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      • Faculty Publications  (463)

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      • 2022
      • Article

      Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations

      By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju
      A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This...  View Details
      Keywords: Mathematical Methods; Decision Choices and Conditions; Analytics and Data Science
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      Han, Tessa, Suraj Srinivas, and Himabindu Lakkaraju. "Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022). (Best Paper Award, International Conference on Machine Learning (ICML) Workshop on Interpretable ML in Healthcare.)
      • October 2022
      • Background Note

      Note on Cyberattacks and Regulatory Regimes

      By: Frank Nagle, George A. Riedel, William R. Kerr and David Lane
      Describes common types of cyberattacks on enterprises and their costs, as well as the fragmentary regulatory regimes through which U.S. states and regulatory agencies at the start of 2021 attempted to encourage disclosure of cyberattacks and to pursue enforcement...  View Details
      Keywords: Regulations; Regulatory Agencies; Cyberattacks; Governance; Corporate Disclosure; Cybersecurity; Information Industry; Information Technology Industry; Health Industry; Financial Services Industry; United States
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      Nagle, Frank, George A. Riedel, William R. Kerr, and David Lane. "Note on Cyberattacks and Regulatory Regimes." Harvard Business School Background Note 723-392, October 2022.
      • 2022
      • Working Paper

      When Do Individuals Give Up Agency? The Role of Decision Avoidance

      By: Holly Dykstra, Christine L. Exley and Muriel Niederle
      A common policy problem is that individuals reject recommended options and insist on making their own choices. Via a large-scale experiment, we document and investigate what factors contribute to this preference for agency. Our main results show that individuals’...  View Details
      Keywords: Choice; Decision Making; Policy; Cognition and Thinking
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      Dykstra, Holly, Christine L. Exley, and Muriel Niederle. "When Do Individuals Give Up Agency? The Role of Decision Avoidance." Working Paper, October 2022.
      • October 2022
      • Case

      mPharma: Scaling Access to Affordable Primary Care in Africa

      By: Regina E. Herzlinger and Ben Creo
      mPharma CEO Greg Rockson is attempting to create the largest pan-African primary healthcare company. He must evaluate a three-year strategy potentially involving three key components: a rapid and extensive expansion of the company's network of 600 retail pharmacies in...  View Details
      Keywords: Africa; Pharmaceutical Companies; Pharmacy Benefit Manager; Health Care; Health Care And Treatment; Health Care Costs; Health Care Delivery; Health Care Entrepreneurship; Telehealth; Health Equity; Corporate Strategy; Social Entrepreneurship; Equity; Growth and Development Strategy; Expansion; Product Launch; Customer Value and Value Chain; Social Enterprise; Multinational Firms and Management; Pharmaceutical Industry; Health Industry; Africa
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      Herzlinger, Regina E., and Ben Creo. "mPharma: Scaling Access to Affordable Primary Care in Africa." Harvard Business School Case 323-033, October 2022.
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there...  View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
      • 2022
      • Chapter

      Coordinating Marketing and Sales in B2B Organizations

      By: Frank V. Cespedes
      This Handbook is targeted at academics and graduate students who want an overview of the academic state of the business-to-business marketing domain and at B2B practitioners who want to be aware of the current state of knowledge in their domains. This chapter examines...  View Details
      Keywords: B2B Marketing; Marketing
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      Cespedes, Frank V. "Coordinating Marketing and Sales in B2B Organizations." Chap. 7 in Handbook of Business-to-Business Marketing. 2nd ed. Edited by Gary L. Lilien, J. Andrew Petersen, and Stefan Wuyts, 117–137. Edward Elgar Publishing, 2022.
      • September–October 2022
      • Article

      Seeking Purity, Avoiding Pollution: Strategies for Moral Career Building

      By: Erin Reid and Lakshmi Ramarajan
      This study builds theory on how people construct moral careers. Analyzing interviews with 102 journalists, we show how people build moral careers by seeking jobs that allow them to fulfill both the institution’s moral obligations and their own material aims. We...  View Details
      Keywords: Personal Development and Career; Moral Sensibility
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      Reid, Erin, and Lakshmi Ramarajan. "Seeking Purity, Avoiding Pollution: Strategies for Moral Career Building." Organization Science 33, no. 5 (September–October 2022): 1909–1937.
      • August 1, 2022
      • Article

      The Supply Chain, Explained

      By: Willy C. Shih
      Why have supply chains been such a mess? For starters, there are a lot more layers than you think. This article describes some common features of supply chains that help the reader to understand how things could have gone so far off track during the pandemic.  View Details
      Keywords: COVID-19 Pandemic; Supply Chain; Manufacturing Industry; United States
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      Shih, Willy C. "The Supply Chain, Explained." Wall Street Journal (August 1, 2022). (Online Edition, July 22, 2022.)
      • July 15, 2022
      • Article

      Does Elon Musk Have a Strategy?

