "Unintended Consequences of Algorithmic Personalization." Harvard Business School Case 524-052, March 2024.
- 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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- January 2024 (Revised May 2024)
- Case
Uncle Nearest: Creating a Legacy
By: Hise Gibson, Archie L. Jones, Nicole Gilmore and Ai-Ling Jamila Malone
Fawn Weaver, as a Black woman and industry outsider in a capital-intensive, highly regulated, competitive and male-dominated spirits industry, successfully overcame numerous obstacles to launch a premium American whiskey brand, Uncle Nearest in 2017, which became the...
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Keywords:
Advertising;
Business Startups;
Customer Focus and Relationships;
Decisions;
Forecasting and Prediction;
Age;
Ethnicity;
Gender;
Entrepreneurship;
Working Capital;
Innovation Leadership;
Innovation Strategy;
Intellectual Property;
Trademarks;
Leadership Style;
Growth and Development;
Growth and Development Strategy;
Product Marketing;
Product Launch;
Marketing Strategy;
Mission and Purpose;
Organizational Culture;
Private Ownership;
Performance Effectiveness;
Strategic Planning;
Problems and Challenges;
Prejudice and Bias;
Social Issues;
Competition;
Competitive Strategy;
Expansion;
Entrepreneurial Finance;
Food and Beverage Industry;
Tourism Industry;
United States;
Tennessee;
France
Gibson, Hise, Archie L. Jones, Nicole Gilmore, and Ai-Ling Jamila Malone. "Uncle Nearest: Creating a Legacy." Harvard Business School Case 824-047, January 2024. (Revised May 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...
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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
- 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.)
- 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
- 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.
- 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.
- 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...
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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....
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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.
- May 2022
- Article
When Harry Fired Sally: The Double Standard in Punishing Misconduct
By: Mark Egan, Gregor Matvos and Amit Seru
We examine gender differences in misconduct punishment in the financial advisory industry. We find evidence of a “gender punishment gap”: following an incident of misconduct, female advisers are 20% more likely to lose their jobs and 30% less likely to find new jobs...
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Keywords:
Financial Advisers;
Brokers;
Gender Discrimination;
Consumer Finance;
Financial Misconduct And Fraud;
FINRA;
Financial Institutions;
Employees;
Crime and Corruption;
Gender;
Prejudice and Bias;
Personal Finance;
Financial Services Industry
Egan, Mark, Gregor Matvos, and Amit Seru. "When Harry Fired Sally: The Double Standard in Punishing Misconduct." Journal of Political Economy 130, no. 5 (May 2022): 1184–1248.
- 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...
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- 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...
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Keywords:
History;
Business History;
Gender;
Management;
Employees;
Leadership;
Organizational Change and Adaptation;
Work-Life Balance;
Prejudice and Bias;
Social Issues;
Diversity;
Equity;
United States
Groysberg, Boris, and Colleen Ammerman. "Gender Equality in Business: 100 Years of Progress?" Harvard Business School Case 422-066, 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...
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Keywords:
Diversity;
Groups and Teams;
Prejudice and Bias;
Identity;
Management Practices and Processes
Ely, Robin, and Colleen Ammerman. "Organizational Behavior Reading: Managing Differences." Core Curriculum Readings Series. Boston, MA: Harvard Business Publishing 8394, 2022.
- 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).
- March 8, 2022
- Article
Gender Equity at Work Advances at 'Glacial Pace,' New Harvard Survey Shows
By: Colleen Ammerman and Boris Groysberg
Ammerman, Colleen, and Boris Groysberg. "Gender Equity at Work Advances at 'Glacial Pace,' New Harvard Survey Shows." Newsweek (March 8, 2022).
- September 2021
- Case
Francoise Brougher (A)
By: Edward H. Chang, Nour Kteily and Kathleen McGinn
Francoise Brougher was a high-powered technology executive in Silicon Valley. After successful stints at Google (where she rose to lead a $16 billion ad sales business) and Square (which she helped take public), she joined Pinterest as its first Chief Operating Officer...
