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  • July 7, 2022
  • Other Article

Are Online Prices Higher Because of Pricing Algorithms?

By: Zach Y. Brown and Alexander J. MacKay
This article reviews recent work examining pricing strategies of major online retailers and the potential effects of pricing algorithms. We describe how pricing algorithms can lead to higher prices in a number of ways, even if some characteristics of these algorithms... View Details
Keywords: Pricing Algorithms; Online Marketplace; Digital Strategy; Internet and the Web; Retail Industry
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Brown, Zach Y., and Alexander J. MacKay. "Are Online Prices Higher Because of Pricing Algorithms?" Brookings Series: The Economics and Regulation of Artificial Intelligence and Emerging Technologies (July 7, 2022).
  • Fall 1998
  • Article

Price Customization: The Higher Art of Power Pricing

By: Robert J. Dolan
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Dolan, Robert J. "Price Customization: The Higher Art of Power Pricing." Marketing Management 7, no. 3 (Fall 1998): 10–17.
  • March 2021
  • Article

Targeted Price Controls on Supermarket Products

By: Alberto Cavallo and Diego Aparicio
We study the impact of targeted price controls for supermarket products in Argentina from 2007 to 2015. Using web scraping, we collected daily prices for controlled and non-controlled goods and measured the differential effects on inflation, product availability, and... View Details
Keywords: Prices; Controls; Price Dispersion; Economics; Price; Cost Management; Goods and Commodities; Retail Industry; Argentina
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Cavallo, Alberto, and Diego Aparicio. "Targeted Price Controls on Supermarket Products." Review of Economics and Statistics 103, no. 1 (March 2021): 60–71.
  • Article

Repairing the Damage: The Effect of Price Knowledge and Gender on Auto-Repair Price Quotes

By: Meghan Busse, Ayelet Israeli and Florian Zettelmeyer
In this paper we investigate whether sellers treat consumers differently on the basis of how well informed consumers appear to be. We implement a large-scale field experiment in which callers request price quotes from automotive repair shops. We show that sellers alter... View Details
Keywords: Pricing; Price Discrimination; Automobiles; Field Experiment; Information; Fairness; Price; Knowledge Use and Leverage; Internet and the Web; Gender; Service Industry; Auto Industry
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Busse, Meghan, Ayelet Israeli, and Florian Zettelmeyer. "Repairing the Damage: The Effect of Price Knowledge and Gender on Auto-Repair Price Quotes." Journal of Marketing Research (JMR) 54, no. 1 (February 2017): 75–95.
  • January–February 2020
  • Article

Consumer Reactions to Drip Pricing

By: Shelle Santana, Steven Dallas and Vicki Morwitz
This research examines how drip pricing—a strategy whereby a firm advertises only part of a product’s price upfront and then reveals additional mandatory or optional fees/surcharges as the consumer proceeds through the buying process—affects consumer choice and... View Details
Keywords: Drip Pricing; Pricing; Consumer Protection; Hidden Fees; Price; Consumer Behavior; Perception
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Santana, Shelle, Steven Dallas, and Vicki Morwitz. "Consumer Reactions to Drip Pricing." Marketing Science 39, no. 1 (January–February 2020): 188–210.
  • 2006
  • Working Paper

Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia

By: Nava Ashraf, James Berry and Jesse M. Shapiro
The controversy over whether and how much to charge for health products in the developing world rests, in part, on whether higher prices can increase use, either by targeting distribution to high-use households (a screening effect), or by stimulating use... View Details
Keywords: Price; Attitudes; Health Industry; Zambia
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Ashraf, Nava, James Berry, and Jesse M. Shapiro. "Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia." Harvard Business School Working Paper, No. 07-034, December 2006. (Forthcoming, American Economic Review.)
  • 02 Apr 2019
  • Research Event

Women Pay a Higher Career Price in Today's Always-On Work Culture

long-work-hours culture was detrimental to both women and men, but women paid a higher price,” says the article, Explaining the Persistence of Gender Inequality: The Work-family Narrative as a Social Defense against the 24/7 Work Culture,... View Details
Keywords: by Danielle Kost; Consulting; Service
  • 2012
  • Article

