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    • All HBS Web  (253)
      • Faculty Publications  (50)

      Technology DiffusionRemove Technology Diffusion →

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      • 2025
      • Working Paper

      Small Business Innovation Applied to National Needs

      By: Kyle Myers, Lauren Lanahan and Evan E. Johnson
      Small businesses have long supplied a disproportionate share of major innovations in the United States. We review a centerpiece policy on this topic: the U.S. Small Business Innovation Research (SBIR) program. We trace its legislative history and summarize program... View Details
      Keywords: Small Business; Innovation and Invention; Government Legislation; Entrepreneurial Finance; Business and Government Relations
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      Myers, Kyle, Lauren Lanahan, and Evan E. Johnson. "Small Business Innovation Applied to National Needs." Harvard Business School Working Paper, No. 25-062, June 2025.
      • 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.)
      • 2024
      • Working Paper

      The Value of AI Innovations

      By: Wilbur Xinyuan Chen, Terrence Tianshuo Shi and Suraj Srinivasan
      We study the value of AI innovations as it diffuses across general and application sectors, using the United States Patent and Trademark Office’s (USPTO) AI patent dataset. Investors value these innovations more than others, as AI patents exhibit a 9% value premium,... View Details
      Keywords: AI and Machine Learning; Valuation; Technological Innovation; Open Source Distribution; Patents; Policy; Knowledge Sharing; Technology Industry
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      Chen, Wilbur Xinyuan, Terrence Tianshuo Shi, and Suraj Srinivasan. "The Value of AI Innovations." Harvard Business School Working Paper, No. 24-069, May 2024.
      • July 2023 (Revised July 2023)
      • Background Note

      Generative AI Value Chain

      By: Andy Wu and Matt Higgins
      Generative AI refers to a type of artificial intelligence (AI) that can create new content (e.g., text, image, or audio) in response to a prompt from a user. ChatGPT, Bard, and Claude are examples of text generating AIs, and DALL-E, Midjourney, and Stable Diffusion are... View Details
      Keywords: AI; Artificial Intelligence; Model; Hardware; Data Centers; AI and Machine Learning; Applications and Software; Analytics and Data Science; Value
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      Wu, Andy, and Matt Higgins. "Generative AI Value Chain." Harvard Business School Background Note 724-355, July 2023. (Revised July 2023.)
      • 2022
      • Article

      Diffusing Management Practices within the Firm: The Role of Information Provision

      By: Michael J. Lenox and Michael W. Toffel
      Why are some firms more successful in adopting profitable environmental management practices than others? A key role of corporate managers is to encourage subsidiaries to adopt innovative practices. We examine the conditions under which corporate managers use... View Details
      Keywords: Environmental Strategy; Information Provision; Environmental Management; Knowledge Dissemination
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      Lenox, Michael J., and Michael W. Toffel. "Diffusing Management Practices within the Firm: The Role of Information Provision." Art. 5911. Special Issue on Competitive Sustainability: The Intersection of Sustainability and Business Success. Sustainability 14, no. 10 (2022).
      • 2022
      • Chapter

      Capitalism and the Environment

      By: Geoffrey Jones
      Capitalism drove the environmental decimation of the planet. The environment was seen as a free good, while the consequences of dirty industrial and agricultural processes were seen as external to the firm. Public policies largely allowed this to happen, as politicians... View Details
      Keywords: History; Environment; Sustainability; Capitalism; Ethics; Business History; Environmental Sustainability; Green Technology; Pollution; Climate Change
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      Jones, Geoffrey. "Capitalism and the Environment." Chap. 8 in Evolutions of Capitalism: Historical Perspectives: 1200–2000, edited by Catherine Casson and Philipp Robinson Rössner, 187–211. Bristol, United Kingdom: Bristol University Press, 2022.
      • March 2021
      • Article

      Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies

      By: Willy C. Shih
      Many new technologies are complex and embody high levels of technical sophistication, and applying them should require significant knowledge and experience. Yet, the rapid adoption and incorporation of these technologies into other innovations seems inconsistent with... View Details
      Keywords: Abstraction; Technological And Scientific Innovation; Technological Progress; Diffusion Of Innovation; Technology Adoption; Technological Innovation; Complexity; Information Technology; Strategy
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      Shih, Willy C. "Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies." Strategy Science 6, no. 1 (March 2021): 54–61. (ISSN 2333-2050 (print), ISSN 2333-2077 (online))
      • February 2021
      • Article

      Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

      By: Tommy Pan Fang, Andy Wu and David R. Clough
      Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details
      Keywords: Innovation Ecosystems; Technology Diffusion; Hackathon; Contagion; Software Applications; Software Development; Software Engineering; Technology Strategy; Technology Adoption; Technological Innovation; Information Infrastructure; Innovation Strategy; Digital Platforms; Network Effects; Applications and Software; Information Technology; Technology Industry; Technology Industry; Technology Industry; Technology Industry
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      Fang, Tommy Pan, Andy Wu, and David R. Clough. "Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence." Art. 1. Strategic Management Journal 42, no. 2 (February 2021): 233–272. (Lead article.)
      • January 2021
      • Article

      'Mobile'izing Agricultural Advice: Technology Adoption, Diffusion and Sustainability

      By: Shawn A. Cole and A. Nilesh Fernando
      We examine the role of management in agricultural productivity by evaluating a mobile-phone based agricultural advice service provided to farmers in India. Demand for advice is high, and advice changes practices, increasing yields in cumin (28%) and cotton (8.6% for a... View Details
      Keywords: Agricultural Extension; Informational Inefficiencies; Technology Adoption; Agribusiness; Information; Mobile Technology; India
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      Cole, Shawn A., and A. Nilesh Fernando. "'Mobile'izing Agricultural Advice: Technology Adoption, Diffusion and Sustainability." Economic Journal 131, no. 633 (January 2021): 192–219.
      • September 2020
      • Article

      Customer Supercharging in Experience-Centric Channels

      By: David R. Bell, Santiago Gallino and Antonio Moreno
      We conjecture that for online retailers, experience-centric offline store formats do not simply expand market coverage, but rather, serve to significantly amplify future positive customer behaviors, both online and offline. We term this phenomenon “supercharging” and... View Details
      Keywords: Retail Operations; Marketing-operations Interface; Omnichannel Retailing; Experience Attributes; Quasi-experimental Methods; Operations; Internet and the Web; Marketing Channels; Consumer Behavior; Retail Industry
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      Bell, David R., Santiago Gallino, and Antonio Moreno. "Customer Supercharging in Experience-Centric Channels." Management Science 66, no. 9 (September 2020).
      • May–June 2020
      • Article

      The Agenda for the Next Generation of Health Care Information Technology

      By: Thomas W. Feeley, Zachary Landman and Michael E. Porter
      As the diffusion of value-based health care efforts accelerates globally, the need for interoperable information technology systems that support value-based care is essential. Such systems are needed to facilitate dramatic improvements in patient outcomes and... View Details
      Keywords: Value-based Health Care; Health Care and Treatment; Information Technology; Integration; Performance Improvement; Performance Efficiency
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      Feeley, Thomas W., Zachary Landman, and Michael E. Porter. "The Agenda for the Next Generation of Health Care Information Technology." NEJM Catalyst Innovations in Care Delivery 1, no. 3 (May–June 2020).
      • February 2020
      • Technical Note