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Keywords:
Gender Discrimination;
Personal Development and Career;
Gender;
Prejudice and Bias;
Resignation and Termination;
Negotiation
Chang, Edward H., Nour Kteily, and Kathleen McGinn. "Francoise Brougher (A)." Harvard Business School Case 922-016, September 2021.
- September 2021
- Article
Gender Stereotypes in Deliberation and Team Decisions
By: Katherine B. Coffman, Clio Bryant Flikkema and Olga Shurchkov
We explore how groups deliberate and decide on ideas in an experiment with communication. We find that gender biases play a significant role in which group members are chosen to answer on behalf of the group. Conditional on the quality of their ideas, individuals are...
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Keywords:
Gender Differences;
Stereotypes;
Teams;
Economic Experiments;
Gender;
Prejudice and Bias;
Groups and Teams;
Perception
Coffman, Katherine B., Clio Bryant Flikkema, and Olga Shurchkov. "Gender Stereotypes in Deliberation and Team Decisions." Games and Economic Behavior 129 (September 2021): 329–349.
- August 2021
- Case
Zoom Video Communications: Building a Culture of Diversity, Equity, & Inclusion During COVID-19
By: Karen G. Mills, Scott Duke Kominers, Christopher Stanton, Andy Wu, George Gonzalez and Gabriella Elanbeck
Keywords:
Diversity Management;
Diversity Training;
Cultural Change;
Cultural Diversity;
Inclusion;
Inclusive Growth;
Inclusive Hiring;
Hiring;
Hiring Of Employees;
Recruiting;
Performance Management;
Change Leadership;
Race And Ethnicity;
Racial Bias;
Racial Disparity;
Racial Injustice;
Racial Tensions;
Racism;
Organization;
Organization Process;
Organization Structure;
Structural/institutional Racism;
Leadership And Change Management;
Leadership And Managing People;
Leading;
Gender Bias;
Discrimination;
Inequalities;
Inequality;
Social Change;
Employee Attitude Development And Empowerment;
Employee Bonding;
Employee Empowerment;
Employee Engagement;
Employee Fairness;
Employee Morale;
Employee Performance Management;
Employee Relations;
Company Culture;
Company Values;
Values;
COVID-19 Pandemic;
Demographics;
Diversity;
Age;
Ethnicity;
Gender;
Business Processes;
Change Management;
Change;
Race;
Human Capital;
Human Resources;
Compensation and Benefits;
Employees;
Employee Relationship Management;
Recruitment;
Retention;
Selection and Staffing;
Jobs and Positions;
Job Interviews;
Leadership;
Leading Change;
Management;
Management Teams;
Business or Company Management;
Crisis Management;
Goals and Objectives;
Growth and Development;
Growth and Development Strategy;
Growth Management;
Management Style;
Organizational Change and Adaptation;
Organizational Culture;
Organizational Design;
Organizational Structure;
Organizations;
Mission and Purpose;
Culture;
Happiness;
Prejudice and Bias;
Satisfaction;
Equity;
Identity;
Leadership Style;
Values and Beliefs;
Technology Industry;
United States
- June 18, 2021
- Article
Who Do We Invent for? Patents by Women Focus More on Women's Health, but Few Women Get to Invent
By: Rembrand Koning, Sampsa Samila and John-Paul Ferguson
Women engage in less commercial patenting and invention than do men, which may affect what is invented. Using text analysis of all U.S. biomedical patents filed from 1976 through 2010, we found that patents with all-female inventor teams are 35% more likely than...
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Keywords:
Innovation;
Gender Bias;
Health;
Innovation and Invention;
Research;
Patents;
Gender;
Prejudice and Bias
Koning, Rembrand, Sampsa Samila, and John-Paul Ferguson. "Who Do We Invent for? Patents by Women Focus More on Women's Health, but Few Women Get to Invent." Science 372, no. 6548 (June 18, 2021): 1345–1348.