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  • July 2008 (Revised May 2009)
  • Teaching Note

The Springfield Nor'easters: Maximizing Revenues in the Minor Leagues (Brief Case)

By: Frank V. Cespedes, Christopher H. Lovelock and Laura Winig
Teaching Note for 2510 View Details
Keywords: Market Research; Quantitative Analysis; Consumer Marketing; Pricing Strategy; Price; Mathematical Methods; Marketing Channels
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Cespedes, Frank V., Christopher H. Lovelock, and Laura Winig. "The Springfield Nor'easters: Maximizing Revenues in the Minor Leagues (Brief Case)." Harvard Business School Teaching Note 082-511, July 2008. (Revised May 2009.)
  • Fall 2020
  • Article

Competing on Customer Outcomes

By: Marco Bertini and Oded Koenigsberg
Customers ultimately want to pay for meaningful outcomes, not the products and services that presumably deliver them. Today, companies can be increasingly accountable for those outcomes with three kinds of technologically-enhanced revenue models. Adopt one to better... View Details
Keywords: Market Positioning; Revenue Strategy; Customer Satisfaction; Marketing Strategy; Business Model; Value Creation
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Bertini, Marco, and Oded Koenigsberg. "Competing on Customer Outcomes." MIT Sloan Management Review 62, no. 1 (Fall 2020).
  • March 2006
  • Teaching Note

Restating Revenues and Earnings at INVESTools Inc. (TN) (A), (B),(C) and (D)

By: Michael D. Kimbrough and F. Warren McFarlan
Keywords: Earnings Management; Revenue; Financial Services Industry
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Kimbrough, Michael D., and F. Warren McFarlan. "Restating Revenues and Earnings at INVESTools Inc. (TN) (A), (B),(C) and (D)." Harvard Business School Teaching Note 106-066, March 2006.
  • 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.)
  • September 2006
  • Article

Dynamic Scoring: A Back-of-the-Envelope Guide

By: Matthew C. Weinzierl and N. Gregory Mankiw
This paper uses the neoclassical growth model to examine the extent to which a tax cut pays for itself through higher economic growth. The model yields simple expressions for the steady-state feedback effect of a tax cut. The feedback is surprisingly large: for... View Details
Keywords: Revenue Estimation; Taxation; Economic Growth
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Weinzierl, Matthew C., and N. Gregory Mankiw. "Dynamic Scoring: A Back-of-the-Envelope Guide." Journal of Public Economics 90, no. 8 (September 2006): 1415–1433.
  • December 23, 1999
  • Article

SEC Expected To Step-Up Search For Restructuring Charge, Revenue Recognition and Materiality Abuses

By: David F. Hawkins
Keywords: Governance; Money
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Hawkins, David F. "SEC Expected To Step-Up Search For Restructuring Charge, Revenue Recognition and Materiality Abuses." Accounting Bulletin, no. 83 (December 23, 1999).
  • December 2022
  • Article

The Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies

By: Pragya Kakani, Michael Chernew and Amitabh Chandra
Context: To what extent does pharmaceutical revenue growth depend on new medicines versus increasing prices for existing medicines? Moreover, does using list prices, as is commonly done, instead of prices net of confidential rebates offered by manufacturers, which are... View Details
Keywords: Revenue; Price; Policy; Business Strategy; Pharmaceutical Industry
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Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "The Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies." Journal of Health Politics, Policy and Law 47, no. 6 (December 2022): 629–648.
  • December 2018 (Revised April 2020)
  • Case

Fluidity: The Tokenization of Real Estate Assets

By: Marco Di Maggio, David Lane and Susie Ma
In December 2018, the blockchain startup Fluidity was about to participate in its first tokenization deal, which would create digital access to property rights in a 12-unit Manhattan condominium complex. The deal was proof-of-concept for Fluidity, which hoped to... View Details
Keywords: Blockchain; Tokenization; Data Security; Revenue Model; Finance; Technological Innovation; Strategy
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Di Maggio, Marco, David Lane, and Susie Ma. "Fluidity: The Tokenization of Real Estate Assets." Harvard Business School Case 219-057, December 2018. (Revised April 2020.)
  • September–October 2021
  • Article

Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb

By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among... View Details
Keywords: Smart Pricing; Pricing Algorithm; Machine Bias; Discrimination; Racial Disparity; Social Inequality; Airbnb Revenue; Revenue; Race; Equality and Inequality; Prejudice and Bias; Price; Mathematical Methods; Accommodations Industry
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Zhang, Shunyuan, Nitin Mehta, Param Singh, and Kannan Srinivasan. "Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb." Marketing Science 40, no. 5 (September–October 2021): 813–820.
  • January 2021
  • Article

The Effects of Menu Costs on Retail Performance: Evidence from Adoption of the Electronic Shelf Label Technology

By: Ioannis Stamatopoulos, Achal Bassamboo and Antonio Moreno
We use the adoption of electronic shelf labels (ESLs) by an international grocery retailer in 2015 to identify the effects of physical menu costs (i.e., labor and material costs of price adjustment) on retail performance. We find that the installation of ESLs increased... View Details
Keywords: Retail Operations; Dynamic Pricing; Revenue Management; Operations; Price; Revenue; Management; Retail Industry
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Stamatopoulos, Ioannis, Achal Bassamboo, and Antonio Moreno. "The Effects of Menu Costs on Retail Performance: Evidence from Adoption of the Electronic Shelf Label Technology." Management Science 67, no. 1 (January 2021): 242–256.
  • Research Summary

Overview

By: Kris Johnson Ferreira
Professor Ferreira's research primarily focuses on how retailers can use algorithms to make better revenue management decisions, including pricing, product display, and assortment planning. In the retail industry, anticipating consumer demand is arguably one of the... View Details
Keywords: E-commerce; Analytics; Revenue Management; Pricing; Assortment Planning; Field Experiments; Operations; Supply Chain; Supply Chain Management; Retail Industry
  • July–August 2023
  • Article

Demand Learning and Pricing for Varying Assortments

By: Kris Ferreira and Emily Mower
Problem Definition: We consider the problem of demand learning and pricing for retailers who offer assortments of substitutable products that change frequently, e.g., due to limited inventory, perishable or time-sensitive products, or the retailer’s desire to... View Details
Keywords: Experiments; Pricing And Revenue Management; Retailing; Demand Estimation; Pricing Algorithm; Marketing; Price; Demand and Consumers; Mathematical Methods
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Ferreira, Kris, and Emily Mower. "Demand Learning and Pricing for Varying Assortments." Manufacturing & Service Operations Management 25, no. 4 (July–August 2023): 1227–1244. (Finalist, Practice-Based Research Competition, MSOM (2021) and Finalist, Revenue Management & Pricing Section Practice Award, INFORMS (2019).)
  • 2016
  • Working Paper

Pros vs Joes: Agent Pricing Behavior in the Sharing Economy

By: Jun Li, Antonio Moreno and Dennis J. Zhang
One of the major differences between markets that follow a “sharing economy” paradigm and traditional two-sided markets is that the supply side in the sharing economy often includes individual nonprofessional decision makers, in addition to firms and professional... View Details
Keywords: Two-sided Market; Sharing Economy; Behavioral Economics; Revenue Management; Hospitality; Two-Sided Platforms; Price; Behavior; Experience and Expertise
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Li, Jun, Antonio Moreno, and Dennis J. Zhang. "Pros vs Joes: Agent Pricing Behavior in the Sharing Economy." Michigan Ross School of Business Working Paper, No. 1298, August 2016.
  • September 2013 (Revised October 2016)
  • Background Note

A Note on Healthcare IT and Applications to the Healthcare Industry

By: Robert F. Higgins and Diana Maichin
This note provides an overview of three key healthcare IT areas: electronic medical records and electronic health records, revenue cycle management, and telemedicine. This note also contains a glossary of key terms and acronyms in this space as well as exhibits... View Details
Keywords: Health Care; Health Care Industry; Healthcare IT; Healthcare; Healthcare Technology; Healthcare Ventures; Electronic Medical Records; Electronic Health Records; Revenue Cycle Management; Telemedicine; Health; Health Care and Treatment; Information Technology; Information Management; Information Technology Industry; Health Industry; United States
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Higgins, Robert F., and Diana Maichin. "A Note on Healthcare IT and Applications to the Healthcare Industry." Harvard Business School Background Note 814-033, September 2013. (Revised October 2016.)
  • October 2012 (Revised September 2013)
  • Case

