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  • All HBS Web  (1,575)
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  • 2022
  • Working Paper

Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments

By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details
Keywords: Consumer Choice; Consumer Behavior; Competition; Product Marketing
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Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
  • July 2021
  • Article

The Effect of Price on Firm Reputation

By: Michael Luca and Oren Reshef
While a business's reputation can affect its pricing, prices can also affect its reputation. To explore the effect of prices on reputation, we investigate daily data on menu prices and online ratings from a large rating and ordering platform. We find that a price... View Details
Keywords: Pricing; Reputation Systems; IT Policy And Management; Economics Of Digital Platforms; Business Ventures; Reputation; Price; Consumer Behavior; Analysis
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Luca, Michael, and Oren Reshef. "The Effect of Price on Firm Reputation." Management Science 67, no. 7 (July 2021): 4408–4419.
  • 2024
  • Working Paper

Primary Capital Market Transactions and Index Funds

By: Marco Sammon and Chris Murray
We document the effects of mechanical buying by CRSP-index-tracking funds on post-IPO returns and IPO deal structure. Leveraging a difference-in-differences-style design built on a 2017 CRSP rule change, we find that expected index fund demand leads fast track IPOs to... View Details
Keywords: Investment Funds; Initial Public Offering; Investment Return; Price; Market Transactions; Financial Markets
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Sammon, Marco, and Chris Murray. "Primary Capital Market Transactions and Index Funds." Working Paper, August 2024.
  • 2009
  • Chapter

Nonlinear Pricing

By: Raghuram Iyengar and Sunil Gupta
A nonlinear pricing schedule refers to any pricing structure where the total charges payable by customers are not proportional to the quantity of their consumed services. We begin the chapter with a discussion of the broad applicability of nonlinear pricing schemes. We... View Details
Keywords: Price; Demand and Consumers; Duopoly and Oligopoly; Monopoly; Service Operations; Research
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Iyengar, Raghuram, and Sunil Gupta. "Nonlinear Pricing." In Handbook of Pricing Research in Marketing, edited by Vithala Rao. MA: Edward Elgar Publishing, 2009.
  • Research Summary

Drip Pricing

Anyone who has shopped for an airline ticket online has experienced drip pricing, as each successive screen seems to reveal another fee throughout the purchasing process. This practice is becoming prevalent in a variety of industries, but its effect on consumers is... View Details

  • Research Summary

Consumer Habituation

This paper examines how consumers willingness to pay for goods is determined by past patterns of consumption. The central result is a theorem of interior maximum, which states that willingness to pay for a good is maximized at a moderate level of habitual... View Details
  • Article

The Pitfalls of Pricing Algorithms: Be Mindful of How They Can Hurt Your Brand

By: Marco Bertini and Oded Koenigsberg
More and more companies are relying on pricing algorithms to maximize profits. The use of artificial intelligence and machine learning enables real-time price adjustments based on supply and demand, competitors’ activities, delivery schedules, and so forth. But... View Details
Keywords: Algorithmic Pricing; Dynamic Pricing; Price; Change; Information Technology; Brands and Branding; Perception; Consumer Behavior
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Bertini, Marco, and Oded Koenigsberg. "The Pitfalls of Pricing Algorithms: Be Mindful of How They Can Hurt Your Brand." Harvard Business Review 99, no. 5 (September–October 2021): 74–83.
  • 1979
  • Chapter

A Comparison of Rates of Return to Social Security Retirees under Wage and Price Indexing

By: Robert S. Kaplan
Keywords: Retirement; Investment Return; Wages; Price; United States
Citation
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Kaplan, Robert S. "A Comparison of Rates of Return to Social Security Retirees under Wage and Price Indexing." In Financing Social Security, edited by Colin D. Campbell, 119–144. Washington, D.C.: American Enterprise Institute for Public Policy Research, 1979.
  • March–April 2023
  • Article

Case Study: Should a Dollar Store Raise Prices to Keep Up with Inflation?

By: Jill Avery and Marco Bertini
How should a dollar store maintain its brand and price position in the marketplace in the face of rising inflation? Is holding a $1.00 price point still viable in today's marketplace? In this fictional case, managers face inflationary pressures and must decide whether... View Details
Keywords: Pricing; Pricing Strategy; Retailing; Discount Retailing; Discount Store; Marketing; Marketing Strategy; Brands and Branding; Inflation and Deflation; Retail Industry; United States
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Avery, Jill, and Marco Bertini. "Case Study: Should a Dollar Store Raise Prices to Keep Up with Inflation?" Harvard Business Review 101, no. 2 (March–April 2023): 140–144.
  • May 1999
  • Background Note

