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    • All HBS Web  (2,125)
      • Faculty Publications  (303)

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      • January 2021 (Revised March 2021)
      • Case

      Juno (A): Leveraging Student Power

      By: Joshua Schwartzstein, Kathleen L. McGinn and Amy Klopfenstein
      In March 2020, Chris Abkarians and Nikhil Agarwal were in the midst of preparing the annual auction for their student loan assistance startup, Juno. Both current MBA students at Harvard Business School, the duo founded Juno in 2018 to leverage student bargaining power... View Details
      Keywords: Decision Making; Decision Choices and Conditions; Decisions; Cost vs Benefits; Education; Higher Education; Finance; Borrowing and Debt; Strategy; Adaptation; Alignment; Negotiation; Agreements and Arrangements; Negotiation Participants; Negotiation Process; Negotiation Tactics; Negotiation Deal; Negotiation Offer; Negotiation Types; Financial Services Industry; Education Industry; North and Central America; United States; Massachusetts; Boston
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      Schwartzstein, Joshua, Kathleen L. McGinn, and Amy Klopfenstein. "Juno (A): Leveraging Student Power." Harvard Business School Case 921-032, January 2021. (Revised March 2021.)
      • January 2021
      • Article

      A Model of Relative Thinking

      By: Benjamin Bushong, Matthew Rabin and Joshua Schwartzstein
      Fixed differences loom smaller when compared to large differences. We propose a model of relative thinking where a person weighs a given change along a consumption dimension by less when it is compared to bigger changes along that dimension. In deterministic settings,... View Details
      Keywords: Relative Thinking; Econometric Models; Behavior; Cognition and Thinking
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      Bushong, Benjamin, Matthew Rabin, and Joshua Schwartzstein. "A Model of Relative Thinking." Review of Economic Studies 88, no. 1 (January 2021): 162–191.
      • January 2021
      • Article

      Machine Learning for Pattern Discovery in Management Research

      By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
      Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
      Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
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      Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
      • January 2021
      • Article

      Turbulence, Firm Decentralization and Growth in Bad Times

      By: Philippe Aghion, Nicholas Bloom, Brian Lucking, Raffaella Sadun and John Van Reenen
      What is the optimal form of firm organization during “bad times”? We present a model of delegation within the firm to show that the effect is ambiguous. The greater turbulence following macro shocks may benefit decentralized firms because the value of local information... View Details
      Keywords: Decentralization; Growth; Turbulence; Great Recession; Organizational Design; System Shocks; Economic Growth; Performance
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      Aghion, Philippe, Nicholas Bloom, Brian Lucking, Raffaella Sadun, and John Van Reenen. "Turbulence, Firm Decentralization and Growth in Bad Times." American Economic Journal: Applied Economics 13, no. 1 (January 2021): 133–169.
      • 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.
      • 2023
      • Working Paper

      The Market for Healthcare in Low Income Countries

      By: Abhijit Banerjee, Abhijit Chowdhury, Jishnu Das, Jeffrey Hammer, Reshmaan Hussam and Aakash Mohpal
      Patient trust is an important driver of the demand for healthcare. But it may also impact supply: doctors who realize that patients may not trust them may adjust their behavior in response. We assemble a large dataset that assesses clinical performance using... View Details
      Keywords: Health Care and Treatment; Quality; Developing Countries and Economies; Trust
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      Banerjee, Abhijit, Abhijit Chowdhury, Jishnu Das, Jeffrey Hammer, Reshmaan Hussam, and Aakash Mohpal. "The Market for Healthcare in Low Income Countries." Working Paper, July 2023.
      • November 2020
      • Article

      Tackling Youth Unemployment: Evidence from a Labor Market Experiment in Uganda

      By: Livia Alfonsi, Oriana Bandiera, Vittorio Bassi, Robin Burgess, Imran Rasul, Munshi Sulaiman and Anna Vitali
      We design a labor market experiment to compare demand- and supply-side policies to tackle youth unemployment, a key issue in low-income countries. The experiment tracks 1700 workers and 1500 firms over four years to compare the effect of offering workers either... View Details
      Keywords: Employment; Training; Competency and Skills; Developing Countries and Economies
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      Alfonsi, Livia, Oriana Bandiera, Vittorio Bassi, Robin Burgess, Imran Rasul, Munshi Sulaiman, and Anna Vitali. "Tackling Youth Unemployment: Evidence from a Labor Market Experiment in Uganda." Econometrica 88, no. 6 (November 2020): 2369–2414.
      • 2020
      • Working Paper

      Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 6 The Value Structure of Technologies, Part 1: Mapping Functional Relationships

