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  • All HBS Web  (6,868)
    • People  (19)
    • News  (1,429)
    • Research  (4,084)
    • Events  (42)
    • Multimedia  (39)
  • Faculty Publications  (2,258)
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  • 2025
  • Working Paper

New Product Diffusion Within Retailers: The Effect of Managerial Quality on Rollout

By: Tomomichi Amano and Jorge Tamayo
Retailers are key intermediaries through which consumers encounter innovation in the form of new products. How are these products rolled out within retailers? We observe significant variation in the availability of new products across stores in a large retail chain in... View Details
Keywords: Managerial Quality; Firm Performance; Diffusion Of Innovation; New Product Rollout; Retailing; Distribution Channels; Product Launch; Management Skills; Retail Industry; Colombia
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Amano, Tomomichi, and Jorge Tamayo. "New Product Diffusion Within Retailers: The Effect of Managerial Quality on Rollout." Harvard Business School Working Paper, No. 25-041, February 2025.
  • August 2014
  • Case

Four Products: Predicting Diffusion (2014)

By: John Gourville
An updated "Four Products" case. This 2014 version includes: raw lobster meat, electric-powered Formula One race cars, a 3D printer for cosmetics, and a "smart" tennis racket. These four products form the basis to assess the drivers of new product adoption. In... View Details
Keywords: Product Diffusion; Innovation and Invention; Product Launch; Marketing; Demand and Consumers; Technology Adoption
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Gourville, John. "Four Products: Predicting Diffusion (2014)." Harvard Business School Case 515-023, August 2014.
  • May 2017
  • Case

Four Products: Predicting Diffusion (2017)

By: John Gourville
One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
Keywords: Diffusion Processes; Product Adoption; Forecasting and Prediction; Product; Product Launch; Marketing
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Gourville, John. "Four Products: Predicting Diffusion (2017)." Harvard Business School Case 517-121, May 2017.
  • July 2019
  • Case

Four Products: Predicting Diffusion (2019)

By: John Gourville
One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
Keywords: Diffusion Processes; Product Adoption; Marketing; Forecasting and Prediction; Demand and Consumers; Product; Adoption; Product Launch
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Gourville, John. "Four Products: Predicting Diffusion (2019)." Harvard Business School Case 520-012, July 2019.
  • August 2018
  • Case

Four Products: Predicting Diffusion (2018)

By: John Gourville
One job of product managers, marketers, strategic planners, and other corporate executives is to predict what the demand will be for a new product. This task is easier for certain classes of new products than for others. For new consumer package goods, for instance,... View Details
Keywords: Diffusion Processes; Product Adoption; Marketing; Forecasting and Prediction; Demand and Consumers; Adoption; Product Launch
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Gourville, John. "Four Products: Predicting Diffusion (2018)." Harvard Business School Case 519-018, August 2018.
  • 2018
  • Working Paper

Quantile Forecasts of Product Life Cycles Using Exponential Smoothing.

By: Xiaojia Guo, Kenneth C. Lichtendahl Jr. and Yael Grushka-Cockayne
We introduce an exponential smoothing model that a manager can use to forecast the demand of a new product or service. The model has five features that make it suitable for accurately forecasting product life cycles at scale. First, the trend in our model follows the... View Details
Keywords: New Product Development; Demand Forecasting; Product Adoption; Innovation Diffusion; Product Development; Demand and Consumers; Forecasting and Prediction; Adoption
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Guo, Xiaojia, Kenneth C. Lichtendahl Jr., and Yael Grushka-Cockayne. "Quantile Forecasts of Product Life Cycles Using Exponential Smoothing." Harvard Business School Working Paper, No. 19-038, October 2018. (Darden Business School Working Paper, No. 2805244, July 2016.)
  • 22 May 2007
  • Working Paper Summaries

The Speed of New Ideas: Trust, Institutions and the Diffusion of New Products

Keywords: by Felix Oberholzer-Gee & Joel Waldfogel
  • Summer 2018
  • Article

Scale versus Scope in the Diffusion of New Technology: Evidence from the Farm Tractor

