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  • September 2020 (Revised July 2022)
  • Exercise

Artea (D): Discrimination through Algorithmic Bias in Targeting

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: Targeted Advertising; Discrimination; Algorithmic Data; Bias; Advertising; Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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Ascarza, Eva, and Ayelet Israeli. "Artea (D): Discrimination through Algorithmic Bias in Targeting." Harvard Business School Exercise 521-043, September 2020. (Revised July 2022.)
  • February 2024
  • Case

ReSpo.Vision: The Kickstart of an AI Sports Revolution

By: Paul A. Gompers, Elena Corsi and Nikolina Jonsson
This case study explores the growth journey of Polish computer vision sports start-up ReSpo.Vision in an emerging entrepreneurial ecosystem. By providing 3D data and analysis to soccer clubs, ReSpo.Vision achieved significant milestones with a €1 million seed round, an... View Details
Keywords: Business Startups; Business Plan; Experience and Expertise; Talent and Talent Management; Decisions; Decision Choices and Conditions; Forecasting and Prediction; Entrepreneurship; Venture Capital; AI and Machine Learning; Analytics and Data Science; Applications and Software; Business Strategy; Sports Industry; Technology Industry; Poland; Europe
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Gompers, Paul A., Elena Corsi, and Nikolina Jonsson. "ReSpo.Vision: The Kickstart of an AI Sports Revolution." Harvard Business School Case 824-151, February 2024.
  • 12 Feb 2008
  • First Look

First Look: February 12, 2007

these conventions, pension assets and liabilities are not included in balance sheet calculations. The modern risk management tools of derivatives technologies can improve both corporate decision making and external View Details
Keywords: Martha Lagace
  • November 1990
  • Case

Chemplan Corp.: Paint-Rite Division

By: Paul A. Vatter
An exercise with data that allows a discussion of regression analysis as a tool for forecasting and understanding structure. View Details
Keywords: Forecasting and Prediction; Framework; Analytics and Data Science; Mathematical Methods
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Vatter, Paul A. "Chemplan Corp.: Paint-Rite Division." Harvard Business School Case 191-090, November 1990.
  • September 2011
  • Article

On Testing Business Models

By: D. Huelsbeck, K. Merchant and Tatiana Sandino
This study explored management decisions regarding formal empirical testing of business models. It documented a test of one company's business model under seemingly favorable conditions for such a test – a successful single product firm following a consistent strategy... View Details
Keywords: Performance Measurement; Non-financial Performance Measures; Business Models; Management Control; Decisions; Business Model; Performance Evaluation
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Huelsbeck, D., K. Merchant, and Tatiana Sandino. "On Testing Business Models." Accounting Review 86, no. 5 (September 2011): 1631–1654. (Awarded a Research Grant from the Chartered Institute of Management Accountants.)
  • September 2020 (Revised February 2024)
  • Teaching Note

Artea (A), (B), (C), and (D): Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli
Teaching Note for HBS No. 521-021,521-022,521-037,521-043. 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... View Details
Keywords: Targeted Advertising; Targeting; Race; Gender; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School Teaching Note 521-041, September 2020. (Revised February 2024.)
  • March 2008 (Revised July 2011)
  • Supplement

Cadbury Schweppes: Capturing Confectionery (C)

By: David Collis, Toby Stuart and Troy Smith
In late 2002, global confectionery and beverage maker Cadbury Schweppes needed to decide whether or not to make an acquisition bid for Adams, an underperforming gum company which had been put up for sale by pharmaceutical giant Pfizer. Examining the decision from a... View Details
Keywords: Food; Mergers and Acquisitions; Corporate Strategy; Food and Beverage Industry
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Collis, David, Toby Stuart, and Troy Smith. "Cadbury Schweppes: Capturing Confectionery (C)." Harvard Business School Supplement 708-455, March 2008. (Revised July 2011.)
  • 2009
  • Working Paper

Strategic Interactions in Two-Sided Market Oligopolies

By: Emmanuel Farhi and Andrei Hagiu
Strategic interactions between two-sided platforms depend not only on whether their decision variables are strategic complements or substitutes as for one-sided firms, but also -and crucially so- on whether or not the platforms subsidize one side of the market in... View Details
Keywords: Two-Sided Markets; Strategic Complements; Strategic Substitutes; Cost; Investment; Profit; One-Sided Platforms; Two-Sided Platforms; Duopoly and Oligopoly; Competitive Advantage
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Farhi, Emmanuel, and Andrei Hagiu. "Strategic Interactions in Two-Sided Market Oligopolies." Harvard Business School Working Paper, No. 08-011, August 2007. (Revised February 2009.)
  • 20 Aug 2009
  • Working Paper Summaries

A Decision-Making Perspective to Negotiation: A Review of the Past and a Look into the Future

Keywords: by Chia-Jung Tsay & Max H. Bazerman
  • November 2020
  • Case

Axis My India

By: Ananth Raman, Ann Winslow and Kairavi Dey
Pradeep Gupta founded Axis My India (AMI) as a printing and publishing company in 1998. In 2013, AMI expanded into consumer research and election forecasting. Although a relatively unknown entity, AMI predicted several election results accurately. Gupta describes AMI’s... View Details
Keywords: Market Research; Operations; Management; Infrastructure; Logistics; Service Operations; Political Elections; Forecasting and Prediction; Asia; India
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Raman, Ananth, Ann Winslow, and Kairavi Dey. "Axis My India." Harvard Business School Case 621-075, November 2020.
  • 10 Jan 2005
  • Research & Ideas

Professors Introduce Valuation Software

In an age when mergers, acquisitions, and spin-offs are increasingly common in business, you need a new skill in your kit bag: the ability to analyze and value potential partners, deals, investments—even your own company. The Business View Details
Keywords: by Sean Silverthorne
  • January 2014 (Revised June 2015)
  • Case

