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      • Faculty Publications  (611)

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      • 2021
      • Working Paper

      Time and the Value of Data

      By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti

      Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details

      Keywords: Economics Of AI; Machine Learning; Non-stationarity; Perishability; Value Depreciation; Analytics and Data Science; Value
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      Valavi, Ehsan, Joel Hestness, Newsha Ardalani, and Marco Iansiti. "Time and the Value of Data." Harvard Business School Working Paper, No. 21-016, August 2020. (Revised November 2021.)
      • August 2020 (Revised March 2021)
      • Case

      Migros Turkey: Scaling Online Operations (A)

      By: Antonio Moreno and Gamze Yucaoglu
      The case opens in November 2019 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are contemplating what the best fulfillment format and... View Details
      Keywords: Retail; Grocery; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Turkey
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      Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations (A)." Harvard Business School Case 621-026, August 2020. (Revised March 2021.)
      • July 2020
      • Article

      Intra-firm Geographic Mobility: Value Creation Mechanisms and Future Research Directions

      By: Prithwiraj Choudhury
      This paper argues that intra-firm geographic mobility is an understudied mechanism that can help mitigate coordination failures in a geographically distributed organization. The paper presents an organizing framework on how intra-firm geographic mobility creates value... View Details
      Keywords: Multinational Firms and Management; Employees; Geographic Location; Value Creation
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      Choudhury, Prithwiraj. "Intra-firm Geographic Mobility: Value Creation Mechanisms and Future Research Directions." Special Issue on Employee Inter- and Intra-Firm Mobility. Advances in Strategic Management 41 (July 2020).
      • June 2020
      • Background Note

      Customer Management Dynamics and Cohort Analysis

      By: Elie Ofek, Barak Libai and Eitan Muller
      The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s... View Details
      Keywords: Cohort Analysis; Customers; Analytics and Data Science; Segmentation; Analysis; Customer Value and Value Chain
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Management Dynamics and Cohort Analysis." Harvard Business School Background Note 520-122, June 2020.
      • 2020
      • Working Paper

      Iterative Coordination and Innovation

      By: Sourobh Ghosh and Andy Wu
      Agile management practices from the software industry continue to transform the way organizations innovate across industries, yet they remain understudied in the organizations literature. We investigate the widespread Agile practice of iterative coordination: frequent... View Details
      Keywords: Innovation; Goals; Specialization; Coordination; Field Experiment; Software Development; Organizations; Collaborative Innovation and Invention; Goals and Objectives; Integration; Software
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      Ghosh, Sourobh, and Andy Wu. "Iterative Coordination and Innovation." Harvard Business School Working Paper, No. 20-121, January 2020.
      • May 2020
      • Teaching Note

      Edward Jones: Implementing the Solutions Approach

      By: David J. Collis
      Teaching Note for HBS Case No. 719-411.Updates the classic Edward Jones strategy case as the firm shifts to a new "Solutions" business model from its previous "product" model in response to changes in the brokerage industry, technology and demographics, and its own... View Details
      Keywords: Management; Strategy; Value; Business Model; Financial Services Industry; North and Central America
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      Collis, David J. "Edward Jones: Implementing the Solutions Approach." Harvard Business School Teaching Note 720-456, May 2020.
      • May–June 2020
      • Article

      Interfirm Ties Between Ventures and Limited Partners of Venture Capital Funds: Performance Effects in Financial Markets

      By: Umit Ozmel, M. Deniz Yavuz, Timothy E. Trombley and Ranjay Gulati
      We argue that strong indirect ties are conducive to the transfer of private information, which provides an advantage in identifying profitable investment opportunities. In our context, a strong indirect tie is generated between an investor and a focal firm if the... View Details
      Keywords: Interfirm Ties; Social Networks; Venture Capital; Entrepreneurship; Performance
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      Ozmel, Umit, M. Deniz Yavuz, Timothy E. Trombley, and Ranjay Gulati. "Interfirm Ties Between Ventures and Limited Partners of Venture Capital Funds: Performance Effects in Financial Markets." Organization Science 31, no. 3 (May–June 2020): 698–719.
      • May 2020
      • Article

      Measuring Collaboration in Modern Organizations

      By: Stephen Michael Impink, Andrea Prat and Raffaella Sadun
      Internal communication has been a central theme in organizational economics, as employee collaboration provides insight into the structure of firms. Use of electronic communications data can be transformational for organizational economics, as these data provide a... View Details
      Keywords: Collaboration; Employees; Interactive Communication; Measurement and Metrics; Organizations; Performance
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      Impink, Stephen Michael, Andrea Prat, and Raffaella Sadun. "Measuring Collaboration in Modern Organizations." AEA Papers and Proceedings 110 (May 2020): 181–186.
      • 2020
      • Article

