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      • 2022
      • Working Paper

      The Stock Market Value of Human Capital Creation

      By: Matthias Regier and Ethan Rouen
      We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between lagged... View Details
      Keywords: Intangibles; Market Valuation; Human Capital; Stocks; Financial Markets; Valuation
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      Regier, Matthias, and Ethan Rouen. "The Stock Market Value of Human Capital Creation." Harvard Business School Working Paper, No. 21-047, October 2020. (Revised March 2022.)
      • September 2020
      • Teaching Plan

      Harlem Capital: Changing the Face of Entrepreneurship

      By: George Serafeim
      Jarrid Tingle and Henri Pierre-Jacques had spent the summer between their first and second years of their MBA program fund raising for their start-up venture capital (VC) firm, Harlem Capital Partners. Harlem Capital was founded upon the principle that addressing the... View Details
      Keywords: Venture Capital Firm Compensation; Entrepreneurial Finance; Entrepreneurial Financing; Black Entrepreneurs; Black Leadership; Black Inventors; Inclusion; Minority-owned Businesses; Race And Ethnicity; Race Characteristics; Entrepreneurship; Venture Capital; Diversity; Race; Gender; Mission and Purpose; Social Enterprise; Financial Services Industry; United States
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      Serafeim, George. "Harlem Capital: Changing the Face of Entrepreneurship." Harvard Business School Teaching Plan 121-027, September 2020.
      • 2020
      • Working Paper

      (When) Does Appearance Matter? Evidence from a Randomized Controlled Trial

      By: Prithwiraj Choudhury, Tarun Khanna, Christos A. Makridis and Subhradip Sarker
      While there is evidence about labor market discrimination based on race, religion, and gender, we know little about whether physical appearance leads to discrimination in labor market outcomes. We deploy a randomized experiment on 1,000 respondents in India between... View Details
      Keywords: Behavioral Economics; Coronavirus; Discrimination; Homophily; Labor Market Mobility; Limited Attention; Resumes; Personal Characteristics; Prejudice and Bias
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      Choudhury, Prithwiraj, Tarun Khanna, Christos A. Makridis, and Subhradip Sarker. "(When) Does Appearance Matter? Evidence from a Randomized Controlled Trial." Harvard Business School Working Paper, No. 21-038, September 2020.
      • August 2020 (Revised September 2020)
      • Technical Note

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne
      The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
      Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods
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      Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
      • 2021
      • Working Paper

      Digital Labor Market Inequality and the Decline of IT Exceptionalism

      By: Ruiqing Cao and Shane Greenstein
      Several decades of expansion in digital communications, web commerce, and online distribution have altered regional IT labor market returns in the United States. IT occupations experienced similar wage growth as STEM occupations involving IT-related work activities,... View Details
      Keywords: Information Technology; Labor; Wages; Equality and Inequality
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      Cao, Ruiqing, and Shane Greenstein. "Digital Labor Market Inequality and the Decline of IT Exceptionalism." Harvard Business School Working Paper, No. 21-019, August 2020. (Revised January 2021. NBER Working Paper Series, No. 21-015, August 2020)
      • July 2020
      • Article

      The Role of Interdependence in the Microfoundations of Organization Design: Task, Goal, and Knowledge Interdependence

      By: Marlo Raveendran (formerly Goetting), Luciana Silvestri and Ranjay Gulati
      Interdependence is a core concept in organization design, yet one that has remained consistently understudied. Current notions of interdependence remain rooted in seminal works, produced at a time when managers’ near-perfect understanding of the task at hand drove the... View Details
      Keywords: Interdependence; Organizational Behavior; Work Design; Organizational Design; Goals and Objectives; Knowledge Sharing
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      Raveendran (formerly Goetting), Marlo, Luciana Silvestri, and Ranjay Gulati. "The Role of Interdependence in the Microfoundations of Organization Design: Task, Goal, and Knowledge Interdependence." Academy of Management Annals 14, no. 2 (July 2020): 828–868.
      • 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.
      • 2023
      • Working Paper

      Founder-CEO Compensation and Selection into Venture Capital-Backed Entrepreneurship

      By: Michael Ewens, Ramana Nanda and Christopher Stanton
      We show theoretically that a critical determinant of the attractiveness of VC-backed entrepreneurship for high-earning potential founders is the expected time to develop a startup’s initial product. This is because founder-CEOs’ cash compensation increases... View Details
      Keywords: Entrepreneurship; Venture Capital; Executive Compensation
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      Ewens, Michael, Ramana Nanda, and Christopher Stanton. "Founder-CEO Compensation and Selection into Venture Capital-Backed Entrepreneurship." Harvard Business School Working Paper, No. 20-119, May 2020. (Revised September 2023. Forthcoming at Journal of Finance.)
      • 2021
      • Working Paper

