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All HBS Web
(240)
- News (26)
- Research (158)
- Multimedia (3)
- Faculty Publications (61)
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- September 17, 2021
- Article
AI Can Help Address Inequity—If Companies Earn Users' Trust
By: Shunyuan Zhang, Kannan Srinivasan, Param Singh and Nitin Mehta
While companies may spend a lot of time testing models before launch, many spend too little time considering how they will work in the wild. In particular, they fail to fully consider how rates of adoption can warp developers’ intent. For instance, Airbnb launched a...
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Keywords:
Artificial Intelligence;
Algorithmic Bias;
Technological Innovation;
Perception;
Diversity;
Equality and Inequality;
Trust;
AI and Machine Learning
Zhang, Shunyuan, Kannan Srinivasan, Param Singh, and Nitin Mehta. "AI Can Help Address Inequity—If Companies Earn Users' Trust." Harvard Business Review Digital Articles (September 17, 2021).
- September 2014
- Article
Accounting Standards and International Portfolio Holdings
By: Gwen Yu and Aida Sijamic Wahid
Do differences in countries' accounting standards affect global investment decisions? We explore this question by examining how accounting distance, the difference in the accounting standards used in the investor's and the investee's countries, affects the asset...
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Keywords:
IFRS;
Home Bias;
Cross-cultural/cross-border;
Information Asymmetry;
Mutual Funds;
International Relations
Yu, Gwen, and Aida Sijamic Wahid. "Accounting Standards and International Portfolio Holdings." Accounting Review 89, no. 5 (September 2014): 1895–1930. (Winner of American Accounting Association. International Accounting Section. Outstanding Dissertation Award presented by American Accounting Association.)
- 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.
- 01 Sep 2021
- Op-Ed
How Women Can Learn from Even Biased Feedback
possibly unsurprising, way: Women expected more gender bias in their feedback than men did. "Gender bias in performance feedback is a well-documented phenomenon. Women are less likely to receive specific...
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Keywords:
by Francesca Gino
- January 2010
- Article
The Role of Experience in the Gambler's Fallacy
By: Greg Barron and Stephen Leider
Recent papers have demonstrated that the way people acquire information about a decision problem, by experience or by abstract description, can affect their behavior. We examined the role of experience over time in the emergence of the Gambler's Fallacy in binary...
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Keywords:
Experience and Expertise;
Decision Making;
Forecasting and Prediction;
Knowledge Acquisition;
Outcome or Result;
Game Theory;
Prejudice and Bias
Barron, Greg, and Stephen Leider. "The Role of Experience in the Gambler's Fallacy." Special Issue on Decisions from Experience. Journal of Behavioral Decision Making 23, no. 1 (January 2010).
- Article
Inaccurate Group Meta-Perceptions Drive Negative Out-Group Attributions in Competitive Contexts
By: J. Lees and M. Cikara
Across seven experiments and one survey (n = 4,282), people consistently overestimated out-group negativity towards the collective behaviour of their in-group. This negativity bias in group meta-perception was present across multiple competitive (but not cooperative)...
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Lees, J., and M. Cikara. "Inaccurate Group Meta-Perceptions Drive Negative Out-Group Attributions in Competitive Contexts." Nature Human Behaviour 4, no. 3 (March 2020): 279–286.
- 2022
- Working Paper
Optimal Illiquidity
By: John Beshears, James J. Choi, Christopher Clayton, Christopher Harris, David Laibson and Brigitte C. Madrian
We calculate the socially optimal level of illiquidity in an economy populated by households with taste shocks and naive present bias. The government chooses mandatory contributions to accounts, each witha different pre-retirement withdrawal penalty. Collected...
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Keywords:
Illiquidity;
Commitment;
Flexibility;
Savings;
Social Security;
Retirement;
Government Legislation;
Taxation;
Saving
Beshears, John, James J. Choi, Christopher Clayton, Christopher Harris, David Laibson, and Brigitte C. Madrian. "Optimal Illiquidity." Working Paper, July 2022.
- 24 Oct 2008
- Working Paper Summaries
Signaling Firm Performance Through Financial Statement Presentation: An Analysis Using Special Items
Keywords:
by Edward J. Riedl & Suraj Srinivasan
- 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...
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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.)
- August 2006
- Article
Global Integration ≠ Global Concentration
There is a widespread belief that increases in the cross-border integration of markets are associated with increases in global concentration along various dimensions. This article reviews the available evidence and presents new data, indicating that increasing global...
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Keywords:
Globalized Markets and Industries
Ghemawat, Pankaj, and Fariborz Ghadar. "Global Integration ≠ Global Concentration." Industrial and Corporate Change 15, no. 4 (August 2006): 595–623.
