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      • October 16, 2019
      • Article

      Where ESG Fails

      By: Michael E. Porter, George Serafeim and Mark Kramer
      We are entering a new stage of understanding of the linkage between investment performance and social impact. Previous approaches, such as socially responsible investing and environmental, social, and governance (ESG) screening, have obscured the opportunities for... View Details
      Keywords: ESG; Sustainability; Environment; Social Impact; Impact Investing; ESG (Environmental, Social, Governance) Performance; ESG Reporting; Shared Value; Environmental Sustainability; Social Issues; Investment; Value; Strategy
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      Porter, Michael E., George Serafeim, and Mark Kramer. "Where ESG Fails." Institutional Investor (October 16, 2019).
      • October 2019 (Revised February 2025)
      • Case

      A Conversation with Ellen J. Kullman, Chair & CEO of DuPont, 2009-2015

      By: Lynn S. Paine and Will Hurwitz
      Ellen J. Kullman, the retired Chairman and CEO of DuPont, describes how she guided the storied science and technology company through a contentious proxy battle with activist investor Trian Partners, which acquired DuPont shares in 2013 and sought to break up the... View Details
      Keywords: Agribusiness; Capital Structure; Corporate Accountability; Corporate Governance; Institutional Investing; Leadership; Leadership Style; Management; Transformation; Agriculture and Agribusiness Industry; Chemical Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "A Conversation with Ellen J. Kullman, Chair & CEO of DuPont, 2009-2015." Harvard Business School Case 320-017, October 2019. (Revised February 2025.)
      • 2019
      • Chapter

      Interorganizational Collaboration and Start-Up Innovation

      By: Vikas A. Aggarwal and Andy Wu
      This chapter presents an overview of the literature on collaborative relationships between start-ups and incumbent firms, focusing on the implications of these relationships for start-up innovation and performance. Value creation in such relationships occurs when... View Details
      Keywords: Alliance; Corporate Venture Capital; Complementary Assets; Appropriability; Business Startups; Joint Ventures; Knowledge; Innovation and Invention; Value Creation; Entrepreneurship
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      Aggarwal, Vikas A., and Andy Wu. "Interorganizational Collaboration and Start-Up Innovation." In The Oxford Handbook of Entrepreneurship and Collaboration, edited by Jeffrey J. Reuer, Sharon Matusik, and Jessica F. Jones, 611–627. New York: Oxford University Press, 2019.
      • August 2019
      • Article

      When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

      By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
      Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
      Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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      Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
      • June–July 2019
      • Article

      A Methodology for Operationalizing Enterprise IT Architecture and Evaluating Its Modifiability

      By: Robert Lagerström, Alan MacCormack, David Dreyfus and Carliss Y. Baldwin
      Recent contributions to information systems theory suggest that the primary role of a firm’s information technology (IT) architecture is to facilitate, and therefore ensure the continued alignment of a firm’s IT investments with a constantly changing business... View Details
      Keywords: Enterprise Architecture; Modularity; Information Systems; Modifiability; Design Structure Matrix
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      Lagerström, Robert, Alan MacCormack, David Dreyfus, and Carliss Y. Baldwin. "A Methodology for Operationalizing Enterprise IT Architecture and Evaluating Its Modifiability." Complex Systems Informatics and Modeling Quarterly 19 (June–July 2019): 75–98.
      • March 2019 (Revised January 2021)
      • Module Note

      Strategic Interactions

      By: Ashish Nanda
      This note provides a perspective and some tools to predict and shape interactions with other players when making strategic decisions. As a strategist, you must consider that your firm’s actions evoke reactions from other players in the market and that, reciprocally,... View Details
      Keywords: Strategic Interaction; Value Capture; Strategy; Value Creation; Competition; Competitive Strategy; Education Industry
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      Nanda, Ashish. "Strategic Interactions." Harvard Business School Module Note 719-501, March 2019. (Revised January 2021.)
      • 2020
      • Working Paper

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
      • 2019
      • Chapter

