Publications

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

April 2010
Supplement

Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Spreadsheet Supplement (Brief Case)

By: John A. Quelch and Heather Beckham

Keywords: Return On Investment; Forecasting; Pricing Policies; Demand Planning; Demand and Consumers; Price; Forecasting and Prediction; Investment Return

August 2004
Article

Appearing and Disappearing Dividends: The Link to Catering Incentives

By: Malcolm Baker and Jeffrey Wurgler

We document a close link between fluctuations in the propensity to pay dividends and catering incentives. First, we use the methodology of Fama and French (J. Finan. Econ. (2001)) to identify a total of four distinct trends in the propensity to pay dividends... View Details

Keywords: Dividends; Payout Policy; Catering; Dividend Premium; Investor Sentiment; Investment Return; Motivation and Incentives; Trends; Stocks; Financial Services Industry

2019
Book

Fintech, Small Business & the American Dream: How Technology Is Transforming Lending and Shaping a New Era of Small Business Opportunity

By: Karen G. Mills

Fintech, Small Business & the American Dream describes the needs of small businesses for capital and demonstrates how technology—novel data sources, artificial intelligence, machine learning—will transform the small business lending market. This market has been... View Details

21 Nov 2015
News

Ruling from the Shadows

Keywords: financial accounting standards; financial oversight; financial regulation; government policy; Executive, Legislative, and Other General Government Support; Government

2020
Working Paper

Arbitration with Uninformed Consumers

By: Mark Egan, Gregor Matvos and Amit Seru

This paper studies the impact of the arbitrator selection process on consumer outcomes by examining roughly 9,000 consumer arbitration cases in the securities industry. Securities disputes present a good laboratory: arbitration is mandatory for all disputes,... View Details

Keywords: Arbitration; Financial Advisers; Financial Advisors; Brokers; Consumer Finance; Financial Misconduct; Fraud; Personal Finance; Conflict and Resolution; Information; Fairness

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

07 Jan 2015
News

The Type of Innovation That Builds Nations

Keywords: innovation; developing nations; government policy; economic growth; prosperity; entrepreneurship; Finance; Finance

2020
Working Paper

Cutting the Gordian Knot of Employee Health Care Benefits and Costs: A Corporate Model Built on Employee Choice

By: Regina E. Herzlinger and Barak D. Richman

The U.S. employer-based health insurance tax exclusion created a system of employer-sponsored insurance (ESI) with limited insurance choices and transparency that may lock employed households into health plans that are costlier or different from those they prefer to... View Details

Keywords: After-tax Income; Consumer-driven Health Care; Health Care Costs; Health Insurance; Income Inequality; Tax Policy; Health Care and Treatment; Cost; Insurance; Employees; Income; Taxation; Policy; United States

September 2018 (Revised August 2019)
Case

The Progressive Corporation, 2018

By: John R. Wells and Benjamin Weinstock

In early 2019, The Progressive Corporation (Progressive), the USA’s third-largest auto insurance writer, reported earned premiums were up 20% in 2018 compared to the previous year, and net income was up 64%. Direct sales of personal auto policies rose 21%, while agent... View Details

Educators

27 May 2015
News

A Playbook for Making America More Entrepreneurial

Keywords: entrepreneurship; public policy; middle skills gap; employee training; small businesses

January 2008
Article

On the Pricing of Intermediated Risks: Theory and Application to Catastrophe Reinsurance

By: K. A. Froot and P. O'Connell

Keywords: Catastrophe Risk; Corporate Finance; Banking And Insurance; Hedging; Banking; Financial Markets; Insurance; Policy; Risk Management; Natural Disasters; Cost of Capital; Asset Pricing; Insurance Industry

March 2010 (Revised May 2013)
Supplement

Chile's Copper Surplus: The Road Not Taken (B)

By: Laura Alfaro, Dante Roscini and Renee Kim

In 2009, Chile's Finance Minister Andres Velasco's fortunes had been reversed. His fiscal policy that had come under attack just a year ago had been used to finance a $4 billion fiscal stimulus package amid the global economic downturn. Velasco was now Chile's most... View Details

Keywords: Developing Countries and Economies; Financial Crisis; Financial Strategy; Financing and Loans; Policy; Government and Politics; Chile

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

March 2017
Article

Challenges for Empirical Research on RPM

By: Alexander MacKay and David A. Smith

This article discusses the empirical challenges that researchers face when demonstrating the existence and effects of resale price maintenance (RPM). We outline three approaches for finding price effects of RPM and the corresponding hurdles in data and methodology. We... View Details

Keywords: Antitrust Issues And Policies; Antitrust Law; Resale Price Maintenance; Welfare Economics; Price; Competition; Research

February 2013 (Revised February 2013)
Case

Wayne Ferrari: iAutomation at a Crossroads

By: Jim Sharpe and Michael Norris

Wayne Ferrari has bridged the gap between being an independent entrepreneur and a "professional manager." After selling his business to a Private Equity (PE) firm, Ferrari takes on the role of CEO and with their support implements a roll-up strategy to attain growth... View Details

Keywords: Entrepreneurial Management; Entrepreneurial Organizations; Leveraged Buyouts; Roll-up; Career Planning; Acquisitions; Pricing; Pricing Policies; Pricing Strategy; Pricing Structure; Acquisition; Entrepreneurship; Private Equity; Distribution; Integration; System; Electronics Industry; Distribution Industry; United States

Educators

December 1981 (Revised September 1986)
Case

Marriott Corp.

By: Thomas R. Piper

Marriott is considering the repurchase of ten million shares. This is apparently at odds with the financial policies that the Board of Directors passed two years earlier. Students must discuss why the policies were passed and why changes are now necessary. Includes a... View Details

Keywords: Stocks; Policy; Governing and Advisory Boards; Change; Financial Strategy; Valuation

Educators

Victoria Ivashina is the Lovett-Learned Professor of Finance and Head of the Finance Unit at Harvard Business School. She also serves as a Research Associate at the National Bureau of Economic Research (NBER), a Research Fellow at the Center for Economic Policy... View Details

Keywords: banking; federal government; financial services; investment banking industry; private equity (LBO funds); private equity (other)

July 2022 (Revised February 2024)
Teaching Note

The DivaCup: Navigating Distribution and Growth

By: Ayelet Israeli

Teaching Note for HBS Case No. 519-055. When the mother-daughter founders of DivaCup set out with a mission to disrupt the menstrual care industry with an innovative product form, they initially struggled to gain legitimacy and convince retailers to carry their unique... View Details