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      • Faculty Publications  (50)

      Technology ClustersRemove Technology Clusters →

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      • October 2024
      • Case

      Parexel: Scaling Up and Industry Dynamics

      By: Regina E. Herzlinger and Ben Creo
      Through the lens of biopharmaceutical contract research organization (CRO) PAREXEL, this case traces the evolution of the firm as it reinvents itself in response to the transformation of the CRO sector from a small, secondary cluster of firms into a major player with... View Details
      Keywords: Research; Innovation and Invention; Business Model; Transformation; Globalization; Information Technology; Competitive Advantage; Pharmaceutical Industry
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      Herzlinger, Regina E., and Ben Creo. "Parexel: Scaling Up and Industry Dynamics." Harvard Business School Case 325-046, October 2024.
      • January 2024
      • Case

      Fusion Industry Association: Igniting the Future of Clean Energy

      By: Joshua Lev Krieger, Jim Matheson, Kyle R. Myers and Henry Tao
      Fusion energy is evolving from a scientific idea to a commercial possibility, drawing large investments and regulatory discussions; how should the FIA navigate this evolution?

      The Fusion Industry Association (FIA) is at the forefront of transforming fusion... View Details
      Keywords: Science-Based Business; Engineering; Venture Capital; Entrepreneurship; Government and Politics; Government Legislation; Industry Clusters; Industry Growth; Industry Structures; Technological Innovation; Energy Industry; United States
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      Krieger, Joshua Lev, Jim Matheson, Kyle R. Myers, and Henry Tao. "Fusion Industry Association: Igniting the Future of Clean Energy." Harvard Business School Case 624-064, January 2024.
      • March–April 2023
      • Article

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
      Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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      Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
      • February 2023
      • Article

      National Models of Climate Governance Among Major Emitters

      By: Johnathan Guy, Esther Shears and Jonas Meckling
      National climate institutions structure the process of climate mitigation policymaking and shape climate policy ambition and performance. Countries have, for example, been building science bodies, passing climate laws and creating new agencies. Here we provide the... View Details
      Keywords: Environmental Regulation; Policy; Analytics and Data Science; Climate Change
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      Guy, Johnathan, Esther Shears, and Jonas Meckling. "National Models of Climate Governance Among Major Emitters." Nature Climate Change 13, no. 2 (February 2023): 189–195.
      • January 2023
      • Article

      Firm-Induced Migration Paths and Strategic Human-Capital Outcomes

      By: Prithwiraj (Raj) Choudhury, Tarun Khanna and Victoria Sevcenko
      Firm-induced migration typically entails firms relocating workers to fill value-creating positions at destination locations. But such relocated workers are often exposed to external employment opportunities at their destinations, possibly triggering turnover. We... View Details
      Keywords: Worker Relocation; Turnover; Firm-induced Migration; Smaller Towns; Employee Mobility; Geographic Mobility; Migration; Clusters; Employees; Geographic Location; Performance; Opportunities; Retention; Human Capital; Talent and Talent Management
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      Choudhury, Prithwiraj (Raj), Tarun Khanna, and Victoria Sevcenko. "Firm-Induced Migration Paths and Strategic Human-Capital Outcomes." Management Science 69, no. 1 (January 2023): 419–445.
      • March 2022 (Revised April 2023)
      • Case

      Pittsburgh: A Successful City?

      By: Karen Mills, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck and Zeke Gillman
      Pittsburgh, PA, was once the crown jewel of American heavy industry. During the 19th and 20th centuries, the city was an undisputed leader in steel production, boasting some of the largest companies and wealthiest individuals in the world. Its abundance of... View Details
      Keywords: Economic And Social Disparities; Economic Development; Local Economic Development; Contextual Intelligence; Contextual Knowledge; Context; City Growth; City Innovation; City Leadership; Pittsburgh; Local Government; Local Stakeholders; Business And Community; Business And Community Relations; Community Engagement; Community Relations; Cross-sector Collaboration; Innovation; Innovation Economy; Innovation Clusters; Innovation Ecosystems; Shared Prosperity; Equality Of Opportunity; Equity; Inclusion; Business And Government; Business & Government Relations; Business And Government Relations; Business And Society; Neighborhoods; Race And Ethnicity; Innovation & Entrepreneurship; Diversity; Ethnicity; Race; Household; Income; Economic Growth; Economic Sectors; Economics; Local Range; Urban Development; Urban Scope; City; Cross-Cultural and Cross-Border Issues; Government and Politics; Government Administration; Growth and Development; History; Leadership; Goals and Objectives; Philanthropy and Charitable Giving; Society; Civil Society or Community; Culture; Human Needs; Public Opinion; Public Sector; Social Issues; Poverty; Equality and Inequality; Technology Industry; Technology Industry; Technology Industry; Technology Industry; Technology Industry; United States; Pittsburgh; Pennsylvania
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      Mills, Karen, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck, and Zeke Gillman. "Pittsburgh: A Successful City?" Harvard Business School Case 322-080, March 2022. (Revised April 2023.)
      • March 2022
      • Article

