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- All HBS Web
(2,341)
- People (7)
- News (235)
- Research (1,912)
- Events (1)
- Multimedia (5)
- Faculty Publications (1,550)
- 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... View Details
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; Retail Industry; United States
Israeli, Ayelet, and Eva Ascarza. "Algorithmic Bias in Marketing." Harvard Business School Technical Note 521-020, September 2020. (Revised July 2022.)
- Web
Harvard Business School
Accenture). He became a partner in 1976, specializing in the development of financial control and operating systems in retail and banking industries. In 1985, Gates began to develop commercial and residential real estate. His first... View Details
- December 2022
- Case
Mission Produce in 2022
By: Forest Reinhardt, Jose B. Alvarez and Natalie Kindred
Founded by CEO Steve Barnard in 1983, California-based Mission Produce was a leading supplier of Hass avocados with a global sourcing, marketing, and distribution network and $892 million in 2021 sales. Barnard had been influential in the global avocado trade’s... View Details
Keywords: Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; United States; California; Peru; Guatemala; Colombia; Mexico; Chile
Reinhardt, Forest, Jose B. Alvarez, and Natalie Kindred. "Mission Produce in 2022." Harvard Business School Case 723-026, December 2022.
- 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... View Details
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; Retail Industry; United States
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- June 2011
- Case
Reed Supermarkets: A New Wave of Competitors
By: John A. Quelch and Carole Carlson
Reed Supermarkets is a high-end supermarket chain with operations in several Midwestern states. Meredith Collins, vice president of marketing, visits stores located in Columbus, Ohio, an important region with the largest market and the greatest impact on revenue... View Details
Keywords: Product Positioning; Marketing Strategy; Business Growth and Maturation; Competitive Strategy; Consumer Behavior; Brands and Branding; Retail Industry; Retail Industry; Ohio
Quelch, John A., and Carole Carlson. "Reed Supermarkets: A New Wave of Competitors." Harvard Business School Brief Case 114-296, June 2011.
- Web
Business Economics Online Course | HBS Online
4 Markets Apply market principles to analyze industries in which no traditional market functions. Highlights The Concept of Market Equilibrium Internet versus Traditional Retail Prediction Markets Show Hide... View Details
- February 2011 (Revised February 2012)
- Case
Online Marketing at Big Skinny
By: Benjamin Edelman and Scott Duke Kominers
Describes a wallet maker's application of seven Internet marketing technologies: display ads, algorithmic search, sponsored search, social media, interactive content, online distributors, and A/B testing. Provides concise introductions to the key features of each... View Details
Keywords: Advertising Campaigns; Digital Marketing; Resource Allocation; Marketing Strategy; Performance Evaluation; Internet and the Web; Retail Industry
Edelman, Benjamin, and Scott Duke Kominers. "Online Marketing at Big Skinny." Harvard Business School Case 911-033, February 2011. (Revised February 2012.) (request a courtesy copy.)
- November 1999 (Revised March 2003)
- Case
Webvan: Groceries on the Internet
By: John A. Deighton and Kayla Bakshi
What are the prospects for grocery shopping on the Web? This case invites a comparison of seven business models, with particular emphasis on Webvan. Why does the investment community value Webvan at $7.8 billion after less than six months of operating experience, and... View Details
Keywords: Business Model; Experience and Expertise; Investment; Information; Marketing; Distribution Channels; Service Delivery; Cognition and Thinking; Internet and the Web; Retail Industry; Retail Industry
Deighton, John A., and Kayla Bakshi. "Webvan: Groceries on the Internet." Harvard Business School Case 500-052, November 1999. (Revised March 2003.)
- January 2013 (Revised June 2018)
- Case
Amazon, Apple, Facebook, and Google 2018
By: John Deighton and Leora Kornfeld
Four businesses had, by 2012, grown to dominate the infrastructure that all firms rely on to reach online customers. Will the balance of power among the four persist, will one take command at the expense of the other three, or are all four more vulnerable than they... View Details
Keywords: Internet and the Web; Competitive Advantage; Infrastructure; Mobile and Wireless Technology; Growth and Development; Service Industry; Service Industry; United States
Deighton, John, and Leora Kornfeld. "Amazon, Apple, Facebook, and Google 2018." Harvard Business School Case 513-060, January 2013. (Revised June 2018.) (request a courtesy copy.)
- February 2022
- Case
Toraya
By: Lauren Cohen and Akiko Kanno
Mitsuharu Kurokawa was the 18th generation leader of a family firm that produced and sold premium Japanese sweets, Toraya Confectionery Co., Ltd. He had succeeded the business from his father, Mitsuhiro Kurokawa who had led the firm for thirty years. Mitsuharu was... View Details
- 07 Apr 2020
- Research & Ideas
What Customers Need to Hear from You During the COVID Crisis
As the COVID-19 virus pandemic began to sweep across the world, Doug McMillon and his team at Walmart watched in horror. Suddenly, they realized, tomorrow would be nothing like “business as usual” and everything in the company’s marketing plan, from View Details
Keywords: by Jill Avery and Richard Edelman
- December 2005 (Revised January 2007)
- Case
Ben & Jerry's: Preserving Mission & Brand within Unilever
By: James E. Austin and James Quinn
In the months after Ben & Jerry's was acquired by Unilever, Ben & Jerry's head social mission faces challenges and opportunities unique in the company's history, including: how to manage employee morale; whether to include synthetic ingredients to meet consumer... View Details
Keywords: Brands and Branding; Problems and Challenges; Mergers and Acquisitions; Mission and Purpose; Social Enterprise; Management Teams; Governing and Advisory Boards; Value Creation; Corporate Governance; Employee Relationship Management; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; United States
Austin, James E., and James Quinn. "Ben & Jerry's: Preserving Mission & Brand within Unilever." Harvard Business School Case 306-037, December 2005. (Revised January 2007.)