      Behavioral Economics and Health-Care Markets

      By: Amitabh Chandra, Benjamin Handel and Joshua Schwartzstein
      This chapter summarizes research in behavioral health economics, focusing on insurance markets and product markets in health care. We argue that the prevalence of choice difficulties and biases leading to mistakes in these markets establish a special place for them in... View Details
      Keywords: Behavioral Economics; Consumer Behavior; Economics; Health Care and Treatment; Insurance; Markets
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      Chandra, Amitabh, Benjamin Handel, and Joshua Schwartzstein. "Behavioral Economics and Health-Care Markets." Chap. 6 in Handbook of Behavioral Economics: Foundations and Applications 2, edited by B. Douglas Bernheim, Stefano DellaVigna, and David Laibson, 459–502. Amsterdam: Elsevier/North-Holland, 2019.
      • 2019
      • Article

      Brokerage and Brokering: An Integrative Review and Organizing Framework for Third Party Influence

      By: Nir Halevy, Eliran Halali and Julian Zlatev
      Brokerage and brokering are pervasive and consequential organizational phenomena. Prevailing models underscore social structure and focus on the consequences that come from brokerage—occupying a bridging position between disconnected others in a network. By contrast,... View Details
      Keywords: Brokerage; Brokering; Social Interactions; Organizations; Relationships; Power and Influence; Framework
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      Halevy, Nir, Eliran Halali, and Julian Zlatev. "Brokerage and Brokering: An Integrative Review and Organizing Framework for Third Party Influence." Academy of Management Annals 13, no. 1 (2019): 215–239.
      • Article

      Faithful and Customizable Explanations of Black Box Models

      By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec
      As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details
      Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework
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      Lakkaraju, Himabindu, Ece Kamar, Rich Caruana, and Jure Leskovec. "Faithful and Customizable Explanations of Black Box Models." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2019).
      • 2018
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Technical and Strategic Bottlenecks as Guides for Action

      By: Carliss Y. Baldwin
      The purpose of this chapter is to present analytic tools based on functional maps that can be used to identify investment opportunities and to formulate strategy in large, evolving technical systems. I argue that the points of value creation and value capture in a... View Details
      Keywords: Bottlenecks; Information Technology; System; Investment; Opportunities; Strategy
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 7 The Value Structure of Technologies, Part 2: Technical and Strategic Bottlenecks as Guides for Action." Harvard Business School Working Paper, No. 19-042, October 2018.
      • Article

      Getting Clear on Corporate Culture: Conceptualisation, Measurement and Operationalisation

      By: Nien-he Hsieh, Benjamin Lange, David Rodin and Mira L. A. Wolf-Bauwens
      This article provides a review of existing literature on corporate culture, drawing on work from the disciplines of business ethics, management studies, psychology, anthropology, and economics, as well as interviews with business leaders. It surveys different... View Details
      Keywords: Corporate Culture; Culture Change; Business Ethics; Corporate Purpose; Corporate Culture Significance; Culture Measurements; Organizational Culture; Organizational Change and Adaptation; Ethics; Mission and Purpose; Measurement and Metrics
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      Hsieh, Nien-he, Benjamin Lange, David Rodin, and Mira L. A. Wolf-Bauwens. "Getting Clear on Corporate Culture: Conceptualisation, Measurement and Operationalisation." Journal of the British Academy 6, no. s1 (2018): 155–184. (DOI: https://doi.org/10.5871/jba/006s1.155.)
      • Article

      Why Grit Requires Perseverance and Passion to Positively Predict Performance

      By: Jon M. Jachimowicz, Andreas Wihler, Erica R. Bailey and Adam D. Galinsky
      Prior studies linking grit—defined as perseverance and passion for long-term goals—to performance are beset by contradictory evidence. As a result, commentators have increasingly declared that grit has limited effects. We propose that this inconsistent evidence has... View Details
      Keywords: Grit; Perseverance; Passion; Motivation; Personal Characteristics; Emotions; Performance; Motivation and Incentives
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      Jachimowicz, Jon M., Andreas Wihler, Erica R. Bailey, and Adam D. Galinsky. "Why Grit Requires Perseverance and Passion to Positively Predict Performance." Proceedings of the National Academy of Sciences 115, no. 40 (October 2, 2018): 9980–9985.
      • September 2018
      • Case