Amgen Inc.: Pursuing Innovation and Imitation? (A)

By: Ian W. Mackenzie
Set in 2009, the (A) case explores whether Amgen, a leading innovator of biotech-based drugs, should enter the emerging business of biosimilars (BS), which are essentially 'me-too' products. There appear to be sound reasons to explore this related diversification:... View Details
Keywords: Corporate Strategy; Pharmaceutical Industry; Biotechnology Industry; United States
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Mackenzie, Ian W. "Amgen Inc.: Pursuing Innovation and Imitation? (A)." Harvard Business School Case 714-424, January 2014. (Revised June 2015.)
  • March 2021
  • Supplement

Artea (A), (B), (C), and (D): Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli
Power Point Supplement to Teaching Note for HBS No. 521-021,521-022,521-037,521-043. 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... View Details
Keywords: Targeted Advertising; Targeting; Algorithmic Data; Bias; A/B Testing; Experiment; Advertising; Gender; Race; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States
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Ascarza, Eva, and Ayelet Israeli. "Artea (A), (B), (C), and (D): Designing Targeting Strategies." Harvard Business School PowerPoint Supplement 521-719, March 2021.
  • May 1990
  • Background Note

Conjoint Analysis: A Manager's Guide

By: Robert J. Dolan
Presents a non-technical description of the conjoint analysis methodology. Discusses the process by which such a study is done and cites areas of application. View Details
Keywords: Marketing; Mathematical Methods; Forecasting and Prediction
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Dolan, Robert J. "Conjoint Analysis: A Manager's Guide." Harvard Business School Background Note 590-059, May 1990.
  • April 2011 (Revised June 2011)
  • Case

Internet Securities, Inc.: Path to Sustainability

By: Lynda M. Applegate, William R. Kerr and Ryan Johnson
Founded in 1994 when the Internet was still a "toy for techies," the case is set in 1998 when Internet IPOs were red-hot. Internet Securities provides hard-to-find financial, business, economic, and political information on emerging markets. Information from over 600... View Details
Keywords: Acquisition; Business Model; Business Startups; Decision Choices and Conditions; Venture Capital; Cash Flow; Initial Public Offering; Analytics and Data Science; Growth and Development Strategy; Valuation
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Applegate, Lynda M., William R. Kerr, and Ryan Johnson. "Internet Securities, Inc.: Path to Sustainability." Harvard Business School Case 811-098, April 2011. (Revised June 2011.)
  • 2024
  • Working Paper

Consumer Inertia and Market Power

By: Alexander MacKay and Marc Remer
We study the pricing decisions of firms in the presence of consumer inertia. Inertia, which can arise from habit formation, brand loyalty, and switching costs, generates dynamic pricing incentives. These incentives mediate the impact of competition on market power in... View Details
Keywords: Consumer Inertia; Market Power; Dynamic Competition; Demand Estimation; Consumer Behavior; Markets; Performance; Competition; Price
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MacKay, Alexander, and Marc Remer. "Consumer Inertia and Market Power." Harvard Business School Working Paper, No. 19-111, April 2019. (Revised January 2024. Direct download.)
  • April 2012
  • Case

Introducing iSnack 2.0: The New Vegemite

By: Anat Keinan, Francis Farrelly and Michael Beverland
Vegemite is an iconic Australian breakfast spread and is often seen as a quintessential Australian product. This case focuses on Kraft's decision to revitalize brand performance through the introduction of a brand extension. Drawing on extensive social media analysis... View Details
Keywords: Food; Product Launch; Conflict and Resolution; Brands and Branding; Consumer Products Industry; Food and Beverage Industry
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Keinan, Anat, Francis Farrelly, and Michael Beverland. "Introducing iSnack 2.0: The New Vegemite." Harvard Business School Case 512-020, April 2012.
  • Article

On Derivatives Markets and Social Welfare: A Theory of Empty Voting and Hidden Ownership

By: Jordan M. Barry, John William Hatfield and Scott Duke Kominers
In the past twenty-five years, derivatives markets have grown exponentially. Large, modern derivatives markets increasingly enable investors to hold economic interests in corporations without owning voting rights, and vice versa. This leads to both empty... View Details
Keywords: Voting; Corporate Disclosure; Financial Markets; Ownership
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Barry, Jordan M., John William Hatfield, and Scott Duke Kominers. "On Derivatives Markets and Social Welfare: A Theory of Empty Voting and Hidden Ownership." Virginia Law Review 99, no. 6 (October 2013): 1103–1168.
  • November 2000 (Revised December 2000)
  • Background Note

Online Content Providers

By: Thomas R. Eisenmann and Alastair Brown
Describes the business model for online content providers, companies that distribute copyright content via the Internet. Focuses on their revenue and cost drivers and on the ways that online content providers create value for consumers. Also investigates the benefits... View Details
Keywords: Internet and the Web; Customers; Value Creation; Business Model; Internet and the Web; Cash Flow; Risk and Uncertainty; Growth and Development Strategy; Problems and Challenges; Decision Making; Profit; Information Industry
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Eisenmann, Thomas R., and Alastair Brown. "Online Content Providers." Harvard Business School Background Note 801-261, November 2000. (Revised December 2000.)
  • 21 Jul 2008
  • Research & Ideas

Solving the Marketing Resources Allocation Puzzle

allocation such as heuristics, decision rules, and "bottom up" approaches still effective in today's complex marketing environment? To help practicioners answer this question, Harvard Business School professors Sunil Gupta and Tom... View Details
Keywords: by Sean Silverthorne
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