By: Daniel P. Gross
Although tractors are now used in nearly every agricultural field operation and in the production of nearly all crops, they first developed with much more limited application. Early diffusion was accordingly rapid in these narrower applications but limited in scope... View Details
Keywords: Technology Diffusion; Spatial Technology Diffusion; Farm Tractors; R&D; General-purpose Technologies; Technology Adoption; Agribusiness; Transportation; Research and Development; Agriculture and Agribusiness Industry; United States
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Gross, Daniel P. "Scale versus Scope in the Diffusion of New Technology: Evidence from the Farm Tractor." RAND Journal of Economics 49, no. 2 (Summer 2018): 427–452.
  • 2016
  • Book

Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services

By: Elie Ofek, Eitan Muller and Barak Libai
This book bridges the gap between what academics know, and what innovation stakeholders—from managers, to investors, to analysts, to consumers—need to know about how new products and services are expected to perform in the marketplace. The book develops a compelling... View Details
Keywords: Innovation; Technology Diffusion; New Products; Customer Lifetime Value; Monetization Strategy; Social Influence; Innovation Adoption; Forecasting Demand; Commercialization; Marketing Strategy; Practice; Customer Value and Value Chain; Research; Innovation and Management; Technology Adoption; Forecasting and Prediction; Product Development
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Ofek, Elie, Eitan Muller, and Barak Libai. Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services. University of Chicago Press, 2016.
  • May 2025
  • Article

The Diffusion of New Technologies

By: Aakash Kalyani, Marcela Carvalho, Nicholas Bloom, Tarek Hassan, Josh Lerner and Ahmed Tahoun
We identify phrases associated with novel technologies using textual analysis of patents, job postings, and earnings calls, enabling us to identify four stylized facts on the diffusion of jobs relating to new technologies. First, the development of economically... View Details
Keywords: Technology; Geography; Innovation; R&D; Technological Innovation; Research and Development; Employment; Geographic Location
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Kalyani, Aakash, Marcela Carvalho, Nicholas Bloom, Tarek Hassan, Josh Lerner, and Ahmed Tahoun. "The Diffusion of New Technologies." Quarterly Journal of Economics 140, no. 2 (May 2025): 1299–1365. (Earlier version distributed as National Bureau of Economic Research Working Paper No. 28999 and Harvard Business School Working Paper No. 21-114. Related discussion published as “How Disruptive Technologies Diffuse,” VoxEU, 2021.)
  • April 2010 (Revised November 2011)
  • Case

Soren Chemical: Why Is the New Swimming Pool Product Sinking?

By: V. Kasturi Rangan and Sunru Yong
Topics include distribution channels, pricing, and new product marketing. Jen Moritz, the marketing manager for Soren Chemical Co. is struggling with the poor sales performance of Coracle, a new clarifier for residential swimming pools. The performance is puzzling... View Details
Keywords: Marketing Mix; New Product Marketing; Pricing; Branding; Price; Marketing Strategy; Marketing Channels; Product Launch; Brands and Branding; Communication Strategy; Chemical Industry
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Rangan, V. Kasturi, and Sunru Yong. "Soren Chemical: Why Is the New Swimming Pool Product Sinking?" Harvard Business School Brief Case 104-188, April 2010. (Revised November 2011.)
  • 2007
  • Working Paper

The Speed of New Ideas: Trust, Institutions and the Diffusion of New Products

By: Felix Oberholzer-Gee and Victor Calanog
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Oberholzer-Gee, Felix, and Victor Calanog. "The Speed of New Ideas: Trust, Institutions and the Diffusion of New Products." Harvard Business School Working Paper, No. 07-063, April 2007.
  • April 2010
  • Teaching Note

Four Products (2008): Predicting Diffusion (TN)

By: John T. Gourville
Teaching Note for 508103. View Details
Keywords: Forecasting and Prediction; Marketing; Innovation and Invention; Demand and Consumers
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Gourville, John T. "Four Products (2008): Predicting Diffusion (TN)." Harvard Business School Teaching Note 510-113, April 2010.
  • June 2023
  • Article

