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- All HBS Web
(2,095)
- People (1)
- News (231)
- Research (1,693)
- Events (6)
- Multimedia (3)
- Faculty Publications (969)
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- September–October 2021
- Article
Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb
By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among... View Details
Keywords: Smart Pricing; Pricing Algorithm; Machine Bias; Discrimination; Racial Disparity; Social Inequality; Airbnb Revenue; Revenue; Race; Equality and Inequality; Prejudice and Bias; Price; Mathematical Methods; Accommodations Industry
Zhang, Shunyuan, Nitin Mehta, Param Singh, and Kannan Srinivasan. "Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb." Marketing Science 40, no. 5 (September–October 2021): 813–820.
- April 2010 (Revised November 2011)
- Case
Soren Chemical: Why Is the New Swimming Pool Product Sinking?
By: V. Kasturi Rangan and Sunru Yong
Topics include distribution channels, pricing, and new product marketing. Jen Moritz, the marketing manager for Soren Chemical Co. is struggling with the poor sales performance of Coracle, a new clarifier for residential swimming pools. The performance is puzzling... View Details
Keywords: Marketing Mix; New Product Marketing; Pricing; Branding; Price; Marketing Strategy; Marketing Channels; Product Launch; Brands and Branding; Communication Strategy; Chemical Industry
Rangan, V. Kasturi, and Sunru Yong. "Soren Chemical: Why Is the New Swimming Pool Product Sinking?" Harvard Business School Brief Case 104-188, April 2010. (Revised November 2011.)
- April 2025
- Case
#FutureFresenius: Implementing a New Strategy to Transform the Company and Advance Patient Care
By: David J. Collis, Benjamin C. Esty and Haisley Wert
In February 2024, Fresenius CEO Michael Sen reflected on the company’s transformation journey from his office in Bad Homburg, Germany. With revenues of €22 billion and a mission to advance patient care, Fresenius had built a strong reputation through decades of... View Details
Keywords: Strategic Planning; Corporate Strategy; Transformation; Finance; Leading Change; Organizational Culture; Organizational Structure; Alignment; Health Industry; Germany; United States
Collis, David J., Benjamin C. Esty, and Haisley Wert. "#FutureFresenius: Implementing a New Strategy to Transform the Company and Advance Patient Care." Harvard Business School Case 725-361, April 2025.
- August 2016 (Revised August 2017)
- Case
AnswerDash (Abridged)
By: Elie Ofek and Jeffrey D. Shulman
It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash (Abridged)." Harvard Business School Case 517-020, August 2016. (Revised August 2017.)
- June 2016 (Revised August 2017)
- Case
AnswerDash
By: Elie Ofek and Jeffrey D. Shulman
It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash." Harvard Business School Case 516-106, June 2016. (Revised August 2017.)
- Research Summary
Overview
Professor MacKay combines theory and measurement to deliver new insights about price competition and consumer preferences. In current and published papers, his research addresses how strategic pricing decisions may be influenced by algorithms, long-term contracts,... View Details
- January – February 2011
- Article
'Bricks and Clicks': The Impact of Product Returns on the Strategies of Multichannel Retailers
By: Elie Ofek, Zsolt Katona and Miklos Sarvary
The Internet has increased the flexibility of retailers, allowing them to operate an online arm in addition to their physical stores. The online channel offers potential benefits in selling to customer segments that value the convenience of online shopping, but it also... View Details
Ofek, Elie, Zsolt Katona, and Miklos Sarvary. "'Bricks and Clicks': The Impact of Product Returns on the Strategies of Multichannel Retailers." Marketing Science 30, no. 1 (January–February 2011).
- 2021
- Working Paper
Competitive Two-Part Tariffs
By: Jorge Tamayo and Guofu Tan
We study competitive two-part tariffs in a model of asymmetric duopoly firms that offer (vertically and horizontally) differentiated products. We show that the sign of the markup for each product depends on the average expected demand among all customers as well as the... View Details
Keywords: Product Differentiation; Two-part Tariffs; Marginal-cost Pricing; Cross-subsidization; Competition; Price
Tamayo, Jorge, and Guofu Tan. "Competitive Two-Part Tariffs." Harvard Business School Working Paper, No. 21-089, March 2021. (R&R American Economic Journal: Microeconomics.)
- September 2020
- Teaching Note
TransDigm in 2017: The Beginning of the End or the End of the Beginning?
