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- All HBS Web
(856)
- People (2)
- News (163)
- Research (622)
- Events (5)
- Multimedia (1)
- Faculty Publications (252)
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- November–December 2018
- Article
Online Network Revenue Management Using Thompson Sampling
By: Kris J. Ferreira, David Simchi-Levi and He Wang
We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must... View Details
Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet and the Web; Price; Mathematical Methods
Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.
- October 2013
- Article
Ad Revenue and Content Commercialization: Evidence from Blogs
By: Monic Sun and Feng Zhu
Many scholars argue that when incentivized by ad revenue, content providers are more likely to tailor their content to attract "eyeballs," and as a result, popular content may be excessively supplied. We empirically test this prediction by taking advantage of the... View Details
Keywords: Ad-sponsored Business Models; Media Content; Blog; Revenue Sharing; User-generated Content; Platform-based Markets; Blogs; Business Model; Digital Platforms; Commercialization; Digital Marketing
Sun, Monic, and Feng Zhu. "Ad Revenue and Content Commercialization: Evidence from Blogs." Management Science 59, no. 10 (October 2013): 2314–2331.
- 2013
- Chapter
Assessing Potential Carbon Revenues from Reduced Forest Cover Loss in Liberia
By: Jessica Donovan, Keith Lawrence, Christopher Neyor, Eduard Niesten and Eric Werker
We conducted an analysis that explores the merits of a low-carbon development strategy for Liberia. This chapter describes both our cost-benefit analysis initiative and a plausible policy process for Liberia. We proposed a simple approach that models the costs and... View Details
Keywords: Carbon Revenue; Liberia; Deforestation; Climate Change; Environmental Sustainability; Liberia
Donovan, Jessica, Keith Lawrence, Christopher Neyor, Eduard Niesten, and Eric Werker. "Assessing Potential Carbon Revenues from Reduced Forest Cover Loss in Liberia." Chap. 19 in The Globalization of Cost-Benefit Analysis in Environmental Policy, edited by Michael A. Livermore and Richard L. Revesz, 293–304. Oxford University Press, 2013.
- August 2018 (Revised July 2020)
- Case
Revenue Recognition at HBP
By: Paul Healy and Siko Sikochi
In early 2014, Paul Bills, CFO of Harvard Business Publishing (HBP), sat down with David Wan, the company’s CEO, to discuss budget preparations for the coming year. Bills noted that the performance of Corporate Learning, one of HBP’s three business units, would be... View Details
Keywords: Accrual Accounting; Budgets and Budgeting; Revenue Recognition; Financial Reporting; Publishing Industry; Education Industry; United States
Healy, Paul, and Siko Sikochi. "Revenue Recognition at HBP." Harvard Business School Case 119-029, August 2018. (Revised July 2020.)
- July 2023 (Revised October 2024)
- Case
Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup
By: Paul M. Healy and Jung Koo Kang
The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details
Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States
Healy, Paul M., and Jung Koo Kang. "Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup." Harvard Business School Case 124-015, July 2023. (Revised October 2024.)
- 01 Mar 2023
- News
The Latest Model
understanding of network effects, revenue models, and ecosystem development. Given its founders’ academic pedigrees—Barrera studied with Nobel laureate Oliver Hart; Hurder with Nobel laureate and HBS professor emeritus Al Roth—Prysm also... View Details
- December 2004 (Revised October 2017)
- Background Note
Subscriber Models
By: Mihir Desai, Robin Greenwood, Scott Mayfield and Lucy White
Introduces the subscriber model as an alternative valuation framework for firms whose revenues can be traced to repeated transactions with customers. View Details
Desai, Mihir, Robin Greenwood, Scott Mayfield, and Lucy White. "Subscriber Models." Harvard Business School Background Note 205-061, December 2004. (Revised October 2017.)
- June 2023 (Revised August 2023)
- Background Note
Subscription Models: Recurring Revenues for Lasting Growth
By: Elie Ofek and Amy Konary
This note offers a comprehensive exposition to subscription revenue models and aims to explain their recent rise. It covers the advantages to firms of employing a subscription-based approach to monetization (as opposed to “one-off” upfront payment), as well as the... View Details
Ofek, Elie, and Amy Konary. "Subscription Models: Recurring Revenues for Lasting Growth." Harvard Business School Background Note 523-113, June 2023. (Revised August 2023.)