- February 2010 (Revised June 2022)
- Case
Dollarama Inc.
By: Andre F. Perold
Dollarama is the leading operator of dollar stores in Canada. The firm performed extraordinarily well after a leveraged buyout in 2004 and recently executed a highly successful IPO. The company sources its goods primarily from Asia. It has strong brand recognition and... View Details
Keywords: Price; Growth and Development Strategy; Product Positioning; Supply Chain; Competitive Advantage; Valuation; Consumer Products Industry; Consumer Products Industry; Canada
Perold, Andre F. "Dollarama Inc." Harvard Business School Case 210-041, February 2010. (Revised June 2022.)
- 01 Feb 2002
- News
It's academic. (Not!)
Wasserman. "They have a lot of senior people at the top and very few junior people below them. Several other industries that started out that way - such as investment banking and consulting - have evolved into big, pyramid-shaped... View Details
- 18 Jun 2018
- Research & Ideas
Warning: Scary Warning Labels Work!
Marketers can make a bottle of sugar water look like golden elixir. Can health advocates sour the taste for consumers? (SteveDF) San Francisco is in a three-year battle with the American Beverage Industry over whether soda companies can... View Details
- August 2016 (Revised July 2017)
- Case
Diageo and Mey Icki: Turkish Delight or Turkish Hangover?
By: Dante Roscini and Gamze Yucaoglu
In September 2013, two years after its $2.1 billion acquisition of Mey Icki Sanayi ve Ticaret AS (Mey Icki), the principal spirits company in Turkey specializing in the local beverage, raki, Diageo, the world’s leading premium drinks company, was concerned about new... View Details
Keywords: Foreign Direct Investment; Emerging Markets; Government Legislation; Taxation; Valuation; Business and Government Relations; Government and Politics; Risk Management; Retail Industry; Retail Industry; Middle East; Turkey
Roscini, Dante, and Gamze Yucaoglu. "Diageo and Mey Icki: Turkish Delight or Turkish Hangover?" Harvard Business School Case 717-005, August 2016. (Revised July 2017.)
- Research Summary
Overview
By: Andy Wu
How can technology entrepreneurs build competitive advantage from the ground up? Professor Andy Wu conducts scholarly research and develops course materials that document how technology entrepreneurs can (1) organize for innovation to create new market opportunities... View Details
Keywords: Strategy; Entrepreneurship; Venture Capital; Growth Management; Organizational Design; Organizational Structure; Technology Platform; Technological Innovation; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; United States; China; Southeast Asia; South Asia
- July 2020
- Case
Amanda and Kristen: Mented Cosmetics
By: Steven Rogers, Jeffrey J. Bussgang and Alterrell Mills
The co-founders (Black HBS alumnae) of an e-commerce beauty startup explore the unmet needs within the beauty industry. This case study examines the entrepreneurial opportunities that come from identifying an underserved market, specifically within the Black community... View Details
Keywords: Brands and Branding; Competition; Customers; Disruption; Disruptive Innovation; Distribution Channels; Entrepreneurship; Finance; Macroeconomics; Marketing; Marketing Channels; Marketing Communications; Marketing Strategy; Mission and Purpose; Organizational Culture; Product Design; Product Development; Product Positioning; Sales; Social Issues; Social Marketing; Business Startups; Strategic Planning; Strategy; Supply Chain Management; Venture Capital; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; North and Central America; United States; New York (city, NY); New York (state, US)
Rogers, Steven, Jeffrey J. Bussgang, and Alterrell Mills. "Amanda and Kristen: Mented Cosmetics." Harvard Business School Case 321-002, July 2020.
- June 2017 (Revised January 2019)
- Case
Signet Jewelers: Assessing Customer Financing Risk
By: Gerardo Pérez Cavazos, Suraj Srinivasan and Monica Baraldi
Marc Cohodes, a renowned short seller, has identified weaknesses in Signet's business strategy, which he argues is heavily reliant on providing loans to customers with subprime credit scores. He believes that the company accounts for its receivables portfolio using... View Details
Keywords: Short Selling; Bad Debt Expense; Accounting; Financial Reporting; Financial Statements; Finance; Financing and Loans; Valuation; Retail Industry; Retail Industry; United States
Pérez Cavazos, Gerardo, Suraj Srinivasan, and Monica Baraldi. "Signet Jewelers: Assessing Customer Financing Risk." Harvard Business School Case 117-038, June 2017. (Revised January 2019.)