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      • Faculty Publications  (178)

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      • February 2021
      • Background Note

      Jobs to Be Done: A Toolbox

      By: Derek C. M. van Bever, Bob Moesta, Iuliana Mogosanu, Shaye Roseman and Katie Zandbergen
      The Jobs to Be Done methodology is both a theory and a practical approach for understanding customer behavior and why people make the choices they make. Many practitioners, whether they work for startups or incumbent businesses, find Jobs to Be Done useful because it... View Details
      Keywords: Customer Value and Value Chain; Decision Choices and Conditions; Knowledge Acquisition; Attitudes; Perception; Theory; Behavior; Customer Relationship Management
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      van Bever, Derek C. M., Bob Moesta, Iuliana Mogosanu, Shaye Roseman, and Katie Zandbergen. "Jobs to Be Done: A Toolbox." Harvard Business School Background Note 321-095, February 2021.
      • February 2021
      • Case

      Digital Manufacturing at Amgen

      By: Shane Greenstein, Kyle R. Myers and Sarah Mehta
      This case discusses efforts made by biotechnology (biotech) company Amgen to introduce digital technologies into its manufacturing processes. Doing so is complicated by the fact that the process for manufacturing biologics—or therapeutics made from living cells—is... View Details
      Keywords: Digital Technologies; Change; Change Management; Decision Making; Cost vs Benefits; Decisions; Information; Analytics and Data Science; Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Jobs and Positions; Knowledge; Leadership; Organizational Culture; Science; Strategy; Information Technology; Technology Adoption; Biotechnology Industry; Pharmaceutical Industry; United States; California; Puerto Rico; Rhode Island
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      Greenstein, Shane, Kyle R. Myers, and Sarah Mehta. "Digital Manufacturing at Amgen." Harvard Business School Case 621-008, February 2021.
      • 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; Computer Industry; Information Technology Industry; Video Game 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
      • Case

      Anodot: Autonomous Business Monitoring

      By: Antonio Moreno and Danielle Golan
      Autonomous business monitoring platform Anodot leveraged machine learning to provide real-time alerts regarding business anomalies. Anodot’s solution was used in various industries in order to primarily monitor business health, such as revenue and payments, product... View Details
      Keywords: Digital Platforms; Internet and the Web; Knowledge Sharing; Information Management; Sales; Value Creation; Product Positioning; Israel
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      Moreno, Antonio, and Danielle Golan. "Anodot: Autonomous Business Monitoring." Harvard Business School Case 621-084, January 2021.
      • December 2020 (Revised April 2021)
      • Case

      IBM Watson at MD Anderson Cancer Center

      By: Shane Greenstein, Mel Martin and Sarkis Agaian
      After discovering that their cancer diagnostic tool, designed to leverage the cloud computing power of IBM Watson, needed greater integration into the clinical processes at the MD Anderson Cancer Center, the development team had difficult choices to make. The Oncology... View Details
      Keywords: Decision Making; Innovation Strategy; Knowledge Management; Knowledge Use and Leverage; Operations; Failure; Information Technology; Applications and Software; Health Care and Treatment; Product Development; Health Industry; Information Technology Industry; Technology Industry; United States; Houston; Texas
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      Greenstein, Shane, Mel Martin, and Sarkis Agaian. "IBM Watson at MD Anderson Cancer Center." Harvard Business School Case 621-022, December 2020. (Revised April 2021.)
      • Article

      Soul and Machine (Learning)

      By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
      Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to... View Details
      Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing; Applications and Software
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      Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
      • November–December 2020
      • Article

      Our Work-from-Anywhere Future

      By: Prithwiraj Choudhury
      The pandemic has hastened a rise in remote working for knowledge-based organizations. This has notable benefits: Companies can save on real estate costs, hire and utilize talent globally, mitigate immigration issues, and experience productivity gains, while workers can... View Details
      Keywords: Remote Work; Best Practices; Employment; Health Pandemics; Geographic Location; Opportunities; Problems and Challenges
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      Choudhury, Prithwiraj. "Our Work-from-Anywhere Future." Harvard Business Review 98, no. 6 (November–December 2020).
      • August 2020
      • Article

      Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation

      By: Prithwiraj Choudhury, Evan Starr and Rajshree Agarwal
      The use of machine learning (ML) for productivity in the knowledge economy requires considerations of important biases that may arise from ML predictions. We define a new source of bias related to incompleteness in real time inputs, which may result from strategic... View Details
      Keywords: Machine Learning; Bias; Human Capital; Management; Strategy
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      Choudhury, Prithwiraj, Evan Starr, and Rajshree Agarwal. "Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation." Strategic Management Journal 41, no. 8 (August 2020): 1381–1411.
      • August 2020
      • Article

      Workplace Knowledge Flows

      By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
      We conducted a field experiment in a sales firm to test whether improving knowledge flows between coworkers affects productivity. Our design allows us to compare different management practices and to isolate whether frictions to knowledge transmission primarily reside... View Details
      Keywords: Knowledge Sharing; Interpersonal Communication; Employees; Performance Productivity; Sales; Motivation and Incentives
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      Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Workplace Knowledge Flows." Quarterly Journal of Economics 135, no. 3 (August 2020): 1635–1680.
      • 2020
      • Working Paper