      By: Andy Wu and Goran Calic
      Does Elon Musk have a strategy? Or is he just out there winging it? Looking at Musk’s many companies, common themes stand out across three areas: what fits into his vision for problems to solve, how he designs an organization as a solution to those problems, and why he...  View Details
      Keywords: Technology; Strategy; Vision; Resources; Organization; Platform; Closed Systems; Leadership; Complexity; Organizational Design; Vertical Integration; Problems and Challenges; Success; Auto Industry; Aerospace Industry; Media and Broadcasting Industry; Energy Industry
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      Wu, Andy, and Goran Calic. "Does Elon Musk Have a Strategy?" Harvard Business Review Digital Articles (July 15, 2022).
      • July, 2022
      • Article

      Telehealth Visits After Shoulder Surgery: Higher Patient Satisfaction and Lower Costs

      By: Evan A. O'Donnell, Jillian E. Haberli, Andres Muniz Martinez, Daniel Yagoda, Robert S. Kaplan and Jon J.P. Warner
      Purpose and Methods: The study compared the cost of telemedicine visits with in-person clinic visits for routine follow-up after common shoulder surgeries. It also evaluated the safety and patient experience with telemedicine visits. Time-driven activity-based costing...  View Details
      Keywords: Telehealth; Patient Satisfaction; Health Care and Treatment; Communication Technology; Health Industry
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      O'Donnell, Evan A., Jillian E. Haberli, Andres Muniz Martinez, Daniel Yagoda, Robert S. Kaplan, and Jon J.P. Warner. "Telehealth Visits After Shoulder Surgery: Higher Patient Satisfaction and Lower Costs." Journal of the American Academy of Orthopedic Surgeons Global Research and Reviews 6, no. 7 (July, 2022).
      • May 2022
      • Case

      What's Next

      By: Richard S. Ruback and Royce Yudkoff
      Is there a typical long-term career path for people who become entrepreneurs through acquisition? What choices do searchers and investors make subsequent to their first search? The former searchers profiled here identified five common longer-term career paths and...  View Details
      Keywords: Personal Development and Career; Entrepreneurship; Investment Portfolio; Decision Making; Financial Services Industry
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      Ruback, Richard S., and Royce Yudkoff. "What's Next." Harvard Business School Multimedia/Video Case 222-709, May 2022.
      • 2022
      • Chapter

      Connecter les rêves

      By: Hubert Joly and Mariana Arnaut
      Trouver du sens dans son travail est plus que jamais vécu comme essentiel. L’entreprise, l’une des organisations humaines les plus capables d’innovation, a un rôle central à jouer face aux enjeux sociaux et environnementaux. Reste à déterminer quels principes peuvent...  View Details
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      Joly, Hubert, and Mariana Arnaut. "Connecter les rêves." Chap. 8 in En quête de sens: Un dialogue entre dirigeants et futurs dirigeants [In Search of Meaning: A Dialogue Between Leaders and Future Leaders], edited by Rodolphe Durand and Cécile Lavrard-Meyer de Lisle, 125–142. Paris: Dunod, 2022, French ed.
      • Article

      Weak Corporate Insolvency Rules: The Missing Driver of Zombie Lending

      By: Bo Becker and Victoria Ivashina
      "Zombie lending"—lending to less-productive firms at subsidized rates—can help banks with misaligned incentives in the short run, but it prolongs economic downturns. We propose that inefficient resolution of insolvency is a significant contributor to this problem. We...  View Details
      Keywords: Zombie Credit; Insolvency and Bankruptcy; Financing and Loans; Economic Slowdown and Stagnation
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      Becker, Bo, and Victoria Ivashina. "Weak Corporate Insolvency Rules: The Missing Driver of Zombie Lending." AEA Papers and Proceedings 112 (May 2022): 516–520.
      • March 2022
      • Article