Creating the First Public Law Firm: The IPO of Slater & Gordon Limited

By: Benjamin C. Esty and E. Scott Mayfield
Slater & Gordon (S&G), a midsized Australian law firm with a high-growth consolidation strategy, had an initial public offering (IPO) scheduled for May 2007. Due to a series of regulatory changes in Australia in recent years, the IPO provided an opportunity for S&G to... View Details
Keywords: IPO; Mergers & Acquisitions; Law Firm; Value Drivers; Growth Strategy; Revenue Recognition; Roll-up; Consolidator; Initial Public Offering; Valuation; Consolidation; Mergers and Acquisitions; Financial Strategy; Growth Management; Corporate Governance; Business Strategy; Legal Services Industry; Financial Services Industry; Australia
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Esty, Benjamin C., and E. Scott Mayfield. "Creating the First Public Law Firm: The IPO of Slater & Gordon Limited." Harvard Business School Case 213-019, October 2012. (Revised September 2013.)
  • January 2019 (Revised July 2021)
  • Case

Analytical Space: The Next Frontier?

By: Thomas R. Eisenmann, Jeffrey J. Bussgang and David Lane
With one satellite aloft and in the midst of beta testing in late 2018, Analytical Space founders Justin Oliveira and Dan Nevius turned to critical questions about the pioneering startup’s go-to-market, pricing, and business development strategy. Analytical Space aimed... View Details
Keywords: Pricing Decisions; Demand Validation; Revenue Model; Business Development; Space Tech; Satellites; Earth Observation; Remote Sensing; Business Startups; Emerging Markets; Growth and Development Strategy; Finance; Selection and Staffing; Business Strategy; Aerospace Industry
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Eisenmann, Thomas R., Jeffrey J. Bussgang, and David Lane. "Analytical Space: The Next Frontier?" Harvard Business School Case 819-089, January 2019. (Revised July 2021.)
  • February 2013
  • Case

Diamond Foods, Inc.

By: Suraj Srinivasan and Tim Gray
The Diamonds Foods, Inc. case describes the major accounting blow up at the company in late 2011 that was triggered by a report by Off Wall Street, a prominent short selling research firm. Diamond Foods, a high flying growth company in 2011, grew from a walnut farmers'... View Details
Keywords: Accounting Restatements; Accounting Scandal; Accounting; Financial Analysis; Financial Statement Analysis; Short Selling; Revenue Recognition; Board Of Directors; Audit Committees; Auditing; Financial Reporting; Financial Statements; Agribusiness; Accrual Accounting; Earnings Management; Corporate Accountability; Corporate Disclosure; Corporate Governance; Valuation; Revenue; Agriculture and Agribusiness Industry; California; Cambridge
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Srinivasan, Suraj, and Tim Gray. "Diamond Foods, Inc." Harvard Business School Case 113-055, February 2013.
  • August 2022
  • Supplement

Zalora: Data-Driven Pricing Recommendations

By: Ayelet Israeli
This exercise can be used in conjunction with the main case "Zalora: Data-Driven Pricing" to facilitate class discussion without requiring data analysis from the students. Instead, the exercise presents reports that were created by the data science team to answer the... View Details
Keywords: Pricing; Pricing Algorithms; Dynamic Pricing; Ecommerce; Pricing Strategy; Pricing And Revenue Management; Apparel; Singapore; Startup; Demand Estimation; Data Analysis; Data Analytics; Exercise; Price; Internet and the Web; Apparel and Accessories Industry; Retail Industry; Fashion Industry; Singapore
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Israeli, Ayelet. "Zalora: Data-Driven Pricing Recommendations." Harvard Business School Supplement 523-032, August 2022.
  • 17 Oct 2023
  • HBS Case

With Subscription Fatigue Setting In, Companies Need to Think Hard About Fees

content, cell phone service, and meal delivery, but now there are subscriptions for toothbrushes, razors, pet food, and apparel. With its attractive recurring revenues for companies, the subscription model has grown so popular that nearly... View Details
Keywords: by Jay Fitzgerald; Consumer Products; Information; Information Technology
  • January 2006
  • Tutorial

Alternative Choice Decisions Analysis

By: David F. Hawkins, V.G. Narayanan, Jacob Cohen and Michele Jurgens
Shows how managers use information on costs and revenues to decide between possible alternative courses of action. Presents two case examples of differential cost analysis. The first, a make or buy decision, examines two alternatives in which only costs vary. The... View Details
Keywords: Cost; Profit; Revenue; Information; Management Analysis, Tools, and Techniques; Problems and Challenges; Conflict and Resolution
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"Alternative Choice Decisions Analysis." Harvard Business School Tutorial 105-706, January 2006.
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