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  • 28 Jun 2004
  • Research & Ideas

How to Avoid a Price Increase

quantity than raise prices, conclude Harvard Business School marketing professor John Gourville and University of Texas professor Jonathan Koehler. They recently published their findings in a working paper, "Downsizing View Details
Keywords: by Manda Salls
  • November 2021 (Revised December 2021)
  • Supplement

PittaRosso (B): Human and Machine Learning

By: Ayelet Israeli
This case supplements the "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion" case, and provides major highlights on what happened at the company since the first case. 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; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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Israeli, Ayelet. "PittaRosso (B): Human and Machine Learning." Harvard Business School Supplement 522-047, November 2021. (Revised December 2021.)
  • 13 Apr 2007
  • Working Paper Summaries

Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

Keywords: by Saravanan Kesavan, Vishal Gaur & Ananth Raman; Retail
  • December 2010
  • Article

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: Cost; Price; Change; Inflation and Deflation; Cost Management; Customers; Practice; Announcements; Forecasting and Prediction
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Rotemberg, Julio J. "Altruistic Dynamic Pricing with Customer Regret." Scandinavian Journal of Economics 112, no. 4 (December 2010).
  • 1995
  • Chapter

Incentive Problems in Financial Contracting: Impacts on Corporate Financing, Investment, and Risk Management Policies

By: K. Froot
Keywords: Catastrophe Risk; Corporate Finance; Cost Of Capital; Banking And Insurance; Asset Pricing; Hedging; Banking; Decision Choice And Uncertainty; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Insurance Industry
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Froot, K. "Incentive Problems in Financial Contracting: Impacts on Corporate Financing, Investment, and Risk Management Policies." Chap. 7 in The Global Financial System: A Functional Perspective, by D. B. Crane, K. A. Froot, Scott P. Mason, André Perold, R. C. Merton, Z. Bodie, E. R. Sirri, and P. Tufano, 225–261. Boston: Harvard Business School Press, 1995. (Revised from Harvard Business School Working Paper No. 95-020.)
  • May 2022 (Revised June 2024)
  • Case

LOOP: Driving Change in Auto Insurance Pricing

By: Elie Ofek and Alicia Dadlani
John Henry and Carey Anne Nadeau, co-founders and co-CEOs of LOOP, an insurtech startup based in Austin, Texas, were on a mission to modernize the archaic $250 billion automobile insurance market. They sought to create equitably priced insurance by eliminating pricing... View Details
Keywords: AI and Machine Learning; Technological Innovation; Equality and Inequality; Prejudice and Bias; Growth and Development Strategy; Customer Relationship Management; Price; Insurance Industry; Financial Services Industry
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Ofek, Elie, and Alicia Dadlani. "LOOP: Driving Change in Auto Insurance Pricing." Harvard Business School Case 522-073, May 2022. (Revised June 2024.)
  • March 2012 (Revised October 2012)
  • Case

Hayman Capital Management

By: Robin Greenwood, Julie Messina and Jared Dourdeville
In late December 2011, Hayman Capital founder and portfolio manager Kyle Bass was reviewing Japanese government budget projections for 2012. The projections appeared contrary to Hayman Capital's views on Japan, where the fund had built a bearish position. Japan had the... View Details
Keywords: Investment Management; Speculative Bubbles; Japan; Government Policy; Financial Management; Price Bubble; Credit; Financial Strategy; Behavioral Finance; Government and Politics; Macroeconomics; Financial Services Industry; Japan
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Greenwood, Robin, Julie Messina, and Jared Dourdeville. "Hayman Capital Management." Harvard Business School Case 212-091, March 2012. (Revised October 2012.)
  • April 2011 (Revised January 2015)
  • Case

The Eleganzia Group

By: Elie Ofek, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez and Francesco Tronci
Eleganzia Group management faces tough decisions heading into the summer of 2010. With tourism on the decline due to the global economic recession, General Manager Giannuzzi must decide how to set prices at the Forte Village Resort, the Group's most well-known... View Details
Keywords: Pricing; Pricing Strategy; Customer Management; Branding; Customer Relationship Management; Price; Luxury; Business Strategy; Brands and Branding; Accommodations Industry; Travel Industry; Italy
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Ofek, Elie, Elena Corsi, Bharat Sajnani, Sorina Casian-Botez, and Francesco Tronci. "The Eleganzia Group." Harvard Business School Case 511-115, April 2011. (Revised January 2015.)
  • 2012
  • Article