      By: Carliss Y. Baldwin
      Organizations are formed in a free economy because an individual or group perceives value in carrying out a technical recipe that is beyond the capacity of a single person. Technology specifies what must be done, what resources must be assembled, what actions taken in... View Details
      Keywords: Modularity; Information Technology; Organizations; Value Creation
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      Baldwin, Carliss Y. "Design Rules, Volume 2: How Technology Shapes Organizations: Chapter 6 The Value Structure of Technologies, Part 1: Mapping Functional Relationships." Harvard Business School Working Paper, No. 21-039, September 2020.
      • June 2020
      • Article

      Frenemies in Platform Markets: Heterogeneous Profit Foci as Drivers of Compatibility Decisions

      By: Ron Adner, Jianqing Chen and Feng Zhu
      We study compatibility decisions of two competing platform owners that generate profits through both hardware sales and royalties from content sales. We consider a game-theoretic model in which two platforms offer different standalone utilities to users. We find that... View Details
      Keywords: Compatibility; Platform Competition; Profit Foci; Digital Platforms; Competition; Profit; Decision Making
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      Adner, Ron, Jianqing Chen, and Feng Zhu. "Frenemies in Platform Markets: Heterogeneous Profit Foci as Drivers of Compatibility Decisions." Management Science 66, no. 6 (June 2020): 2432–2451.
      • March 2020 (Revised April 2020)
      • Case

      CarTrade

      By: Rajiv Lal and Shreya Ramachandran
      Vinay Sanghi, the founder and CEO of CarTrade, had been trying different business strategies to keep the company, which he founded in 2010 as an online marketplace for used and new cars, profitable and on track for growth. In a crowded and disorganized dealer... View Details
      Keywords: Online Marketplace; Automobiles; Customer Base; Internet and the Web; Growth and Development Strategy; Business Model; Financing and Loans; E-commerce; Digital Platforms; Digital Marketing; Auto Industry; Retail Industry; India; Mumbai
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      Lal, Rajiv, and Shreya Ramachandran. "CarTrade." Harvard Business School Case 520-088, March 2020. (Revised April 2020.)
      • 2020
      • Working Paper

      Topic Preference Detection: A Novel Approach to Understand Perspective Taking in Conversation

      By: Michael Yeomans and Alison Wood Brooks
      Although most humans engage in conversations constantly throughout their lives, conversational mistakes are commonplace— interacting with others is difficult, and conversation re-quires quick, relentless perspective-taking and decision making. For example: during every... View Details
      Keywords: Natural Language Processing; Interpersonal Communication; Perspective; Decision Making; Perception
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      Yeomans, Michael, and Alison Wood Brooks. "Topic Preference Detection: A Novel Approach to Understand Perspective Taking in Conversation." Harvard Business School Working Paper, No. 20-077, February 2020.
      • January 2020 (Revised July 2020)
      • Case

      BlackRock: Linking Purpose to Profit

      By: Aiyesha Dey
      The case revolves around the actions that Barbara Novick, co-founder and Vice-Chair of Blackrock, and Michelle Edkins, Global Head of Investment Stewardship, would need to take in response to the controversial CEO letters from Laurence (Larry) Fink, Chairman and CEO of... View Details
      Keywords: Boards Of Directors; Institutional Investors; Disclosure; Transparency; Corporate Purpose; Corporate Profits; ESG; ESG Disclosure Metrics; Corporate Sustainability; Engagement Strategy Of Institutions; Stewardship Role Of Institutions; BlackRock; Corporate Governance; Governing and Advisory Boards; Institutional Investing; Accounting; Corporate Disclosure; Mission and Purpose; Profit; Environmental Sustainability; Climate Change; Diversity; Corporate Accountability; Financial Services Industry; United States
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      Deshpandé, Rohit, Aiyesha Dey, and George Serafeim. "BlackRock: Linking Purpose to Profit." Harvard Business School Case 120-042, January 2020. (Revised July 2020.)
      • January 2020
      • Case

      Ureed.com: The Marketplace for Language

      By: Ashley V. Whillans, Esel Çekin and Alpana Thapar
      Jordanian entrepreneur, Nour Al Hassan, founded Tarjama in 2008, tapping into an underserved and high demand need: Arabic translation service. Its lean model comprised of hiring full-time employees, mainly women, who worked from home. It steadily grew over the... View Details
      Keywords: Language Translation; Freelancers; Entrepreneurship; Human Resources; Management; Expansion; Quality; Growth and Development Strategy
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      Whillans, Ashley V., Esel Çekin, and Alpana Thapar. "Ureed.com: The Marketplace for Language." Harvard Business School Case 920-038, January 2020.
      • January 2020
      • Article

      Rethinking Measurement of Pay Disparity and Its Relation to Firm Performance

      By: Ethan Rouen
      I develop measures of firm-level pay disparity and examine their relation to firm performance. Using comprehensive compensation data for a large sample of firms, I find no statistically significant relation between the ratio of CEO-to-mean employee compensation and... View Details
      Keywords: Pay Disparity; Pay Ratio; CEO Pay Ratio; Income Inequality; Executive Compensation; Employees; Wages; Equality and Inequality; Business Ventures; Performance
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      Rouen, Ethan. "Rethinking Measurement of Pay Disparity and Its Relation to Firm Performance." Accounting Review 95, no. 1 (January 2020): 343–378.
      • 2019
      • Article

