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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

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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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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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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23 Oct 2014
News

Investors Give Ello $5.5 Million Even After it Bans Its Most Obvious Revenue Source

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

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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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

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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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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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

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

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

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

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

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

Web

Marketing & Sales Programs

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

September 2010 (Revised September 2013)
Case

Accounting for the iPhone at Apple Inc.

By: Francois Brochet, Krishna G. Palepu and Lauren Barley

Apple initially recognized revenue associated with its iPhone product using subscription accounting. However, in 2008, the company started providing non-GAAP supplemental numbers where substantially all of the revenue was recognized upfront. Market participants'... View Details

Keywords: Corporate Disclosure; Revenue Recognition; Standards; Technology Industry; United States

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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