Mutual Fund Trading Pressure: Firm-Level Stock Price Impact and Timing of SEOs

By: Mozaffar N. Khan, Leonid Kogan and George Serafeim
In tests of the equity market timing theory of external finance, the prior literature has used overvaluation identifiers such as high market-to-book and high prior returns that are likely correlated with other determinants of SEOs. We use price pressure resulting from... View Details
Keywords: Equity; Market Transactions; Valuation; Capital Structure; Market Timing; Mathematical Methods; Acquisition
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Khan, Mozaffar N., Leonid Kogan, and George Serafeim. "Mutual Fund Trading Pressure: Firm-Level Stock Price Impact and Timing of SEOs." Journal of Finance 67, no. 4 (August 2012): 1371–1395.
  • March 2008
  • Article

When Growth Stalls

By: Matthew S. Olson, Derek C. M. van Bever and Seth Verry
This article includes a one-page preview that quickly summarizes the key ideas and provides an overview of how the concepts work in practice along with suggestions for further reading. An abrupt and lasting drop in revenue growth is a crisis that can strike even the... View Details
Keywords: Growth Strategy; Revenues; Crisis Management; Revenue; Growth and Development Strategy
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Olson, Matthew S., Derek C. M. van Bever, and Seth Verry. "When Growth Stalls." Harvard Business Review 86, no. 3 (March 2008): 50–61.
  • February 1994 (Revised July 2008)
  • Case

Banc One Corporation: Asset and Liability Management

By: Benjamin C. Esty, Peter Tufano and Jon Headley
Banc One's share price has been falling recently due to analyst and investor concern over the bank's heavy use of interest rate derivatives. Dick Lodge, chief investment officer in charge of the bank's investment and derivative portfolio, must recommend to the CEO a... View Details
Keywords: Credit Derivatives and Swaps; Financial Management; Interest Rates; Investment Portfolio; Governance Controls; Risk Management; Banking Industry
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Esty, Benjamin C., Peter Tufano, and Jon Headley. "Banc One Corporation: Asset and Liability Management." Harvard Business School Case 294-079, February 1994. (Revised July 2008.)
  • December 2016
  • Article

Deal Process Design in Management Buyouts

By: Guhan Subramanian
Management buyouts (MBOs) are an economically and legally significant class of transaction: not only do they account for more than $10 billion in deal volume per year, on average, but they also play an important role in defining the relationship between inside and... View Details
Keywords: Management Buyout; Deal Structuring; Acquisition; Design; Fairness
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Subramanian, Guhan. "Deal Process Design in Management Buyouts." Harvard Law Review 130, no. 2 (December 2016): 590–658.
  • October 2020 (Revised August 2022)
  • Case

Union Square Hospitality Group: Hospitality Included

By: Peter Boumgarden, Ryan W. Buell, Lamar Pierce and Richard Ryffel
In 2015, Union Square Hospitality Group (USHG), helmed by famous restauranteur Danny Meyer, sent shockwaves through the restaurant industry by announcing the end of tipping in its restaurants. Under its new policy, Hospitality Included (HI), USHG would charge higher... View Details
Keywords: Restaurants; Tipping; Revenue Sharing; Service Operations; Policy; Change; Human Resources; Management; Food and Beverage Industry
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Boumgarden, Peter, Ryan W. Buell, Lamar Pierce, and Richard Ryffel. "Union Square Hospitality Group: Hospitality Included." Harvard Business School Case 621-047, October 2020. (Revised August 2022.)
  • 2018
  • Article

