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- 2022
- Working Paper
Small Campaign Donors
By: Laurent Bouton, Julia Cagé, Edgard Dewitte and Vincent Pons
In this paper, we study the characteristics and behavior of small donors, and compare them to those of large donors. We first build a novel dataset including all the 340 million individual contributions reported to the U.S. Federal Election Commission between 2005 and...
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- October 2021
- Article
And the Children Shall Lead: Gender Diversity and Performance in Venture Capital
By: Paul A. Gompers and Sophie Calder-Wang
With an overall lack of gender and ethnic diversity in the innovation sector documented in Gompers and Wang (2017), we ask the natural next question: Does increased diversity lead to better firm performances? In this paper, we attempt to answer this question using a...
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- September 2020
- Teaching Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
Teaching Note for HBS No. 521-020. 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...
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- September 2020
- 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;
E-commerce;
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;
Retail Industry;
Apparel and Accessories Industry;
United States
- September 2020 (Revised April 2021)
- 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;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
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;
Retail Industry;
Apparel and Accessories Industry;
United States
- 2020
- Chapter
Business, Ethics and Institutions. The Evolution of Turkish Capitalism in a Comparative Perspective
By: Asli M. Colpan and Geoffrey Jones
This chapter offers a survey of the evolution of Turkish capitalism from the 19th century Ottoman Empire until the present day. It shows that Turkish business over the last century and a half was shaped in an institutional context similar to those in many developing...
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- 2017
- Working Paper
And the Children Shall Lead: Gender Diversity and Performance in Venture Capital
By: Paul A. Gompers and Sophie Q. Wang
With an overall lack of gender and ethnic diversity in the innovation sector documented in Gompers and Wang (2017), we ask the natural next question: Does increased diversity lead to better firm performances? In this paper, we attempt to answer this question using a...
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- Spring 2017
- Article
Globalizing Latin American Beauty
By: Geoffrey Jones
This article discusses the growth over time of the beauty industry in Latin America and its bias towards celebrating whiter rather than darker skin. Although alleged Latin American fascination with beauty is regularly ascribed to culture, Latin sensuousness, and...
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- 2017
- Working Paper
Diversity in Innovation
By: Paul A. Gompers and Sophie Q. Wang
In this paper we document the patterns of labor market participation by women and ethnic minorities in venture capital firms and as founders of venture capital-backed startups. We show that from 1990-2016 women have been less than 10% of the entrepreneurial and venture...
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- July 2016 (Revised June 2019)
- Case
Hamilton: An American Musical
By: Anita Elberse and Jennifer Schoppe
In July 2013, composer, writer, actor and rapper Lin-Manuel Miranda, director Tommy Kail, and producer Jeffrey Seller met to discuss how to launch Hamilton, a new musical based on the life of the first Treasury Secretary of the United States, Alexander Hamilton....
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Keywords:
Entertainment;
Creative Industries;
Performing Arts;
(General) Management;
Blockbusters;
Non-profit;
Theater Entertainment;
Strategy;
Risk Management;
Nonprofit Organizations;
Arts;
Creativity;
Product Launch;
Product Development;
Marketing;
Entertainment and Recreation Industry;
United States
- 2020
- Working Paper
Social Networks, Ethnicity, and Entrepreneurship
By: William R. Kerr and Martin Mandorff
We study the relationship between ethnicity, occupational choice, and entrepreneurship. Immigrant groups in the United States cluster in specific business sectors. For example, Koreans are 34 times more concentrated in self-employment for dry cleaning than other...
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- January 2015 (Revised April 2018)
- Case
CJ E&M: Creating a K-Culture in the U.S.
By: Elie Ofek, Sang-Hoon Kim and Michael Norris
Buoyed by the success of K-pop music and K-drama television shows in Asian countries, Chairman Jay Lee, of the South Korean conglomerate CJ Group, believed that the time was ripe for taking Korean cultural content to the West. One initiative, carried out by the Group's...
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Keywords:
Cultural Consumption;
Media Businesses;
International Marketing;
Event Marketing;
Creative Industries;
Cross-cultural Adaptation;
Ethnic Marketing;
South Korea;
Marketing Strategy;
Entertainment;
Global Strategy;
Cross-Cultural and Cross-Border Issues;
Entertainment and Recreation Industry;
United States;
South Korea
- July 2014
- Article
Diasporas and Outsourcing: Evidence from oDesk and India
By: Ejaz Ghani, William R. Kerr and Christopher Stanton
This study examines the role of the Indian diaspora in the outsourcing of work to India. Our data are taken from oDesk, the world's largest online platform for outsourced contracts, where India is the largest country in terms of contract volume. We use an ethnic name...
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- December 2012
- Article
Structural Impediments to African Growth? New Evidence from Real Wages in British Africa, 1880–1965
By: Ewout Frankema and Marlous van Waijenburg
Recent literature on the historical determinants of African poverty has emphasized structural impediments to African growth, such as adverse geographical conditions, weak institutions, or ethnic heterogeneity. But has African poverty been a persistent historical...
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Keywords:
Living Standards;
Real Wages;
Labor Market;
Colonial Institutions;
Economic Growth;
Wages;
History;
Africa
- June 2011 (Revised May 2012)
- Case
L'Oréal: Global Brand, Local Knowledge
By: Rebecca M. Henderson and Ryan Johnson
Worldwide, and in the U.S. marketplace in particular, the French cachet of L'Oréal was one of its most powerful marketing tools. However, with the opening up of emerging markets, L'Oréal had to cater to a diverse customer base: an aging population in the West, ethnic...
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- February 2011 (Revised December 2012)
- Case
The Ford Fiesta
By: John Deighton and Leora Kornfeld
Executives at Ford wondered if social media could be the marketing solution for the launch of the youth-oriented 2010 Fiesta. But with social media came a ceding of control. Some at the company believed that if Ford was going to move beyond its conservative brand image...
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- Article
Selling to Many Countries Within the U.S.
By: Frank V. Cespedes and Michael Wong
In pursuing growth, many companies have plans to sell to emerging markets like the so-called B-R-I-C nations (Brazil, Russia, India, China), but they overlook significant ethnic markets within the United States. For example, the combined African-American and Hispanic...
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- 2010
- Book
Beauty Imagined: A History of the Global Beauty Industry
By: Geoffrey Jones
The global beauty business permeates our lives, influencing how we perceive ourselves and what it is to be beautiful. The brands and firms that have shaped this industry, such as Avon, Coty, Estée Lauder, L'Oréal, and Shiseido, have imagined beauty for us. This book...
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- December 2009
- Article
Media Markets and Localism: Does Local News en Español Boost Hispanic Voter Turnout?
By: Felix Oberholzer-Gee and Joel Waldfogel
Since the dawn of broadcasting, and especially in the past decade, Americans have turned their attention from local to more distant sources of news and entertainment. While the integration of media markets will raise the private welfare of many consumers, critics of a...
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- winter 2003
- Article
Ad Schema Incongruity As Elicitor of Ethnic Self-Awareness and Differential Advertising Response
By: Claudiu V. Dimofte, Mark R. Forehand and Rohit Deshpandé