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  • All HBS Web  (2,752)
    • People  (1)
    • News  (525)
    • Research  (1,916)
    • Events  (11)
    • Multimedia  (3)
  • Faculty Publications  (989)
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  • January 2021
  • Article

ETF Activity and Informational Efficiency of Underlying Securities

By: Lawrence Glosten, Suresh Nallareddy and Yuan Zou
This paper investigates the effect of exchange-traded funds’ (ETFs’) activity on the short-run informational efficiency of their underlying securities. We find that ETF activity increases short-run informational efficiency for stocks with weak information environments.... View Details
Keywords: ETF; Informational Efficiency; Co-movement; Systematic Earnings; Share Lending
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Glosten, Lawrence, Suresh Nallareddy, and Yuan Zou. "ETF Activity and Informational Efficiency of Underlying Securities." Management Science 67, no. 1 (January 2021): 22–47.
  • 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.
  • September 2022 (Revised November 2022)
  • Teaching Note

PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

By: Ayelet Israeli
Teaching Note for HBS Case No. 522-046. View Details
Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Teaching Note 523-020, September 2022. (Revised November 2022.)
  • June 1986
  • Article

Dividend Variability and Variance Bounds Tests for the Rationality of Stock Market Prices

By: Robert C. Merton and Terry A. Marsh
Keywords: Stocks; Markets; Price
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Merton, Robert C., and Terry A. Marsh. "Dividend Variability and Variance Bounds Tests for the Rationality of Stock Market Prices." American Economic Review 76, no. 3 (June 1986): 483–498.
  • August 2001
  • Article

The Geography of Investment: Informed Trading and Asset Prices

By: Joshua D. Coval and Tobias J. Moskowitz
Keywords: Investment; Trade; Asset Pricing
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Coval, Joshua D., and Tobias J. Moskowitz. "The Geography of Investment: Informed Trading and Asset Prices." Journal of Political Economy 109, no. 4 (August 2001).
  • Article

Trading Imbalances and the Law of One Price

By: Mark Seasholes and Clark Liu
We study trading and prices of Chinese (mainland)/Hong Kong dual-listed shares. Relative prices can diverge by a factor of two and exhibit significant variation over time. Order imbalances explain contemporaneous changes in relative prices at daily and weekly... View Details
Keywords: Law Of One Price; Cross-listings; Order Imbalances; Stock Shares; Price; Balance and Stability; Financial Markets; Financial Services Industry; Hong Kong; China
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Seasholes, Mark, and Clark Liu. "Trading Imbalances and the Law of One Price." Economics Letters 112, no. 1 (July 2011): 132–134.
  • 09 Mar 2021
  • Working Paper Summaries

Stock Price Reactions to ESG News: The Role of ESG Ratings and Disagreement

Keywords: by George Serafeim and Aaron Yoon; Financial Services
  • 30 Nov 2016
  • Working Paper Summaries

The Stock Market and Bank Risk-Taking

Keywords: by Antonio Falato and David Scharfstein; Financial Services; Banking
  • December 2001
  • Exercise

Exercise on Employee Stock Option Dilution

By: Brian J. Hall
Discusses the effects of option dilution on stock prices and shareholder value. To simplify the example and isolate the complexity of option dilution, we make a number of simplifying assumptions. View Details
Keywords: Stocks; Price; Employee Stock Ownership Plan; Business and Shareholder Relations; Complexity; Value
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Hall, Brian J. "Exercise on Employee Stock Option Dilution." Harvard Business School Exercise 902-162, December 2001.
  • March 2001
  • Background Note

Extracting Information from the Futures and Forwards Markets: The Relation between Spot Prices, Forward Prices and Expected Future Spot Prices

Discounted cash flow valuation calls for using expected future prices of inputs or outputs. This case describes the relationship between spot prices, forward/future prices, and expected future prices. Knowing current forward and future prices alone is not enough to... View Details
Keywords: Price; Cash Flow; Valuation; Futures and Commodity Futures
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Meulbroek, Lisa K. "Extracting Information from the Futures and Forwards Markets: The Relation between Spot Prices, Forward Prices and Expected Future Spot Prices." Harvard Business School Background Note 201-109, March 2001.
  • 2025
  • Working Paper

Street Earnings: Implications for Asset Pricing

By: Sebastian Hillenbrand and Odhrain McCarthy
To address the excess volatility puzzle – the excessive movements in stock prices – researchers often study movements in valuation ratios. However, we demonstrate that movements in valuation ratios based on fundamental measures with high transitory volatility, such as... View Details
Keywords: Investment Return; Asset Pricing; Valuation; Measurement and Metrics; Stocks
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Hillenbrand, Sebastian, and Odhrain McCarthy. "Street Earnings: Implications for Asset Pricing." Working Paper, June 2025.
  • 1999
  • Working Paper