      Overcoming Cultural Resistance to Open Source Innovation

      By: John Winsor, Jin Hyun Paik, Michael Tushman and Karim R. Lakhani
      Purpose: This article offers insight on how to effectively help incumbent organizations prepare for global business shifts to open source and digital business models.
      Design/methodology/approach: Discussion related to observation, experience and case studies... View Details
      Keywords: Open Source Innovation; Organizational Culture; Organizational Change and Adaptation; Business Model; Technological Innovation; Collaborative Innovation and Invention
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      Winsor, John, Jin Hyun Paik, Michael Tushman, and Karim R. Lakhani. "Overcoming Cultural Resistance to Open Source Innovation." Strategy & Leadership 47, no. 6 (2019): 28–33.
      • December 2019
      • Article

      The Ethical Perils of Personal, Communal Relations: A Language Perspective

      By: Maryam Kouchaki, Francesca Gino and Yuval Feldman
      The current paper focuses on how the type of relationship that exists between a group and its members influences misconduct by fostering certain perceptions of the group. Using multiple methods, lab- and field-based experiments (N = 1,679), and a large dataset of S&P... View Details
      Keywords: Language; Codes Of Conduct; Ethics; Communication; Perception; Behavior
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      Kouchaki, Maryam, Francesca Gino, and Yuval Feldman. "The Ethical Perils of Personal, Communal Relations: A Language Perspective." Psychological Science 30, no. 12 (December 2019): 1745–1766.
      • November–December 2019
      • Article

      Head, Heart or Hands: How Do Employees Respond to a Radical Global Language Change Over Time?

      By: Sebastian Reiche and Tsedal Neeley
      To understand how recipients respond to radical change over time across cognitive, affective, and behavioral dimensions, we conducted a longitudinal study of a mandated language change at a Chilean subsidiary of a large U.S. multinational organization. The... View Details
      Keywords: Language; Communication; Change; Employees; Attitudes; Emotions; Globalized Firms and Management
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      Reiche, Sebastian, and Tsedal Neeley. "Head, Heart or Hands: How Do Employees Respond to a Radical Global Language Change Over Time?" Organization Science 30, no. 6 (November–December 2019): 1252–1269.
      • October 2019
      • Case

      Agility Africa

      By: Juan Alcacer, Caroline M. Elkins and Esel Çekin
      This case illustrates the challenge and opportunities that firms face when developing and executing new business models in high-risk, low-infrastructure, low-trust countries. It features a global logistics group, Agility, that aimed to become the leader in supplying... View Details
      Keywords: Strategy; Business Model; Innovation and Invention; Expansion; Emerging Markets; Decision Choices and Conditions; Real Estate Industry; Distribution Industry; Africa
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      Alcacer, Juan, Caroline M. Elkins, and Esel Çekin. "Agility Africa." Harvard Business School Case 720-357, October 2019.
      • October 2019
      • Teaching Note

      Google: To TVC or Not to TVC?

      By: William R. Kerr and Carl Kreitzberg
      A Teaching Note for the "Google: To TVC or Not to TVC?" case study (HBS#820-048). The case discusses recent controversies regarding how Google manages temporary help agency workers, workers supplied by vendors, and independent contractors ("TVCs"). Such TVCs reportedly... View Details
      Keywords: Workforce; Independent Contractors; Talent Management; Silicon Valley; Google; Employee Attitude; Employee Compensation; Employee Engagement; Future Of Work; Innovation; Innovation And Strategy; Inequality; Talent Acquisition; Labor; Talent and Talent Management; Strategy; Technological Innovation; Employees; Attitudes; Innovation and Management; Human Resources; Information Technology Industry; United States; San Francisco
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      Kerr, William R., and Carl Kreitzberg. "Google: To TVC or Not to TVC?" Harvard Business School Teaching Note 820-049, October 2019.
      • August 2019 (Revised March 2022)
      • Case

      Family Matters: Governance at the Zamil Group

      By: Christina R. Wing, Suraj Srinivasan and Esel Çekin
      This case focuses on a large Saudi Arabian industrial conglomerate and family business Zamil Group’s corporate and family governance journey. The 12 sons of the founder led and grew the group successfully after taking over from their father in 1961. The secret to their... View Details
      Keywords: Middle East; Family Ownership; Family-owned Business; Saudi Arabia; Family Business; Governance; Organizational Structure; Values and Beliefs; Steel Industry; Industrial Products Industry; Middle East; Saudi Arabia; Bahrain
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      Wing, Christina R., Suraj Srinivasan, and Esel Çekin. "Family Matters: Governance at the Zamil Group." Harvard Business School Case 620-009, August 2019. (Revised March 2022.)
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