The Role of Overbilling in Hospitals' Earnings Management Decisions

By: Jonas Heese
This paper examines the role of overbilling in hospitals’ earnings management choices. Overbilling by hospitals is a form of revenue manipulation that involves misclassifying a patient into a diagnosis-related group that yields higher reimbursement. As overbilling... View Details
Keywords: Overbilling; Accrual-based Earnings Management; Real Activities Manipulation; For-profit Hospitals; Earnings Management; Health Industry
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Heese, Jonas. "The Role of Overbilling in Hospitals' Earnings Management Decisions." European Accounting Review 27, no. 5 (2018).
  • March 2002 (Revised May 2007)
  • Case

Customer Profitability and Customer Relationship Management at RBC Financial Group (Abridged)

By: V.G. Narayanan and Lisa Brem
The Royal Bank of Canada uses customer relationship management and customer profitability tools to gain a competitive advantage in Canada's increasingly crowded financial services market. The case presents two pricing and customer management issues: one from the point... View Details
Keywords: Customers; Customer Relationship Management; Price; Perspective; Marketing; Competitive Advantage; Financial Services Industry; Banking Industry; Canada
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Narayanan, V.G., and Lisa Brem. "Customer Profitability and Customer Relationship Management at RBC Financial Group (Abridged)." Harvard Business School Case 102-072, March 2002. (Revised May 2007.)
  • 2003
  • Article

Confirming Management Earnings Forecasts, Earnings Uncertainty, and Stock Returns

By: Michael B. Clement, Richard Frankel and Jeffrey Miller
In this study we examine the association among confirming management forecasts, stock prices, and analyst expectations. Confirming management forecasts are voluntary disclosures by management that corroborate existing market expectations about future earnings. This... View Details
Keywords: Forecasting and Prediction; Corporate Disclosure; Price; Stocks; Investment Return
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Clement, Michael B., Richard Frankel, and Jeffrey Miller. "Confirming Management Earnings Forecasts, Earnings Uncertainty, and Stock Returns." Journal of Accounting Research 41, no. 4 (2003): 653–679.
  • Spring 2014
  • Article

The High Price of Customer Satisfaction

By: Timothy Keiningham, Sunil Gupta, Lerzan Aksoy and Alexander Buoye
Managers often assume that improving customer satisfaction and financial performance go hand in hand. The reality, however, is much more complex. View Details
Keywords: Customer Satisfaction; Performance
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Keiningham, Timothy, Sunil Gupta, Lerzan Aksoy, and Alexander Buoye. "The High Price of Customer Satisfaction." MIT Sloan Management Review 55, no. 3 (Spring 2014).
  • 09 Mar 2020
  • Research & Ideas

Warring Algorithms Could Be Driving Up Consumer Prices

to all personal care products sold online by the five firms implies that customers spent an additional $300 million annually as a result of pricing algorithms, out of a total of about $6 billion in e-commerce View Details
Keywords: by Kristen Senz; Retail
  • 2008
  • Working Paper

CPC/CPA Hybrid Bidding in a Second Price Auction

By: Benjamin Edelman and Hoan Lee
We develop a model of online advertising in which each advertiser chooses from multiple advertising measurement metrics—paying either for each click on its ads (CPC), or for each purchase that follows an ad-click (CPA). Our analysis extends classic auction results by... View Details
Keywords: Online Advertising; Auctions; Bids and Bidding; Measurement and Metrics; Quality; Mathematical Methods; Web Sites
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Edelman, Benjamin, and Hoan Lee. "CPC/CPA Hybrid Bidding in a Second Price Auction." Harvard Business School Working Paper, No. 09-074, December 2008.
  • February 2002 (Revised March 2002)
  • Case

Customer Profitability and Customer Relationship Management at RBC Financial Group

By: V.G. Narayanan and Lisa Brem
The Royal Bank of Canada uses customer relationship management and customer profitability tools to gain a competitive advantage in Canada's increasingly crowded financial services market. The case presents two pricing and customer management issues: one from the point... View Details
Keywords: Competitive Advantage; Price; Customer Relationship Management; Marketing; Customer Value and Value Chain; Financial Services Industry; Banking Industry; Canada
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Narayanan, V.G., and Lisa Brem. "Customer Profitability and Customer Relationship Management at RBC Financial Group." Harvard Business School Case 102-043, February 2002. (Revised March 2002.)
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