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Clusters; Invention; Agglomeration; Artificial Intelligence; Innovation and Invention; Patents; Applications and Software; Industry Clusters; AI and Machine Learning
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Art. 104418. Research Policy 51, no. 2 (March 2022).
      • Article

      How NFTs Create Value

      By: Steve Kaczynski and Scott Duke Kominers
      How much could a cluster of pixels possibly be worth? More pointedly, why is it worth anything at all? The explosion of NFTs and their accompanying marketplaces have left many baffled, incredulous, and deeply skeptical. But while NFTs may be fetching eye-popping,... View Details
      Keywords: Technological And Scientific Innovation; Crypto Economy; Blockchain; Technological Innovation; Currency; Technology Adoption; Digital Transformation
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      Kaczynski, Steve, and Scott Duke Kominers. "How NFTs Create Value." Harvard Business Review Digital Articles (November 10, 2021).
      • 2021
      • Working Paper

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Invention; Innovation; Artificial Intelligence; Clusters; Agglomeration; Innovation and Invention; Patents; Applications and Software; Industry Clusters; United States
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Harvard Business School Working Paper, No. 22-027, October 2021. (NBER Working Paper Series, No. 29456, November 2021.)
      • Summer 2020
      • Article

      Tech Clusters

      By: William R. Kerr and Frederic Robert-Nicoud
      Tech clusters like Silicon Valley play a central role for modern innovation, business competitiveness, and economic performance. This paper reviews what constitutes a tech cluster, how they function internally, and the degree to which policy makers can purposefully... View Details
      Keywords: Clusters; Agglomeration; Innovation; Industry Clusters; Innovation and Invention; Entrepreneurship; Patents
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      Kerr, William R., and Frederic Robert-Nicoud. "Tech Clusters." Journal of Economic Perspectives 34, no. 3 (Summer 2020): 50–76.
      • 2020
      • Working Paper

      Tech Clusters

      By: William R. Kerr and Frederic Robert-Nicoud
      Tech clusters like Silicon Valley play a central role for modern innovation, business competitiveness, and economic performance. This paper reviews what constitutes a tech cluster, how they function internally, and the degree to which policy makers can purposefully... View Details
      Keywords: Clusters; Agglomeration; Innovation; Industry Clusters; Innovation and Invention; Entrepreneurship; Patents
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      Kerr, William R., and Frederic Robert-Nicoud. "Tech Clusters." Harvard Business School Working Paper, No. 20-063, November 2019. (Revised June 2020.)
      • 2019
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 9 Organizing to Rationalize

      By: Carliss Y. Baldwin
      The purpose of this chapter is to explain what the technologies of flow production with stochastic bottlenecks require and reward in organizations. I argue that organizations successfully implementing these technologies are likely to have unified governance and... View Details
      Keywords: Information Technology; Organizational Design; Management Teams; Business History
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 9 Organizing to Rationalize." Harvard Business School Working Paper, No. 20-033, September 2019.
      • 2019
      • Chapter

      Location Fundamentals, Agglomeration Economies, and the Geography of Multinational Firms

      By: Laura Alfaro and Maggie Xiaoyang Chen
      Multinationals exhibit distinct agglomeration patterns, which have transformed the global landscape of industrial production (Alfaro and Chen, 2014). Using a unique worldwide plant-level dataset that reports detailed location, ownership, and operation information for... View Details
      Keywords: Multinational Firm; Economic Geography; Agglomeration; Location Fundamentals; Agglomeration Economies; Multinational Firms and Management; Geographic Location; Industry Clusters; Economics
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      Alfaro, Laura, and Maggie Xiaoyang Chen. "Location Fundamentals, Agglomeration Economies, and the Geography of Multinational Firms." Chap. 10 in The Oxford Handbook of Structural Transformation, edited by Célestin Monga and Justin Yifu Lin. Oxford University Press, 2019.
      • 2018
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 5 Complementarity