Note on Behavioral Pricing

By: John T. Gourville
The note introduces the behavioral or psychological aspects of consumer price acceptance. Begins by reviewing the traditional economic approach to product pricing and consumer price acceptance--namely, that consumers should be willing to purchase anytime a product's... View Details
Keywords: Customer Satisfaction; Decisions; Fairness; Price; Marketing Strategy; Behavior; Perspective; Public Opinion
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Gourville, John T. "Note on Behavioral Pricing." Harvard Business School Background Note 599-114, May 1999.
  • 10 May 2019
  • Working Paper Summaries

Consumer Inertia and Market Power

Keywords: by Alexander MacKay and Marc Remer
  • January 2020 (Revised April 2020)
  • Teaching Note

Brandless: Disrupting Consumer Packaged Goods

By: Jill Avery
Brandless, an online direct-to-consumer seller of upscale private-label consumer packaged goods (CPG), offered consumers a limited assortment of values-conscious products delivered directly to their homes with the simplicity of one fixed $3.00 price point that promised... View Details
Keywords: Brand; Brand Management; DTC; Private Label; Groceries; Packaged Food; Personal Care; Startups; Retailing; Amazon; Brands and Branding; Marketing; Marketing Strategy; Business Startups; Disruption; E-commerce; Consumer Products Industry; Consumer Products Industry; United States
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Avery, Jill. "Brandless: Disrupting Consumer Packaged Goods." Harvard Business School Teaching Note 520-058, January 2020. (Revised April 2020.)
  • Research Summary

Consumer Decision Making and Behavioral Research

By: John T. Gourville

John Gourville’s research focuses on consumer behavior, especially in the areas of pricing and consumer decision making. In the area of pricing, for instance, he has looked at the role of time on how consumers interpret and react to product costs and prices.... View Details

  • Article

Recovering Investor Expectations from Demand for Index Funds

By: Mark Egan, Alexander J. MacKay and Hanbin Yang
We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details
Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment
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Egan, Mark, Alexander J. MacKay, and Hanbin Yang. "Recovering Investor Expectations from Demand for Index Funds." Review of Economic Studies 89, no. 5 (October 2022): 2559–2599.
  • 2021
  • Working Paper

Recovering Investor Expectations from Demand for Index Funds

By: Mark Egan, Alexander J. MacKay and Hanbin Yang
We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details
Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment; United States
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Egan, Mark, Alexander J. MacKay, and Hanbin Yang. "Recovering Investor Expectations from Demand for Index Funds." NBER Working Paper Series, No. 26608, January 2020. (Accepted at the Review of Economic Studies. Harvard Business School Working Paper, No. 20-122, May 2020. Direct download. Revised July 2021.)
  • May 1990 (Revised July 1991)
  • Case

Workbench Pricing Strategy

An abridged version of Workbench, most notably the results of two customer surveys, given in their complete form in Workbench. Focuses on the pricing decision for a small contemporary furniture retailer. Should Workbench continue its highly promotional pricing policy... View Details
Keywords: Price; Business Strategy; Consumer Products Industry
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Ortmeyer, Gwendolyn K. "Workbench Pricing Strategy." Harvard Business School Case 590-115, May 1990. (Revised July 1991.)
  • 28 Jun 2004
  • Research & Ideas

How to Avoid a Price Increase

When product companies see the cost of materials rise, the result for consumers is often a price increase (gasoline) or, less often, a smaller amount of product at the same View Details
Keywords: by Manda Salls
  • January 2025
  • Case

Index and Active Investing: Vanguard and the New Frontier of Active ETFs

By: Marco Sammon, Luis M. Viceira and Jonathan Kanagasabai
This case explores Vanguard’s strategic decision-making process as it considers entering the growing market for actively managed exchange-traded funds (ETFs). Set in 2024, the case places students in the position of Rodney Comegys, Vanguard’s global head of the Equity... View Details
Keywords: Asset Management; Financial Strategy; Investment Funds; Investment Portfolio; Financial Services Industry
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Sammon, Marco, Luis M. Viceira, and Jonathan Kanagasabai. "Index and Active Investing: Vanguard and the New Frontier of Active ETFs." Harvard Business School Case 225-056, January 2025.
  • 2009
  • Working Paper

Altruistic Dynamic Pricing with Customer Regret

By: Julio J. Rotemberg
A model is considered where firms internalize the regret costs that consumers experience when they see an unexpected price change. Regret costs are assumed to be increasing in the size of price changes and this can explain why the size of price increases is less... View Details
Keywords: Inflation and Deflation; Price; Marketing; Consumer Behavior; Mathematical Methods
Citation
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Rotemberg, Julio J. "Altruistic Dynamic Pricing with Customer Regret." NBER Working Paper Series, No. 14933, April 2009.
  • 05 Jul 2006
  • Working Paper Summaries

The Framing Effect of Price Format

Keywords: by Marco Bertini & Luc R. Wathieu
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