      Talent Management and the Future of Work

      By: William R. Kerr and Gorick Ng
      The nature of work is changing—and it is changing rapidly. Few days go by without industry giants such as Amazon and AT&T announcing plans to invest billions of dollars towards retraining nearly half of their respective workforces for jobs of the future. What changes... View Details
      Keywords: Human Resource Management; Human Capital Development; Human Resource Practices; Talent; Talent Acquisition; Talent Development; Talent Development And Retention; Talent Management; Talent Retention; Labor Flows; Labor Management; Labor Market; Strategy Development; Strategy Management; Strategy Execution; Strategy And Execution; Strategic Change; Transformations; Organization; Organization Alignment; Organization Design; Organizational Adaptation; Organizational Effectiveness; Management Challenges; Management Of Business And Political Risk; Change Leadership; Future Of Work; Future; Skills Gap; Skills Development; Skills; Offshoring And Outsourcing; Investment; Capital Allocation; Work; Work Culture; Work Force Management; Work/life Balance; Work/family Balance; Work-family Boundary Management; Workers; Worker Productivity; Worker Performance; Work Engagement; Work Environment; Work Environments; Productivity; Organization Culture; Soft Skills; Technology Management; Technological Change; Technological Change: Choices And Consequences; Technology Diffusion; Disruptive Technology; Global Business; Global; Workplace; Workplace Context; Workplace Culture; Workplace Wellness; Collaboration; Competencies; Productivity Gains; Digital; Digital Transition; Competitive Dynamics; Competitiveness; Competitive Strategy; Data Analytics; Data; Data Management; Data Strategy; Data Protection; Aging Society; Diversity; Diversity Management; Millennials; Communication Complexity; Communication Technologies; International Business; Work Sharing; Global Competitiveness; Global Corporate Cultures; Intellectual Property; Intellectual Property Management; Intellectual Property Protection; Intellectual Capital And Property Issues; Globalization Of Supply Chain; Inequality; Recruiting; Hiring; Hiring Of Employees; Training; Job Cuts And Outsourcing; Job Performance; Job Search; Job Design; Job Satisfaction; Jobs; Employee Engagement; Employee Attitude; Employee Benefits; Employee Compensation; Employee Fairness; Employee Relationship Management; Employee Retention; Employee Selection; Employee Motivation; Employee Feedback; Employee Coordination; Employee Performance Management; Employee Socialization; Process Improvement; Application Performance Management; Stigma; Institutional Change; Candidates; Digital Enterprise; Cultural Adaptation; Cultural Change; Cultural Diversity; Cultural Context; Cultural Strategies; Cultural Psychology; Cultural Reform; Performance; Performance Effectiveness; Performance Management; Performance Evaluation; Performance Appraisal; Performance Feedback; Performance Measurement; Performance Metrics; Performance Measures; Performance Efficiency; Efficiency; Performance Analysis; Performance Appraisals; Performance Improvement; Automation; Artificial Intelligence; Technology Companies; Managerial Processes; Skilled Migration; Assessment; Human Resources; Management; Human Capital; Talent and Talent Management; Retention; Demographics; Labor; Strategy; Change; Change Management; Transformation; Organizational Change and Adaptation; Organizational Culture; Working Conditions; Information Technology; Technology Adoption; Disruption; Economy; Competition; Globalization; AI and Machine Learning; Digital Transformation
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      Kerr, William R., and Gorick Ng. "Talent Management and the Future of Work." Harvard Business School Technical Note 820-084, February 2020.
      • 2024
      • Working Paper

      Coronary Artery Bypass Grafting—Impossible to Routine: Case Histories of Transformational Advances

      By: Amar Bhidé, Srikant M. Datar and Fabio Villa
      We describe how Coronary Artery Bypass Grafting (CABG, or more popularly, “bypass”) operations revolutionized the treatment of coronary disease (that can produce fatal heart attacks and debilitating angina). Specifically, we chronicle the: 1) development of the... View Details
      Keywords: Health Care and Treatment; Technological Innovation; Innovation Strategy; Technology Adoption; Collaborative Innovation and Invention; Innovation and Invention; Governing Rules, Regulations, and Reforms
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      Bhidé, Amar, Srikant M. Datar, and Fabio Villa. "Coronary Artery Bypass Grafting—Impossible to Routine: Case Histories of Transformational Advances." Harvard Business School Working Paper, No. 20-010, July 2019. (Revised May 2024.)
      • 2019
      • Article

      Big Data

      By: John A. Deighton
      Big data is defined and distinguished from a mere moment in the “ancient quest to measure.” Specific discontinuities in the practice of information science are identified that, the paper argues, have large consequences for the social order. The infrastructure that runs... View Details
      Keywords: Big Data; Digital Infrastructure; Privacy; Algorithm; Data Generators; Marketplace Icon; Analytics and Data Science; Infrastructure; Power and Influence; Society
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      Deighton, John A. "Big Data." Consumption, Markets & Culture 22, no. 1 (2019): 68–73.
      • 2018
      • Working Paper