      By: Carliss Y. Baldwin
      The purpose of this chapter is to relate the theory of task networks and technology set forth in previous chapters to theories of firm boundaries from economics and management. Complementary goods have more value when used together than separately. Complementarity may... View Details
      Keywords: Complementarity
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 5 Complementarity." Harvard Business School Working Paper, No. 19-036, October 2018.
      • August 2018 (Revised April 2019)
      • Case

      Chateau Winery (A): Unsupervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details
      Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
      • August 2018 (Revised April 2019)
      • Supplement

      Chateau Winery (B): Supervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those... View Details
      Keywords: Data Science; Clustering; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (B): Supervised Learning." Harvard Business School Supplement 119-024, August 2018. (Revised April 2019.)
      • March 2018
      • Article

      Global Business over Time

      By: Geoffrey Jones
      This article explores how business enterprises have been powerful actors in the spread of global capitalism between 1840 and the present day. It also shows how global firms, emerging out of industrialized Western economies, created and co-created markets and ecosystems... View Details
      Keywords: Global; Multinational; Business History; Globalization; Globalized Firms and Management; Globalized Markets and Industries; Economic Systems
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      Jones, Geoffrey. "Global Business over Time." Keiei ronshū [Meiji Business Review] 65, no. 1 (March 2018): 1–26.
      • 2017
      • Chapter

      Entrepreneurship, Policy, and the Geography of Wind Energy

      By: Geoffrey Jones
      This study examines the geography of the global wind energy industry before 2000. Between 1980 and 2000, the global generating capacity of wind power grew from 13 megawatts to 17,400 megawatts, but two-thirds of that capacity was in Denmark, Germany, Spain, and the... View Details
      Keywords: Wind Power; Business And Government; Renewable Energy; Entrepreneurship; Geography; Business and Government Relations; Policy; Business History; Green Technology Industry; Green Technology Industry; Asia; Europe; United States
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      Jones, Geoffrey. "Entrepreneurship, Policy, and the Geography of Wind Energy." Chap. 12 in Green Capitalism? Business and the Environment in the Twentieth Century, edited by Hartmut Berghoff and Adam Rome, 206–231. Hagley Perspectives on Business and Culture. Philadelphia, PA: University of Pennsylvania Press, 2017.
      • May 2016 (Revised April 2019)
      • Case

      Olivia Lum: Wanting to Save the World

      By: Geoffrey Jones and Essie Alamsyah
      This case considers the entrepreneurial career of Olivia Lum, who founded the Singaporean water company Hyflux in 1989. An orphan born in Malaysia, Lum provides a rare case of an entrepreneurial success in a country whose economic success has primarily rested on... View Details
      Keywords: Industrial Organization; Chinitz; Agglomeration; Clusters; Cities; Mine; Environmental Management; Operations Management; Sustainable Operations; Environmental Regulation; Entrepreneurship; Globalization; History; Operations; Management; Environmental Sustainability; Green Technology Industry; Green Technology Industry; China; Singapore
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      Jones, Geoffrey, and Essie Alamsyah. "Olivia Lum: Wanting to Save the World." Harvard Business School Case 316-178, May 2016. (Revised April 2019.)
      • October 2015
      • Article

      Agglomerative Forces and Cluster Shapes

      By: William R. Kerr and Scott Duke Kominers
      We model spatial clusters of similar firms. Our model highlights how agglomerative forces lead to localized, individual connections among firms, while interaction costs generate a defined distance over which attraction forces operate. Overlapping firm interactions... View Details
      Keywords: Agglomeration; Clusters; Industrial Organization; Silicon Valley; Technology Flows; Patents; Networks; Information Technology; Industry Clusters; Entrepreneurship; California
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      Kerr, William R., and Scott Duke Kominers. "Agglomerative Forces and Cluster Shapes." Review of Economics and Statistics 97, no. 4 (October 2015): 877–899.
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