By: Benjamin C. Esty and Daniel Fisher
Teaching Note for HBS Case No. 720-422. TransDigm was a highly acquisitive company that manufactured a wide range of highly engineered aerospace parts for both military and commercial customers. Over the ten years ending in 2016, its stock price had increase ten times,... View Details
Keywords: Value Capturing; Pricing Strategy; Supplier Power; Buyer Power; Porter's Five Forces; Bargaining Power; Monopoly; Aerospace; Acquisition Strategy; Value Drivers; Ethical Behavior; Regulation; Growth Strategy; Business Ethics; Defense; Procurement; Sustainability; Value-Based Business Strategy; Acquisition; Ethics; Private Equity; Financial Strategy; Growth Management; Performance Evaluation; Business Strategy; Competitive Strategy; Horizontal Integration; Value Creation; Competitive Advantage; Aerospace Industry; Air Transportation Industry; United States
- Research Summary
Overview
Professor Santana studies consumer judgment and decision making within the domain of behavioral pricing and the subjective value of money. With respect to behavioral pricing, her current projects are focused on how consumers think, feel, and behave in response to... View Details
- April 8, 2024
- Article
Loyalty Programs May Limit Competition, and They Could Be Pushing Prices up for Everyone
By: Alexandru Nichifor and Scott Duke Kominers
Keywords: Customer Focus and Relationships; Competitive Strategy; Consumer Behavior; Brands and Branding
Nichifor, Alexandru, and Scott Duke Kominers. "Loyalty Programs May Limit Competition, and They Could Be Pushing Prices up for Everyone." The Conversation (April 8, 2024).
- August 2014 (Revised March 2015)
- Case
Reinventing Retail: ShopRunner's Network Bet
By: Benjamin Edelman and Karen Webster
ShopRunner considers adjustments to improve its online shopping service which offers no-charge two-day shipping as well as easy returns and other conveniences. Competitors' diverse pricing models and ancillary benefits raise questions about how to structure and price... View Details
Keywords: Shopping Club; Coop; Pricing; Shipping; Marketing Channels; Global Strategy; Order Taking and Fulfillment; Information Technology Industry; Retail Industry; United States; China
Edelman, Benjamin, and Karen Webster. "Reinventing Retail: ShopRunner's Network Bet." Harvard Business School Case 915-002, August 2014. (Revised March 2015.) (request a courtesy copy.)
- October 2013 (Revised August 2015)
- Supplement
Outotec (B): Action Plan
By: Robert J. Dolan and Doug J. Chung
Outotec was a market leader in providing mining solutions to large mining companies. The company’s specialization and proprietary technology created value for its customers and helped the firm differentiate from its competitors. Yet, Outotec was not pricing or... View Details
Keywords: Value-based Pricing; Bargaining Power Of Buyers; Marketing; Segmentation; Price; Policy; Sales; Management; Value Creation; Mining Industry
Dolan, Robert J., and Doug J. Chung. "Outotec (B): Action Plan." Harvard Business School Supplement 514-065, October 2013. (Revised August 2015.)
- October 2013 (Revised August 2015)
- Case
Outotec (A): Project Capture
By: Robert J. Dolan and Doug J. Chung
Outotec was a market leader in providing mining solutions to large mining companies. The company’s specialization and proprietary technology created value for its customers and helped the firm differentiate from its competitors. Yet, Outotec was not pricing or... View Details
Keywords: Value-based Pricing; Bargaining Power Of Buyers; Marketing; Segmentation; Price; Policy; Sales; Management; Value Creation; Mining Industry
Dolan, Robert J., and Doug J. Chung. "Outotec (A): Project Capture." Harvard Business School Case 514-064, October 2013. (Revised August 2015.)
- 2021
- Government Testimony
How Health Care Consolidation Is Contributing to Higher Prices and Spending, and Reforms That Could Bolster Antitrust Enforcement and Preserve and Promote Competition in Health Care Markets
By: Leemore S. Dafny
Reforms to antitrust law and enforcement can help to address rising healthcare prices and spending. View Details
Keywords: Antitrust Law; Health Care and Treatment; Consolidation; Price; Spending; Cost Management; Governing Rules, Regulations, and Reforms; Competition; United States
Dafny, Leemore S. "How Health Care Consolidation Is Contributing to Higher Prices and Spending, and Reforms That Could Bolster Antitrust Enforcement and Preserve and Promote Competition in Health Care Markets." Government Testimony, Washington, DC, United States, April 2021.