      Public Sentiment and the Price of Corporate Sustainability

      By: George Serafeim
      Combining corporate sustainability performance scores based on environmental, social, and governance (ESG) data with big data measuring public sentiment about a company’s sustainability performance, I find that the valuation premium paid for companies with strong... View Details
      Keywords: Sustainability; ESG; ESG (Environmental, Social, Governance) Performance; Investment Management; Investment Strategy; Big Data; Machine Learning; Environment; Environmental Sustainability; Corporate Governance; Performance; Asset Pricing; Investment; Management; Strategy; Human Capital; Public Opinion; Value; Analytics and Data Science
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      Serafeim, George. "Public Sentiment and the Price of Corporate Sustainability." Financial Analysts Journal 76, no. 2 (2020): 26–46.
      • 2020
      • Working Paper

      No Line Left Behind: Assortative Matching Inside the Firm

      By: Achyuta Adhvaryu, Vittorio Bassi, Anant Nyshadham and Jorge Tamayo
      How do firms pair workers with managers, and which constraints affect the allocation of labor within the firm? We characterize the sorting pattern of managers to workers in a large readymade garment manufacturer in India and then explore potential drivers of the... View Details
      Keywords: Assortative Matching; Productivity; Global Buyers; Readymade Garments; Management; Employees; Performance Productivity
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      Adhvaryu, Achyuta, Vittorio Bassi, Anant Nyshadham, and Jorge Tamayo. "No Line Left Behind: Assortative Matching Inside the Firm." Harvard Business School Working Paper, No. 20-103, March 2020.
      • April 2020 (Revised February 2023)
      • Case

      GitLab and the Future of All-Remote Work (A)

      By: Prithwiraj Choudhury and Emma Salomon
      GitLab is arguably one of the world’s largest “all-remote” companies. Started in 2011 and with more than 1,000 employees at present, it has no physical offices and all employees, including the entire C-Suite, work remotely from all parts of the world. The case... View Details
      Keywords: Remote Work; Internet and the Web; Technology Adoption; Value Creation; Business Model; Organizational Structure
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      Choudhury, Prithwiraj, and Emma Salomon. "GitLab and the Future of All-Remote Work (A)." Harvard Business School Case 620-066, April 2020. (Revised February 2023.)
      • 2020
      • Working Paper

      Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time

      By: Laura Alfaro, Anusha Chari, Andrew Greenland and Peter K. Schott
      We show that unexpected changes in the trajectory of COVID-19 infections predict U.S. stock returns, in real time. Parameter estimates indicate that an unanticipated doubling (halving) of projected infections forecasts next-day decreases (increases) in aggregate U.S.... View Details
      Keywords: COVID-19; Stock Returns; Health Pandemics; Stocks; Investment Return; Forecasting and Prediction
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      Alfaro, Laura, Anusha Chari, Andrew Greenland, and Peter K. Schott. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time." NBER Working Paper Series, No. 26950, April 2020. (Revised May 2020.)
      • March 2020 (Revised March 2022)
      • Case

      Wachtell Lipton: Focused Excellence

      By: Ashish Nanda and Margaret Cross
      For years, Wachtell, Lipton, Rosen & Katz—a small, New York City law firm—has consistently boasted the highest profits per partner and one of the highest “prestige” ratings among U.S.-based law firms. The firm has remained loyal to a distinctive strategy ever since its... View Details
      Keywords: Strategy; Law; Mergers and Acquisitions; Legal Services Industry; New York (city, NY)
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      Nanda, Ashish, and Margaret Cross. "Wachtell Lipton: Focused Excellence." Harvard Business School Case 720-396, March 2020. (Revised March 2022.)
      • 2021
      • Working Paper

      Corporate Environmental Impact: Measurement, Data and Information

      By: David Freiberg, DG Park, George Serafeim and T. Robert Zochowski
      As an organization’s environmental impact has become a central societal consideration, thereby affecting industry and organizational competitiveness, interest in measuring and analyzing environmental impact has increased. We develop a methodology to derive comparable... View Details
      Keywords: Environment; Impact; Measurement; Environmental Ratings; Corporate Valuation; Financial Materiality; Sustainability; Environmental Impact; Environmental Strategy; Impact-Weighted Accounts; IWAI; Environmental Sustainability; Corporate Social Responsibility and Impact; Measurement and Metrics; Valuation
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      Freiberg, David, DG Park, George Serafeim, and T. Robert Zochowski. "Corporate Environmental Impact: Measurement, Data and Information." Harvard Business School Working Paper, No. 20-098, March 2020. (Revised February 2021.)
      • 2020
      • Chapter