- January 2014 (Revised December 2014)
- Case
GenapSys: Business Models for the Genome
By: Richard G. Hamermesh, Joseph B. Fuller and Matthew Preble
GenapSys, a California-based startup, was soon to release a new DNA sequencer that the company's founder, Hesaam Esfandyarpour, believed was truly revolutionary. The sequencer would be substantially less expensive—potentially costing just a few thousand dollars—and... View Details
Keywords: DNA Sequencing; Life Sciences; Business Model; Innovation ＆ Entrepreneurship; Health Care and Treatment; Genetics; Business Strategy; Biotechnology Industry; Pharmaceutical Industry; Technology Industry; Health Industry; Medical Devices and Supplies Industry; United States
Hamermesh, Richard G., Joseph B. Fuller, and Matthew Preble. "GenapSys: Business Models for the Genome." Harvard Business School Case 814-050, January 2014. (Revised December 2014.)
- 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
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.)
- 14 Feb 2005
- Research & Ideas
Desktop Search and Revenue Streams
kinds of systems we see as being very effective, in that they're not intrusive…and the value you get back far outweighs the expense of clicks," he said. Eisenmann also asked participants if the advertising revenue View Details
Keywords: by Julie Jette
- August 2019
- Article
When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation
By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
- 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
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.
- June 2024
- Module Note
Value Creation Potential of New Business Models
By: David J. Collis
A business model is composed of three elements. These describe a generic way of creating value and identify the maximum potential value of that model for customers. The elements of a business model are the “job to be done” for the customer, the asset configuration, or... View Details
Keywords: Business Model; Corporate Strategy; Mission and Purpose; Competitive Strategy; Value Creation
Collis, David J. "Value Creation Potential of New Business Models." Harvard Business School Module Note 724-491, June 2024.
- 01 Sep 2013
- News
HBS's Unique Economic Model
Rick Melnick Harvard Business School is renowned for educating leaders who make a difference in the world. Less well known is the economic model that enables HBS to do this—model that is unique in higher education. HBS is a living example... View Details
- November 2021 (Revised December 2021)
- Case
Praava Health: A New Model for Bangladesh
By: Michael Chu
Launched in Dhaka, Bangladesh, in 2018, Praava Health (‘Praava’) delivered high-quality in-clinic primary and specialist care, backed by its own high quality diagnostic laboratories, imaging and pharmacy. Praava was founder Sylvana Sinha’s response to what she saw as a... View Details
Keywords: Entrepreneurship; Health Care and Treatment; Investment Return; Mobile and Wireless Technology; Business Model; Growth and Development Strategy; Health Industry; Bangladesh; Asia
Chu, Michael. "Praava Health: A New Model for Bangladesh." Harvard Business School Case 322-067, November 2021. (Revised December 2021.)
- April 2021
- Article
Today's Surgeon Compensation Models Fall Short: Aligning Incentives to Create More Equitable and Value-based Compensation Models
By: Susanna Gallani, Mary Witkowski, Lauren Haskins, Haley Jeffcoat, Vinita Mujumdar and Frank Opelka
Modern medicine is undergoing a transformation that involves innovative surgical approaches, increased medical treatment options, clinical care pathways that require collaboration beyond hospital walls, and health data captured by electronic health records and other... View Details
Keywords: Physician Compensation; Surgeons; Health Care and Treatment; Business Model; Compensation and Benefits
Gallani, Susanna, Mary Witkowski, Lauren Haskins, Haley Jeffcoat, Vinita Mujumdar, and Frank Opelka. "Today's Surgeon Compensation Models Fall Short: Aligning Incentives to Create More Equitable and Value-based Compensation Models." Bulletin of the American College of Surgeons 106, no. 4 (April 2021): 33–39.
- 2008
- Working Paper
Minimally Altruistic Wages and Unemployment in a Matching Model
By: Julio J. Rotemberg
This paper presents a model in which firms recruit both unemployed and employed workers by posting vacancies. Firms act monopsonistically and set wages to retain their existing workers as well as to attract new ones. The model differs from Burdett and Mortensen (1998)... View Details
Rotemberg, Julio J. "Minimally Altruistic Wages and Unemployment in a Matching Model." NBER Working Paper Series, No. 13755, February 2008.
- 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
Bertini, Marco, and Oded Koenigsberg. "Competing on Customer Outcomes." MIT Sloan Management Review 62, no. 1 (Fall 2020).