How New Ideas Diffuse in Science

By: Mengjie Cheng, Daniel Scott Smith, Xiang Ren, Hancheng Cao, Sanne Smith and Daniel A. McFarland
What conditions help new ideas spread? Can knowledge entrepreneurs’ position and develop new ideas in ways that help them take off? Most innovation research focuses on products and their reference. That focus ignores the ideas themselves and the broader ideational... View Details
Keywords: Innovation Adoption; Natural Language Processing; Knowledge; Science; Innovation and Invention; Knowledge Sharing; Analytics and Data Science
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Cheng, Mengjie, Daniel Scott Smith, Xiang Ren, Hancheng Cao, Sanne Smith, and Daniel A. McFarland. "How New Ideas Diffuse in Science." American Sociological Review 88, no. 3 (June 2023): 522–561.
  • 2022
  • Working Paper

Responding Strategically to Competitors' Failures: Evidence from Medical Device Recalls & New Product Submissions

By: George P. Ball, Jeffrey T. Macher and Ariel Dora Stern
Medical device firms operate at the frontiers of innovation. When functioning properly, innovative medical devices can prolong and improve lives; when malfunctioning, the same devices may harm patients and lead to product recalls. Product recalls create significant... View Details
Keywords: New Product Development; Recalls; Product Failures; Medical Devices; FDA; Health Care; Product Development; Product; Failure; Competition; Opportunities; Medical Devices and Supplies Industry
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Ball, George P., Jeffrey T. Macher, and Ariel Dora Stern. "Responding Strategically to Competitors' Failures: Evidence from Medical Device Recalls & New Product Submissions." Harvard Business School Working Paper, No. 19-028, September 2018. (Revised March 2022.)
  • November 2001 (Revised September 2002)
  • Case

Four Products: Predicting Diffusion

By: John T. Gourville
One of the critical tasks in the marketing of new innovations is predicting demand and rates of diffusion for those products. Focuses on four innovative products from different domains. Although one can speculate on the scope and rate of diffusion for each of these... View Details
Keywords: Forecasting and Prediction; Innovation and Invention; Product Launch; Demand and Consumers; Technology Adoption
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Gourville, John T. "Four Products: Predicting Diffusion." Harvard Business School Case 502-045, November 2001. (Revised September 2002.)
  • April 2010 (Revised November 2011)
  • Teaching Note

Soren Chemical: Why is the New Swimming Pool Product Sinking (Brief Case)

By: V. Kasturi Rangan and Sunru Yong
Teaching Note for 4190 View Details
Keywords: Marketing Mix; New Product Marketing; Pricing; Branding; Marketing Strategy; Price; Marketing Channels; Product Launch; Brands and Branding; Communication Strategy
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Rangan, V. Kasturi, and Sunru Yong. "Soren Chemical: Why is the New Swimming Pool Product Sinking (Brief Case)." Harvard Business School Teaching Note 104-190, April 2010. (Revised November 2011.)
  • January 2006 (Revised August 2006)
  • Case

Four Products: Predicting Diffusion (2006)

By: John T. Gourville
One of the critical tasks in the marketing of new innovations is predicting demand and rates of diffusion for those products. Focuses on four innovative products from different domains. Although one can speculate on the scope and rate of diffusion for each of these... View Details
Keywords: Forecasting and Prediction; Innovation and Invention; Product Launch; Demand and Consumers; Technology Adoption
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Gourville, John T. "Four Products: Predicting Diffusion (2006)." Harvard Business School Case 506-050, January 2006. (Revised August 2006.)
  • 18 Nov 2014
  • Working Paper Summaries

Financial Development and Technology Diffusion

Keywords: by Diego Comin & Ramana Nanda
  • April 2010 (Revised November 2011)
  • Supplement

Soren Chemical: Why is the New Swimming Pool Product Sinking? Spreadsheet Supplement (Brief Case)

By: V. Kasturi Rangan and Sunru Yong
Keywords: Marketing Mix; New Product Marketing; Pricing; Branding; Price; Marketing Strategy; Marketing Channels; Product Launch; Brands and Branding; Communication Strategy
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Rangan, V. Kasturi, and Sunru Yong. "Soren Chemical: Why is the New Swimming Pool Product Sinking? Spreadsheet Supplement (Brief Case)." Harvard Business School Spreadsheet Supplement 104-191, April 2010. (Revised November 2011.)
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