      Sensitivity Analysis of Agent-based Models: A New Protocol

      By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow
      Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such...  View Details
      Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods
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      Borgonovo, Emanuele, Marco Pangallo, Jan Rivkin, Leonardo Rizzo, and Nicolaj Siggelkow. "Sensitivity Analysis of Agent-based Models: A New Protocol." Computational and Mathematical Organization Theory 28, no. 1 (March 2022): 52–94.
      • February 2022
      • Supplement

      SpartanNash Company: The Amazon Warrants (A)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants almost 20...  View Details
      Keywords: Valuation; Value Creation; Consumer Behavior; Negotiation; Distribution; Ownership; Partners and Partnerships; Business Strategy; Equity; Distribution Industry; Food and Beverage Industry; United States
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "SpartanNash Company: The Amazon Warrants (A)." Harvard Business School Spreadsheet Supplement 222-704, February 2022.
      • January 2022
      • Background Note

      Common Prosperity? China Shifts Left

      By: William C. Kirby and Noah B. Truwit
      Since the founding of the People’s Republic of China in 1949, the ruling Chinese Communist Party (CCP) has been mistrustful of entrepreneurs and the private sector that operates outside the government’s authority. In its first decades under Mao Zedong, the CCP...  View Details
      Keywords: Market Reform; Gdp; Government Administration; Government and Politics; Private Sector; Governing Rules, Regulations, and Reforms; Economy; Globalized Economies and Regions; Entrepreneurship; Business and Government Relations; Globalized Markets and Industries; Social Issues; Society; Economic Growth; China
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      Kirby, William C., and Noah B. Truwit. "Common Prosperity? China Shifts Left." Harvard Business School Background Note 322-069, January 2022.
      • January 2022
      • Case

      SpartanNash Company: The Amazon Warrants (A)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants in almost 20...  View Details
      Keywords: Valuation; Value Creation; Consumer Behavior; Negotiation; Distribution; Ownership; Partners and Partnerships; Business Strategy; Equity; Distribution Industry; Food and Beverage Industry; United States
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "SpartanNash Company: The Amazon Warrants (A)." Harvard Business School Case 222-022, January 2022.
      • 2022
      • Chapter

      A Compass for Decision Making

      By: Lynn S. Paine
      Book Abstract: The second edition of Responsible Leadership offers orienting knowledge on how to lead in a world of contested values—a world where leadership work extends beyond leaders and direct reports to a whole range of stakeholders inside and outside an...  View Details
      Keywords: Leadership; Decision Making
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      Paine, Lynn S. "A Compass for Decision Making." Chap. 9 in Responsible Leadership. 2nd edition, edited by Nicola Pless and Thomas Maak, 154–167. London: Routledge, 2022.
      • January 2022
      • Article

      Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting

      By: Erik Stafford
      The contributions of asset selection and incremental leverage to buyout investment performance are more important than typically assumed or estimated to be. Buyout funds select small firms with distinct value characteristics. Public equities with these characteristics...  View Details
      Keywords: Replicating Portfolio; Private Equity; Investment Portfolio
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      Stafford, Erik. "Replicating Private Equity with Value Investing, Homemade Leverage, and Hold-to-Maturity Accounting." Review of Financial Studies 35, no. 1 (January 2022): 299–342.
      • Article

      The Translucent Hand of Managed Ecosystems: Engaging Communities for Value Creation and Capture

      By: Elizabeth J. Altman, Frank Nagle and Michael Tushman
      Management research has increasingly explored the domains of ecosystems, platforms, and open/user/distributed innovation—governance structures focused on engaging with external communities. While these research areas include substantial empirical and theoretical work...  View Details
      Keywords: Ecosystems; Platforms; Open And User Innovation Strategy; Capabilities; Governance; Innovation Strategy; Organizational Change and Adaptation; Value Creation
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      Altman, Elizabeth J., Frank Nagle, and Michael Tushman. "The Translucent Hand of Managed Ecosystems: Engaging Communities for Value Creation and Capture." Academy of Management Annals 16, no. 1 (January 2022).
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