The Unbundling of Advertising Agency Services: An Economic Analysis

By: Mohammad Arzaghi, Ernst R. Berndt, James C. Davis and Alvin J. Silk
We address a puzzle surrounding the shift from bundling to unbundling of U.S. advertising agency services and the slow pace of change over several decades. We model an agency’s decision as a tradeoff between the fixed cost to the advertiser of establishing a... View Details
Keywords: Bundling; Unbundling; Advertising Agency Services; Fixed Cost; Higher Media Prices; Volume; Diversification; Advertising; Change; Advertising Industry; United States
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Arzaghi, Mohammad, Ernst R. Berndt, James C. Davis, and Alvin J. Silk. "The Unbundling of Advertising Agency Services: An Economic Analysis." Review of Marketing Science 10, no. 1 (2012).
  • December 2010
  • Article

Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia

By: Nava Ashraf, James Berry and Jesse M. Shapiro
The controversy over how much to charge for health products in the developing world rests, in part, on whether higher prices can increase use, either by targeting distribution to high-use households (a screening effect), or by stimulating use psychologically through a... View Details
Keywords: Price; Product; Information; Zambia
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Ashraf, Nava, James Berry, and Jesse M. Shapiro. "Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia." American Economic Review 100, no. 5 (December 2010): 2383–2413. (Online Appendix.)
  • July 2024 (Revised January 2025)
  • Case

Dynamic Pricing at Wendy's: Where's the Beef?

By: Elie Ofek, Alicia Dadlani and Martha Hostetter
In early 2024, Wendy’s new CEO announced on an earnings call that the company would install digital menus in its US locations so it could begin testing dynamic pricing—changing prices up or down in response to shifts in supply and demand – as well as allow engaging in... View Details
Keywords: Dynamic Pricing; Marketing Strategy; Price; Technology Adoption; Consumer Behavior; AI and Machine Learning; Customer Focus and Relationships; Policy; Food and Beverage Industry
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Ofek, Elie, Alicia Dadlani, and Martha Hostetter. "Dynamic Pricing at Wendy's: Where's the Beef?" Harvard Business School Case 525-010, July 2024. (Revised January 2025.)
  • Article

Online and Official Price Indexes: Measuring Argentina's Inflation

By: Alberto Cavallo
Prices collected from online retailers can be used to construct daily price indexes that complement official statistics. This paper studies their ability to match official inflation estimates in five Latin American countries, with a focus on Argentina, where official... View Details
Keywords: Inflation; Online Price Index; Economics; Macroeconomics; Inflation and Deflation; Price; Latin America; Argentina
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Cavallo, Alberto. "Online and Official Price Indexes: Measuring Argentina's Inflation." Journal of Monetary Economics 60, no. 2 (March 2013): 152–165.
  • September 2016
  • Article

History-based versus Uniform Pricing in Growing and Declining Markets

By: Oz Shy, Rune Stenbacka and David Hao Zhang
We analyze the Markov Perfect Equilibria of an infinite-horizon overlapping generations model with consumer lock-in to compare the performance of history-based and uniform pricing in growing and declining markets. Under history-based pricing, firms charge higher prices... View Details
Keywords: History-based Pricing; Introductory Discount; Uniform Pricing; Consumer Lock-in; High Switching Costs; Demand and Consumers; Competition; Price; Market Entry and Exit; Product Marketing
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Shy, Oz, Rune Stenbacka, and David Hao Zhang. "History-based versus Uniform Pricing in Growing and Declining Markets." International Journal of Industrial Organization 48 (September 2016): 88–117.
  • Winter 2021
  • Article

Mobile Internet Usage and Usage-based Pricing

By: Jeffrey Prince and Shane Greenstein
Using data on mobile Internet usage of thousands of individuals, we provide some of the first analyses linking mobile usage to key demographics such as income. We find a reverse-U relationship between mobile Internet usage and income—notably different than the... View Details
Keywords: Mobile Internet Usage; Pricing Strategy; Internet and the Web; Mobile and Wireless Technology; Demographics; Income; Price; Strategy
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Prince, Jeffrey, and Shane Greenstein. "Mobile Internet Usage and Usage-based Pricing." Journal of Economics & Management Strategy 30, no. 4 (Winter 2021): 760–783.
  • July 2020
  • Article

Lessons from the Impact of Price Regulation on the Pricing of Anticancer Drugs in Germany

By: Victoria D. Lauenroth, Aaron S. Kesselheim, Ameet Sarpatwari and Ariel Dora Stern
Worldwide spending on prescription drugs has increased dramatically in recent years. Although this increase has been particularly pronounced in the U.S., it remains largely unaddressed there. In Europe, however, different approaches to regulating drug prices have been... View Details
Keywords: Pharmaceuticals; Prescription Drug Costs; Drug Pricing; Access To Care; Cost Reduction; Health Care and Treatment; Price; Governing Rules, Regulations, and Reforms; Cost Management; Germany
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Lauenroth, Victoria D., Aaron S. Kesselheim, Ameet Sarpatwari, and Ariel Dora Stern. "Lessons from the Impact of Price Regulation on the Pricing of Anticancer Drugs in Germany." Health Affairs 39, no. 7 (July 2020): 1185–1193.
  • 2022
  • Article

Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response

By: Alexander MacKay and Samuel N. Weinstein
Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate... View Details
Keywords: Competition Policy; Regulation; Algorithmic Pricing; Dynamic Pricing; Economics; Law And Economics; Law And Regulation; Consumer Protection; Antitrust Law; Industrial Organization; Antitrust Issues And Policies; Technological Change: Choices And Consequences; Competition; Policy; Price; Governing Rules, Regulations, and Reforms; Microeconomics; Duopoly and Oligopoly; Law
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MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)
  • July 2021
  • Article

Material Sustainability Information and Stock Price Informativeness

By: Jody Grewal, Clarissa Hauptmann and George Serafeim
As part of the SEC’s revision of Regulation S-K, many investors proposed the mandatory disclosure of sustainability information in the form of environmental, social, and governance (ESG) data. However, progress is contingent on collecting evidence regarding which... View Details
Keywords: Voluntary Disclosure; Accounting Standards; Sustainability; Nonfinancial Information; Corporate Social Responsibility; Stock Price Informativeness; Synchronicity; Environmental Sustainability; Corporate Disclosure; Corporate Accountability; Stocks; Price; Corporate Social Responsibility and Impact; Accounting; Standards
Citation
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Grewal, Jody, Clarissa Hauptmann, and George Serafeim. "Material Sustainability Information and Stock Price Informativeness." Journal of Business Ethics 171, no. 3 (July 2021): 513–544.
  • 03 Feb 2020
  • Working Paper Summaries

Competition in Pricing Algorithms

Keywords: by Zach Y. Brown and Alexander MacKay
  • Article

Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry

By: Antonio Moreno and Christian Terwiesch
We use a detailed data set from the U.S. auto industry spanning from 2002 to 2009 and a variety of econometric methods to characterize the relationship between the availability of production mix flexibility and firms’ use of responsive pricing. We find that production... View Details
Keywords: Empirical Operations Management; Flexibility; Pricing; Automotive Industry; Production; Price; Management; Analysis; Auto Industry; United States
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Moreno, Antonio, and Christian Terwiesch. "Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry." Manufacturing & Service Operations Management 17, no. 4 (Fall 2015): 428–444.
  • April 2015 (Revised October 2017)
  • Teaching Note

Buffett's Bid for Media General's Newspapers

By: Benjamin C. Esty and Annelena Lobb
On May 12, 2012, BH Media Group, a subsidiary of Warren Buffett's Berkshire Hathaway, announced an offer to buy Media General's (MEG) newspaper division for $142 million in cash and provide debt financing to the struggling firm. Reactions from investors and industry... View Details
Keywords: Mergers & Acquisitions; Bankruptcy; Mergers and Acquisitions; Valuation; Capital Structure; Insolvency and Bankruptcy; Financial Strategy; Risk Management; Executive Compensation; Cash Flow; Business Exit or Shutdown; Media; Advertising; Restructuring; Media and Broadcasting Industry; Media and Broadcasting Industry; United States
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Esty, Benjamin C., and Annelena Lobb. "Buffett's Bid for Media General's Newspapers." Harvard Business School Teaching Note 215-067, April 2015. (Revised October 2017.)
  • June 2013 (Revised April 2015)
  • Case

Buffett's Bid for Media General's Newspapers

By: Benjamin C. Esty and Aldo Sesia
On May 12, 2012, BH Media Group, a subsidiary of Warren Buffett's Berkshire Hathaway, announced an offer to buy Media General's (MEG) newspaper division for $142 million in cash and provide debt financing to the struggling firm. Reactions from investors and industry... View Details
Keywords: Mergers & Acquisitions; Bankruptcy; Mergers and Acquisitions; Valuation; Capital Structure; Insolvency and Bankruptcy; Financial Strategy; Risk Management; Executive Compensation; Cash Flow; Business Exit or Shutdown; Media; Advertising; Restructuring; Media and Broadcasting Industry; Media and Broadcasting Industry; United States
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Esty, Benjamin C., and Aldo Sesia. "Buffett's Bid for Media General's Newspapers." Harvard Business School Case 213-142, June 2013. (Revised April 2015.)
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