      Scientific Production: An Exploration into Organization, Resource Allocation, and Funding

      By: Jerry Thursby, Marie Thursby, Karim R. Lakhani, Kyle R. Myers, Nina Cohodes, Sarah Bratt, Dennis Byrski, Hannah Cohoon and Maria Roche
      Production of scientific knowledge is core to civilizational advancement in economic and material wellbeing of societies. Despite its fundamental importance, however, a systematic effort to quantitatively study the factors underlying scientific production, particularly... View Details
      Keywords: Funding; Science; Knowledge; Research; Information Management; Resource Allocation
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      Thursby, Jerry, Marie Thursby, Karim R. Lakhani, Kyle R. Myers, Nina Cohodes, Sarah Bratt, Dennis Byrski, Hannah Cohoon, and Maria Roche. "Scientific Production: An Exploration into Organization, Resource Allocation, and Funding." Working Paper, May 2020.
      • April 2020
      • Case

      Ment.io: Knowledge Analytics for Team Decision Making

      By: Yael Grushka-Cockayne, Jeffrey T. Polzer, Susie L. Ma and Shlomi Pasternak
      Ment.io was a software platform that used proprietary data analytics technology to help organizations make informed and transparent decisions based on team input. Ment was born out of founder Joab Rosenberg’s frustration that, while organizations collected ever... View Details
      Keywords: Decision Making; Information Technology; Knowledge; Knowledge Acquisition; Knowledge Management; Operations; Information Management; Product; Product Development; Entrepreneurship; Business Startups; Communications Industry; Information Industry; Information Technology Industry; Web Services Industry; Middle East; Israel
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      Grushka-Cockayne, Yael, Jeffrey T. Polzer, Susie L. Ma, and Shlomi Pasternak. "Ment.io: Knowledge Analytics for Team Decision Making." Harvard Business School Case 420-078, April 2020.
      • April 2020
      • Article

      Long-term Firm Growth: An Empirical Analysis of U.S. Manufacturers 1959–2015

      By: Giovanni Dosi, Marco Grazzi, Daniele Moschella, Gary P. Pisano and Federico Tamagni
      Firm growth is an essential feature of market economies, shaping together macroeconomic performance and the evolution of industry structures. As a potential indicator of organizational “fitness” within a competitive environment, firm growth is also a central concern to... View Details
      Keywords: Firm Growth; Organizations; Growth and Development; Theory; Analysis; Production; Data and Data Sets
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      Dosi, Giovanni, Marco Grazzi, Daniele Moschella, Gary P. Pisano, and Federico Tamagni. "Long-term Firm Growth: An Empirical Analysis of U.S. Manufacturers 1959–2015." Industrial and Corporate Change 29, no. 2 (April 2020): 309–332.
      • March 2020
      • Article

      Organizing Knowledge Production Teams Within Firms for Innovation

      By: Vikas A. Aggarwal, David H. Hsu and Andy Wu
      How should firms organize their pool of inventive human capital for firm-level innovation? While access to diverse knowledge may aid knowledge recombination, which can facilitate innovation, prior literature has focused primarily on one way of achieving that: diversity... View Details
      Keywords: Knowledge Recombination; Organization Design; Team Boundary; Innovation; Knowledge Sharing; Diversity; Innovation and Invention; Groups and Teams; Human Capital; Organizational Design
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      Aggarwal, Vikas A., David H. Hsu, and Andy Wu. "Organizing Knowledge Production Teams Within Firms for Innovation." Art. 1. Strategy Science 5, no. 1 (March 2020): 1–16. (Lead article.)
      • 2019
      • Working Paper

      From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing

      By: Mihnea Moldoveanu and Das Narayandas
      We examine the future of executive education on a technological and cultural landscape that is imminent but different to the one we are accustomed to. We show how the contextualization, socialization and personalization of learning—avowed but distal goals of current... View Details
      Keywords: Executive Education; Leadership Development; Technological Innovation; Customization and Personalization; Management Skills; Knowledge Acquisition; Knowledge Sharing
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      Moldoveanu, Mihnea, and Das Narayandas. "From Know-It-Alls to Learn-It-Alls: Executive Development in the Era of Self-Refining Algorithms, Collaborative Filtering and Wearable Computing." Harvard Business School Working Paper, No. 20-061, November 2019.
      • 2020
      • Working Paper

      Engineering Serendipity: When Does Knowledge Sharing Lead to Knowledge Production?