- 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
- June 2009
- Article
Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals
By: Katherine L. Milkman, Todd Rogers and Max H. Bazerman
We report on a field study demonstrating systematic differences between the preferences people anticipate they will have over a series of options in the future and their subsequent revealed preferences over those options. Using a novel panel data set, we analyze the...
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Keywords:
Decision Choices and Conditions;
Forecasting and Prediction;
Film Entertainment;
Demand and Consumers;
Renting or Rental;
Power and Influence;
Prejudice and Bias;
Online Technology;
Motion Pictures and Video Industry
Milkman, Katherine L., Todd Rogers, and Max H. Bazerman. "Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals." Management Science 55, no. 6 (June 2009): 1047–1059.
- 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.
- April 2019
- Article
Score Blending: How Scale Response Grouping Biases Perceived Standing
By: Ryan Hauser and Norbert Schwarz
Numerical values—from test scores to credit scores—inform us of our relative standing and can shape our decisions. The values are usually presented in a continuous format (which places scores on a single line) or a grouped format (which separates scores into several...
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Hauser, Ryan, and Norbert Schwarz. "Score Blending: How Scale Response Grouping Biases Perceived Standing." Journal of Behavioral Decision Making 32, no. 2 (April 2019): 194–202.
- 2007
- Working Paper
Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals
By: Katherine L. Milkman, Todd Rogers and Max H. Bazerman
We report on a field study demonstrating systematic differences between the preferences people anticipate they will have over a series of options in the future and their subsequent revealed preferences over those options. Using a novel panel data set, we analyze the...
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Keywords:
Internet and the Web;
Decision Choices and Conditions;
Attitudes;
Conflict and Resolution;
Emotions;
Film Entertainment;
Cognition and Thinking;
Entertainment and Recreation Industry
Milkman, Katherine L., Todd Rogers, and Max H. Bazerman. "Highbrow Films Gather Dust: Time-inconsistent Preferences and Online DVD Rentals." Harvard Business School Working Paper, No. 07-099, June 2007. (Revised July 2007, December 2007, April 2008, September 2008, January 2009.)
- 2010
- Working Paper
Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans
By: Doug J. Chung, Thomas J. Steenburgh and K. Sudhir
We estimate a dynamic structural model of sales force response to a bonus based compensation plan. The paper has two main methodological innovations: First, we implement empirically the method proposed by Arcidiacono and Miller (2010) to accommodate unobserved latent...
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Keywords:
Compensation and Benefits;
Performance Productivity;
Mathematical Methods;
Salesforce Management;
Motivation and Incentives
Chung, Doug J., Thomas J. Steenburgh, and K. Sudhir. "Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans." Harvard Business School Working Paper, No. 11-041, October 2010.
- September 2013
- Article
Women Rising: The Unseen Barriers
By: Herminia Ibarra, Robin Ely and Deborah Kolb
Even when CEOs make gender diversity a priority—by setting aspirational goals for the proportion of women in leadership roles, insisting on diverse slates of candidates for senior positions, and developing mentoring and training programs—they are often frustrated by a...
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Keywords:
Prejudice and Bias;
Leadership Development;
Working Conditions;
Organizational Culture;
Gender;
Diversity
Ibarra, Herminia, Robin Ely, and Deborah Kolb. "Women Rising: The Unseen Barriers." R1309C. Harvard Business Review 91, no. 9 (September 2013): 60–66.
- 24 Apr 2018
- Op-Ed
Op-Ed: What Mark Zuckerberg Can Learn About Crisis Leadership from Starbucks
take the lead. He understood the incident’s implications went well beyond the specifics, triggering widespread concerns about racial bias in the country and threatening to damage Starbucks’ image as a safe, friendly place to gather with...
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- 13 Nov 2018
- First Look
New Research and Ideas, November 13, 2018
consistent assessment, this article provides a framework to rigorously evaluate the effectiveness of compliance programs. I present empirical models that use data collected from compliance initiatives—including whistleblower hotlines,...
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Keywords:
Dina Gerdeman
- November, 2016
- Article
Fixing Discrimination in Online Marketplaces
By: Ray Fisman and Michael Luca
Online marketplaces such as eBay, Uber, and Airbnb have the potential to reduce racial, gender, and other forms of bias that affect the off-line world. And in the early days of Internet commerce, the relative anonymity of transactions did make it harder for...
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Fisman, Ray, and Michael Luca. "Fixing Discrimination in Online Marketplaces." Harvard Business Review 94, no. 12 (November, 2016): 88–95.