Do Appearances Matter? The Impact of EPS Accretion and Dilution on Stock Prices

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Andrade, Gregor. "Do Appearances Matter? The Impact of EPS Accretion and Dilution on Stock Prices." Harvard Business School Working Paper, No. 00-007, August 1999.
  • December 2020
  • Article

Stock Market Returns and Consumption

By: Marco Di Maggio, Amir Kermani and Kaveh Majlesi
This paper employs Swedish data containing security level information on households' stock holdings to investigate how consumption responds to changes in stock market returns. We exploit households’ portfolio weights in previous years as an instrument for actual... View Details
Keywords: Capital Gain; Dividend Income; Consumption; Near-rational Behavior; Investment Return; Household; Spending; Behavior
Citation
SSRN
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Di Maggio, Marco, Amir Kermani, and Kaveh Majlesi. "Stock Market Returns and Consumption." Journal of Finance 75, no. 6 (December 2020): 3175–3219. (DFA Distinguished Paper Prize.)
  • Article

Liquidity Provision and Stock Return Predictability

By: Mark Seasholes and Terrence Hendershott
This paper examines the trading behavior of two groups of liquidity providers (specialists and competing market makers) using a six-year panel of NYSE data. Trades of each group are negatively correlated with contemporaneous price changes. To test for return... View Details
Keywords: Liquidity; Market Makers; Market Efficiency; Inventory; Liquidity Provision; Market Design; Financial Liquidity; Stocks; Investment Return
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Seasholes, Mark, and Terrence Hendershott. "Liquidity Provision and Stock Return Predictability." Journal of Banking & Finance 45 (August 2014): 140–151.
  • 25 Sep 2015
  • Working Paper Summaries

Invest in Information or Wing It? A Model of Dynamic Pricing with Seller Learning

Keywords: by Huang Guofang, Hong Luo & Jing Xia; Auto
  • February 2020 (Revised April 2021)
  • Case

StockX: The Stock Market of Things

By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust... View Details
Keywords: Markets; Auctions; Bids and Bidding; Demand and Consumers; Consumer Behavior; Analytics and Data Science; Market Design; Digital Platforms; Market Transactions; Marketplace Matching; Supply and Industry; Analysis; Price; Product Marketing; Product Launch; Apparel and Accessories Industry; Fashion Industry; North and Central America; United States; Michigan; Detroit
Citation
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Farronato, Chiara, John J. Horton, Annelena Lobb, and Julia Kelley. "StockX: The Stock Market of Things." Harvard Business School Case 620-062, February 2020. (Revised April 2021.)
  • October 2022
  • Case

Pricing at Echosec Systems

By: Elie Ofek, Marco Bertini, Annelena Lobb and Alexis Lefort
This case follows the evolution of pricing strategy at Echosec Systems, a Canadian open source intelligence firm. The case provides information on pricing as the company grows and diversifies its product offerings. View Details
Keywords: Marketing Strategy; Product Positioning; Price; Product Development; Information Industry; Canada; United States
Citation
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Ofek, Elie, Marco Bertini, Annelena Lobb, and Alexis Lefort. "Pricing at Echosec Systems." Harvard Business School Case 523-052, October 2022.
  • Article

Investor Sentiment in the Stock Market

By: Malcolm Baker and Jeffrey Wurgler
We examine how investor sentiment affects the cross-section of stock returns. Theory predicts that a broad wave of sentiment will disproportionately affect stocks whose valuations are highly subjective and are difficult to arbitrage. We test this prediction by... View Details
Keywords: Financial Markets; Stocks; Investment Return; Valuation; Forecasting and Prediction; Volatility; Price; Risk and Uncertainty; Behavioral Finance
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Baker, Malcolm, and Jeffrey Wurgler. "Investor Sentiment in the Stock Market." Journal of Economic Perspectives 21, no. 2 (Spring 2007): 129–151.
  • March 2014
  • Background Note

Setting Price Effectively

By: Nava Ashraf and Kristin Johnson
Price is one of the most powerful instruments a manager can use to influence the take-up of her product, especially in a subsidized and noncompetitive market as is common for global health products. However, the question of whether and how to price has been the subject... View Details
Citation
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Ashraf, Nava, and Kristin Johnson. "Setting Price Effectively." Harvard Business School Background Note 914-037, March 2014. (Request a courtesy copy.)
  • April 2017
  • Teaching Note

Basecamp: Pricing

By: Frank V. Cespedes
This Teaching Note accompanies HBS No. 817-067 “Basecamp: Pricing” in which a data analyst at Basecamp is evaluating the results of pricing research and its potential implications for the venture's latest version of its project management software product. View Details
Keywords: Analytics and Data Science; Price; Analysis; Customers; Product Marketing
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Cespedes, Frank V. "Basecamp: Pricing." Harvard Business School Teaching Note 817-128, April 2017.
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