- June 2013
- Teaching Note
Elasto Therm: The Next Step
By: Jim Sharpe
Keywords: Entrepreneurial Organizations; Entrepreneurs; Careers; Empowerment; Job Design; Sales Channels; Sales Force Management; Pricing Strategy; Pricing; Pricing Policies; Employee Empowerment; Customer Focus; Entrepreneurship; Salesforce Management; Customer Focus and Relationships; Rubber Industry; United States
- March 2016 (Revised May 2018)
- Case
Reinventing Best Buy
By: John R. Wells and Gabriel Ellsworth
On March 1, 2017, Best Buy Company, Inc., North America’s largest retailer of consumer electronics and appliances, announced a third year of comparable-store sales increases and a 20.8% increase in domestic comparable online sales. These results were in marked contrast... View Details
Keywords: Best Buy; Hubert Joly; Renew Blue; Showrooming; Webrooming; E-commerce; E-Commerce Strategy; Online Retail; Multichannel Retailing; Omnichannel; Marketplaces; Turnaround; Consumer Electronics; Consumer Electronics Accessories; Appliances; Stores-within-stores; Store Experience; Store Size; Store Pickup; Store Management; Delivery; Delivery Models; Amazon; Amazon.com; Pricing Strategy; Business Subsidiaries; Business Units; Business Growth and Maturation; Business Model; For-Profit Firms; Customer Focus and Relationships; Customer Satisfaction; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Television Entertainment; Theater Entertainment; Price; Profit; Revenue; Geographic Scope; Multinational Firms and Management; Business History; Cost; Selection and Staffing; Reports; Technological Innovation; Job Cuts and Outsourcing; Human Capital; Leading Change; Business or Company Management; Goals and Objectives; Growth and Development; Growth and Development Strategy; Management Teams; Brands and Branding; Product Marketing; Consumer Behavior; Demand and Consumers; Media; Distribution; Order Taking and Fulfillment; Distribution Channels; Infrastructure; Product; Service Delivery; Service Operations; Organizational Change and Adaptation; Public Ownership; Problems and Challenges; Programs; Groups and Teams; Sales; Salesforce Management; Strategy; Adaptation; Business Strategy; Competition; Competitive Advantage; Competitive Strategy; Corporate Strategy; Expansion; Information Technology; Information Infrastructure; Information Technology; Internet and the Web; Mobile and Wireless Technology; Internet and the Web; Applications and Software; Internet and the Web; Mobile and Wireless Technology; Resource Allocation; Computer Industry; Electronics Industry; Entertainment and Recreation Industry; Information Technology Industry; Retail Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; United States; Minnesota; Minneapolis; Saint Paul; St. Paul
Wells, John R., and Gabriel Ellsworth. "Reinventing Best Buy." Harvard Business School Case 716-455, March 2016. (Revised May 2018.)
- Forthcoming
- Article
Segmented Arbitrage
We use arbitrage activity in equity, fixed income, and foreign exchange markets to characterize the frictions and constraints facing intermediaries. The average pairwise correlation between the 32 arbitrage spreads that we study is 22%. These low correlations are... View Details
Keywords: Financial Intermediation; Arbitrage; Intermediary-based Asset Pricing; Finance; Segmentation
Siriwardane, Emil, Adi Sunderam, and Jonathan Wallen. "Segmented Arbitrage." Journal of Finance (forthcoming).
- October 2021 (Revised September 2022)
- Case
GoPro: Becoming a Subscription Hero
By: Elie Ofek, Marco Bertini and Nicole Tempest Keller
In 2021, Nick Woodman, founder and CEO of GoPro, was reviewing the company’s subscription offering, considering whether to extend it beyond benefits that were directly related to the company’s iconic camera. Founded in 2002, GoPro had gained renown for its innovative... View Details
Keywords: Subscription Model; Pricing; Lifestyle Brands; Value Proposition; Business Model; Growth and Development Strategy; Marketing Strategy; Consumer Products Industry; California
Ofek, Elie, Marco Bertini, and Nicole Tempest Keller. "GoPro: Becoming a Subscription Hero." Harvard Business School Case 522-022, October 2021. (Revised September 2022.)
- Summer 2025
- Article
Dynamic Competition for Customer Memberships
By: Cristian Chica, Julian Jimenez-Cardenas and Jorge Tamayo
A competitive two-period membership (subscription) market is analyzed. Two symmetric firms charge a “membership” fee that allows consumers to buy products or services at a given unit price for both periods. Firms can choose between long- or short-term memberships. When... View Details
Keywords: Competitive Price Discrimination; Membership; Dynamic Competition; Competition; Price; Consumer Behavior; Business Model
Chica, Cristian, Julian Jimenez-Cardenas, and Jorge Tamayo. "Dynamic Competition for Customer Memberships." Journal of Economics & Management Strategy 34, no. 2 (Summer 2025): 525–556.