      Ratcheting, Competition, and the Diffusion of Technological Change: The Case of Televisions Under an Energy Efficiency Program

      By: Tomomichi Amano and Hiroshi Ohashi
      In differentiated goods markets with societal implications, quality standards are commonly implemented to avoid the under-provision of innovation. Firms have clear incentives to engage in strategic behavior because policymakers use market outcomes as a benchmark in... View Details
      Keywords: Product Differentiation; Energy Efficiency Standards; Ratcheting; Diffusion Of Innovation; Technological Innovation; Competition; Quality; Governing Rules, Regulations, and Reforms; Policy
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      Amano, Tomomichi, and Hiroshi Ohashi. "Ratcheting, Competition, and the Diffusion of Technological Change: The Case of Televisions Under an Energy Efficiency Program." Harvard Business School Working Paper, No. 19-021, September 2018.
      • February 2018
      • Article

      Heterogeneous Technology Diffusion and Ricardian Trade Patterns

      By: William R. Kerr
      This study tests the importance of Ricardian technology differences for international trade. The empirical analysis has three comparative advantages: including emerging and advanced economies, isolating panel variation regarding the link between productivity and... View Details
      Keywords: Exports; Comparative Advantage; Technological Transfer; Innovation; Networks; Patents; Residency; Technology Adoption; Trade; Research and Development; Immigration; United States
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      Kerr, William R. "Heterogeneous Technology Diffusion and Ricardian Trade Patterns." World Bank Economic Review 32, no. 1 (February 2018): 163–182.
      • 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.
      • Summer 2016
      • Article

      Open Content, Linus' Law, and Neutral Point of View

      By: Shane Greenstein and Feng Zhu
      The diffusion of the Internet and digital technologies has enabled many organizations to use the open-content production model to produce and disseminate knowledge. While several prior studies have shown that the open-content production model can lead to high-quality... View Details
      Keywords: Prejudice and Bias; Internet and the Web; Balance and Stability; Operations; Knowledge Management; Knowledge Dissemination
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      Greenstein, Shane, and Feng Zhu. "Open Content, Linus' Law, and Neutral Point of View." Information Systems Research 27, no. 3 (September 2016): 618–635.
      • April 2016
      • Teaching Note

      Cree Inc.: Introducing the LED Light Bulb

      By: John Gourville and Michael Norris
      This case is taught as part of the first year required marketing course in the Harvard Business School's MBA program. This course is built around the "Four Ps," with modules focusing on product, promotion, place, and pricing. The Cree case is used in the product policy... View Details
      Keywords: Lighting Industry; Marketing; Pricing; Promotion; Technological Innovation; Energy Conservation; Product Marketing; Consumer Products Industry; Energy Industry
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      Gourville, John, and Michael Norris. "Cree Inc.: Introducing the LED Light Bulb." Harvard Business School Teaching Note 516-043, April 2016.
      • April 2016
      • Teaching Note

      IBM and the Reinvention of High School (C): Toward P-TECH's Rapid National Expansion

      By: Rosabeth Moss Kanter and Kelsi Stine-Rowe
      Teaching Note for HBS Case No. 316-130. This Teaching Note accompanies the third case in a 3-case series on P-TECH and the Reinvention of High School. The case focuses on the development and early diffusion of organizational innovation—how to create pilot projects for... View Details
      Keywords: IBM; P-TECH; Stanley Litow; Robin Wilner; Cuomo; Scaling; Innovation; New York State; New York City; Business Model; Innovation Strategy; Innovation Leadership; Education; Business and Community Relations; Change; Technology Industry; New York (state, US); New York (city, NY)
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      Kanter, Rosabeth Moss, and Kelsi Stine-Rowe. "IBM and the Reinvention of High School (C): Toward P-TECH's Rapid National Expansion." Harvard Business School Teaching Note 316-172, April 2016.
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