      Immigrant Networking and Collaboration: Survey Evidence from CIC

      By: Sari Pekkala Kerr and William R. Kerr
      Networking and the giving and receiving of advice outside of one's own firm are important features of entrepreneurship and innovation. We study how immigrants and natives utilize the potential networking opportunities provided by CIC, formerly known as the Cambridge... View Details
      Keywords: Immigrants; Networking; Advice; Entrepreneurs; Inventors; Start-up Employees; Venturing; Co-working; Agglomeration; Immigration; Entrepreneurship; Networks; Innovation and Invention; Social and Collaborative Networks
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      Kerr, Sari Pekkala, and William R. Kerr. "Immigrant Networking and Collaboration: Survey Evidence from CIC." In The Roles of Immigrants and Foreign Students in U.S. Science, Innovation, and Entrepreneurship, edited by Ina Ganguli, Shulamit Kahn, and Megan MacGarvie. Chicago: University of Chicago Press, 2020.
      • January–February 2020
      • Article

      Competing in the Age of AI

      By: Marco Iansiti and Karim R. Lakhani
      Today’s markets are being reshaped by a new kind of firm—one in which artificial intelligence (AI) runs the show. This cohort includes giants like Google, Facebook, and Alibaba, and growing businesses such as Wayfair and Ocado. Every time we use their services, the... View Details
      Keywords: Artificial Intelligence; Algorithms; Technological Innovation; Business Model; Competition; Competitive Strategy; AI and Machine Learning
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      Iansiti, Marco, and Karim R. Lakhani. "Competing in the Age of AI." Harvard Business Review 98, no. 1 (January–February 2020): 60–67.
      • 2021
      • Working Paper

      Impact Investing: A Theory of Financing Social Enterprises

      By: Benjamin N. Roth
      I present a model of financing social enterprises to delineate the role of impact investors relative to “pure” philanthropists. I characterize the optimal scale and structure of a social enterprise when financed by grants, and when financed by investments. Impact... View Details
      Keywords: Impact Investing; Social Entrepreneurship; Finance; Investment; Mathematical Methods
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      Roth, Benjamin N. "Impact Investing: A Theory of Financing Social Enterprises." Harvard Business School Working Paper, No. 20-078, February 2020. (Revised June 2021.)
      • January 2020
      • Case

      SK Group: Social Progress Credits

      By: George Serafeim, Ethan Rouen and David Freiberg
      SK Group was one of the largest companies South Korea. A family-run conglomerate consisting of around 120 subsidiaries and employing more than 100,000, SK was tightly knit into the fabric of Korean society. SK viewed their future success as contingent upon the strength... View Details
      Keywords: Impact; Impact Investing; Impact Measurement; Social Value; Social Development; Conglomerates; Measurement Of Purpose; ESG; ESG (Environmental, Social, Governance) Performance; Capital Markets; Innovation; Environmental Impact; Collaboration; Social Enterprise; Social and Collaborative Networks; Social Issues; Measurement and Metrics; Value Creation; Cooperation; Environmental Sustainability; Employment; Accounting; Energy Industry; Telecommunications Industry; Chemical Industry; South Korea
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      Serafeim, George, Ethan Rouen, and David Freiberg. "SK Group: Social Progress Credits." Harvard Business School Case 120-071, January 2020.
      • January 2020
      • Article

      How Do Venture Capitalists Make Decisions?

      By: Paul A. Gompers, William Gornall, Steven N. Kaplan and Ilya A. Strebulaev
      We survey 885 institutional venture capitalists (VCs) at 681 firms to learn how they make decisions across eight areas: deal sourcing, investment selection, valuation, deal structure, post-investment value-added, exits, internal firm organization, and relationships... View Details
      Keywords: Venture Capital; Value Creation; Capital Structure; Entrepreneurship; Decision Making
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      Gompers, Paul A., William Gornall, Steven N. Kaplan, and Ilya A. Strebulaev. "How Do Venture Capitalists Make Decisions?" Journal of Financial Economics 135, no. 1 (January 2020): 169–190.
      • Winter 2020
      • Article

      Unsubstantiated Allegations and Organizational Culture

      By: Eugene F. Soltes
      When organizations investigate allegations of misconduct, they routinely determine that some allegations are unsubstantiated. A variety of factors may contribute to the conclusion that an allegation does not warrant substantiation, including a lack of supporting... View Details
      Keywords: Misconduct; Organizational Culture
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      Soltes, Eugene F. "Unsubstantiated Allegations and Organizational Culture." Seattle University Law Review 43, no. 2 (Winter 2020): 413–439.
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