      OYO: Creating Effective Spaces

      By: Das Narayandas, Sunil Gupta, Rachna Tahilyani and Mahima Rao-Kachroo
      Twenty-four-year old Ritesh Agarwal, founder and CEO of India-based online hotel branding network OYO Rooms, has tackled the issue of unreliability in India's highly fragmented budget hotel industry. In 2018, OYO branded 8,500 properties across 200 cities and managed... View Details
      Keywords: Technology; Accomodation; App Development; Operations And Processes; Innovation; Strategy; Change Management; Entrepreneurship; Information Technology; Research; Marketing; Operations; Innovation Strategy; Sales; Accommodations Industry; India; South Asia
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      Narayandas, Das, Sunil Gupta, Rachna Tahilyani, and Mahima Rao-Kachroo. "OYO: Creating Effective Spaces." Harvard Business School Case 519-023, September 2018.
      • June 2018
      • Case

      The Grommet in 2018

      By: Lynda M. Applegate, Karen Gordon Mills and Lena Goldberg
      The Grommet, an online product launch platform, was at the brink of scaling its business. The Grommet's daily launch and sale of innovative consumer products, using personal videos created by product makers, had led to its initial success. In 2014, the company launched... View Details
      Keywords: Retail; Value Capture; Internet and the Web; Entrepreneurship; Product Launch; Value; Retail Industry
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      Applegate, Lynda M., Karen Gordon Mills, and Lena Goldberg. "The Grommet in 2018." Harvard Business School Case 818-132, June 2018.
      • June 2018
      • Background Note

      Introduction to Life Settlements

      By: Alexander Braun, Lauren H. Cohen, Christopher J. Malloy and Jiahua Xu
      Life insurance is an asset owned by the majority of American adults (61%). Note that this 61% penetration rate is essentially at parity with home ownership (64%) and higher than that of 401(k) retirement account ownership (53%). Life settlements, or life insurance... View Details
      Keywords: Insurance; Assets; Value; Markets; Investment Return
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      Braun, Alexander, Lauren H. Cohen, Christopher J. Malloy, and Jiahua Xu. "Introduction to Life Settlements." Harvard Business School Background Note 218-127, June 2018.
      • Article

      Integrated Strategy: Residual Market and Exchange Imperfections as the Foundation of Sustainable Competitive Advantage

      By: Felix Oberholzer-Gee and Dennis Yao
      Market imperfections are central to understanding the mechanisms that permit firms to capture value. Many of these imperfections are competed away when firms struggle to attain and defend competitive advantages, making markets more efficient in the process. The... View Details
      Keywords: Integrated Strategy; Nonmarket Strategy; Market Imperfections; Strategy; Competitive Advantage; Governing Rules, Regulations, and Reforms
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      Oberholzer-Gee, Felix, and Dennis Yao. "Integrated Strategy: Residual Market and Exchange Imperfections as the Foundation of Sustainable Competitive Advantage." Special Issue on Strategy and the Institutional Environment edited by Gautam Ahuja, Laurence Capron, Michael Lenox, and Dennis A. Yao. Strategy Science 3, no. 2 (June 2018): 463–480.
      • March 2018
      • Case

      TrustSphere: Building a Market for Relationship Analytics

      By: Boris Groysberg and Katherine Connolly Baden
      Manish Goel was the CEO of TrustSphere, a seven-year-old company in the data analytics industry that focused squarely on relationship analytics, a space in which TrustSphere was pioneering a unique technology and solutions in the areas of sales, risk, and people... View Details
      Keywords: Data Analytics; People Analytics; Talent Management; Human Resources; Networks; Relationships; Analysis; Employee Relationship Management; Core Relationships; Applications and Software; Communication; Technology Industry; Singapore
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      Groysberg, Boris, and Katherine Connolly Baden. "TrustSphere: Building a Market for Relationship Analytics." Harvard Business School Case 418-070, March 2018.
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • 2018
      • Chapter

      Why Do So Many Chinese Students Come to the United States?

      By: William C. Kirby
      Many books offer information about China, but few make sense of what is truly at stake. The questions addressed in this unique volume provide a window onto the challenges China faces today and the uncertainties its meteoric ascent on the global horizon has provoked.... View Details
      Keywords: Asia; China; Emerging Country; Students; Education; Higher Education; Globalization; International Relations; History; Society; Education Industry; Asia; China; United States
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      Kirby, William C. "Why Do So Many Chinese Students Come to the United States?" Chap. 27 in The China Questions: Critical Insights into a Rising Power, edited by Jennifer Rudolph and Michael Szonyi, 219–230. Cambridge, MA: Harvard University Press, 2018.
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