      By: Jacqueline N. Lane, Ina Ganguli, Patrick Gaule, Eva C. Guinan and Karim R. Lakhani
      We investigate how knowledge similarity between two individuals is systematically related to the likelihood that a serendipitous encounter results in knowledge production. We conduct a natural field experiment at a medical research symposium, where we exogenously... View Details
      Keywords: Cognitive Similarity; Knowledge Creation; Knowledge Sharing; Knowledge Dissemination; Relationships
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      Lane, Jacqueline N., Ina Ganguli, Patrick Gaule, Eva C. Guinan, and Karim R. Lakhani. "Engineering Serendipity: When Does Knowledge Sharing Lead to Knowledge Production?" Harvard Business School Working Paper, No. 20-058, November 2019. (Revised July 2020.)
      • September 2019
      • Case

      Shell: A Company of Opportunity?

      By: Joseph B. Fuller and Emer Moloney
      The Opportunity Hub was a cloud-based platform that enabled managers to market projects they were working on and associated resourcing needs as “Opportunity Owners” and employees, or “Opportunity Seekers,” to browse these statements of need and engage when they had... View Details
      Keywords: Business Divisions; Change Management; Competency and Skills; Experience and Expertise; Talent and Talent Management; Energy; Energy Sources; Non-Renewable Energy; Renewable Energy; Human Resources; Employees; Retention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Jobs and Positions; Job Design and Levels; Knowledge Sharing; Knowledge; Knowledge Use and Leverage; Labor; Human Capital; Labor Unions; Leading Change; Resource Allocation; Organizational Change and Adaptation; Performance Evaluation; Performance Productivity; Strategic Planning; Projects; Motivation and Incentives; Business Strategy; Social and Collaborative Networks; Technology Platform; Chemical Industry; Energy Industry; Information Technology Industry; Technology Industry; United Kingdom; Netherlands
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      Fuller, Joseph B., and Emer Moloney. "Shell: A Company of Opportunity?" Harvard Business School Case 320-025, September 2019.
      • 2018
      • Article

      Prior Ties and the Limits of Peer Effects on Startup Team Performance

      By: Sharique Hasan and Rembrand Koning
      We conduct a field experiment at an entrepreneurship bootcamp to investigate whether interaction with proximate peers shapes a nascent startup team's performance. We find that teams whose members lack prior ties to others at the bootcamp experience peer effects that... View Details
      Keywords: Field Experiment; Peer Effects; Office Space; Knowledge Spillovers; Accelerators; Entrepreneurship; Knowledge Sharing; Performance; Technology Industry; India
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      Hasan, Sharique, and Rembrand Koning. "Prior Ties and the Limits of Peer Effects on Startup Team Performance." Strategic Management Journal 40, no. 9 (September 2019): 1394–1416.
      • 2019
      • Working Paper

      The Impact of Professionals' Contributions to Online Knowledge Communities on Their Workplace Knowledge Work

      By: Hila Lifshitz - Assaf and Frank Nagle
      Knowledge work is becoming increasingly challenging as pace of change in the knowledge frontier is increasing. Organizations have created multiple mechanisms to minimize knowledge gaps and increase learning such internal training, mentorship programs as well as... View Details
      Keywords: Open Source; Future Of Work; Software Development; Knowledge Work; Online Community; Learning; Knowledge Sharing; Applications and Software; Open Source Distribution; Performance Productivity
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      Lifshitz - Assaf, Hila, and Frank Nagle. "The Impact of Professionals' Contributions to Online Knowledge Communities on Their Workplace Knowledge Work." Working Paper, April 2019.
      • 2019
      • Book

      The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power

      By: Shoshana Zuboff
      In this masterwork of original thinking and research, Shoshana Zuboff provides startling insights into the phenomenon that she has named surveillance capitalism. The stakes could not be higher: a global architecture of behavior modification threatens human nature in... View Details
      Keywords: Consumer Profiling; Consumer Behavior; Forecasting and Prediction; Information Technology; Power and Influence; Ethics; Society; Transformation
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      Zuboff, Shoshana. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. New York: PublicAffairs, 2019.
      • December 2018 (Revised May 2019)
      • Case

      Bord Bia: Strategically Growing Irish Exports

      By: Jose B. Alvarez, Forest L. Reinhardt and Emer Moloney
      Agriculture was Ireland’s largest indigenous industry. Its agri-food sector was export driven, with almost 90% of production exported. Bord Bia was the Irish government agency charged with the promotion, trade development, and marketing of the Irish food, drink, and... View Details
      Keywords: Agribusiness; Trends; Disruption; Communication Strategy; Experience and Expertise; Talent and Talent Management; Public Sector; Trade; Education; Food; Geography; Geographic Location; Rural Scope; Corporate Governance; Government Administration; Information; Knowledge Dissemination; Marketing Channels; Brands and Branding; Marketing Communications; Marketing Strategy; Planning; Business and Government Relations; Environmental Sustainability; Public Opinion; Business Strategy; Diversification; Agriculture and Agribusiness Industry; Food and Beverage Industry; Public Administration Industry; Retail Industry; Republic of Ireland; United Kingdom; Europe
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      Alvarez, Jose B., Forest L. Reinhardt, and Emer Moloney. "Bord Bia: Strategically Growing Irish Exports." Harvard Business School Case 519-043, December 2018. (Revised May 2019.)
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