      The Project on Impact Investments' Impact Investment Database

      By: M. Diane Burton, Shawn Cole, Abhishek Dev, Christina Jarymowycz, Leslie Jeng, Josh Lerner, Fanele Mashwama, Yue (Cynthia) Xu and T. Robert Zochowski
      Impact investing has grown significantly over the past 15 years. From a niche investing segment with only $25 billion AUM in 2013 (WEF 2013), it experienced double-digit growth and developed into a market with an estimated $502 billion AUM (Mudaliapar and Dithrich... View Details
      Keywords: Impact Investing; Investment; Analytics and Data Science; Analysis
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      Burton, M. Diane, Shawn Cole, Abhishek Dev, Christina Jarymowycz, Leslie Jeng, Josh Lerner, Fanele Mashwama, Yue (Cynthia) Xu, and T. Robert Zochowski. "The Project on Impact Investments' Impact Investment Database." Harvard Business School Working Paper, No. 20-117, May 2020. (Revised August 2021.)
      • 26 Apr 2020
      • Other Presentation

      Towards Modeling the Variability of Human Attention

      By: Kuno Kim, Megumi Sano, Julian De Freitas, Daniel Yamins and Nick Haber
      Children exhibit extraordinary exploratory behaviors hypothesized to contribute to the building of models of their world. Harnessing this capacity in artificial systems promises not only more flexible technology but also cognitive models of the developmental processes... View Details
      Keywords: Exploratory Learning Behaviors; Modeling; Artificial Intelligence; AI and Machine Learning
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      Kim, Kuno, Megumi Sano, Julian De Freitas, Daniel Yamins, and Nick Haber. "Towards Modeling the Variability of Human Attention." In Bridging AI and Cognitive Science (BAICS) Workshop. 8th International Conference on Learning Representations (ICLR), April 26, 2020.
      • 2020
      • Book

      Business, Ethics and Institutions: The Evolution of Turkish Capitalism in Global Perspectives

      By: Asli M. Colpan and Geoffrey Jones
      This book is the first systematic scholarly study on the business history of Turkey and its predecessor the Ottoman Empire from the nineteenth century until the present. It places the distinctive characteristics of capitalism in Turkey within a global and comparative... View Details
      Keywords: Capitalism; Corruption; Business History; Ethics; Economic Systems; Crime and Corruption; Middle East; Central Asia; Turkey
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      Colpan, Asli M., and Geoffrey Jones, eds. Business, Ethics and Institutions: The Evolution of Turkish Capitalism in Global Perspectives. New York: Routledge, 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.
      • 2019
      • Working Paper

      Thinking Outside the Box (12): The Benefits of Increased Transparency in Employer-Sponsored Health Insurance for the 180 Million Insured

      By: Regina E. Herzlinger and Barak D. Richman
      Economists have long noted that the tax exclusion of employer-sponsored insurance (ESI) caused workers to purchase health plans that differ in price and other characteristics from those they would otherwise choose for themselves. We explore the short-term and long-term... View Details
      Keywords: After-tax Income; Consumer-driven Health Care; Health Care Costs; Health Insurance; Income Inequality; Tax Policy; Health Care and Treatment; Cost; Insurance; Income; Equality and Inequality; Taxation; Policy; United States
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      Herzlinger, Regina E., and Barak D. Richman. "Thinking Outside the Box (12): The Benefits of Increased Transparency in Employer-Sponsored Health Insurance for the 180 Million Insured." Duke Law School Public Law & Legal Theory Series, No. 2020-4, December 2019.
      • November 2019
      • Article

      Conversations and Idea Generation: Evidence from a Field Experiment

      By: Sharique Hasan and Rembrand Koning
      When do conversations lead people to generate better ideas? We conducted a field experiment at a startup boot camp to evaluate the impact of informal conversations on the quality of product ideas generated by participants. Specifically, we examine how the personality... View Details
      Keywords: Peer Effects; Field Experiment; Interpersonal Communication; Creativity; Personal Characteristics; Entrepreneurship; Innovation and Invention
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      Hasan, Sharique, and Rembrand Koning. "Conversations and Idea Generation: Evidence from a Field Experiment." Art. 103811. Research Policy 48, no. 9 (November 2019).
      • 2019
      • Working Paper

      Optimal Interventions for Increasing Healthy Food Consumption Among Low Income Households

      By: Retsef Levi, Elisabeth Paulson and Georgia Perakis
      The federal government currently spends over $100 billion per year on policies aimed to increase fruit and vegetable (FV) consumption among low income households. These include price-, nutrition education-, and access-related interventions. Currently, the government... View Details
      Keywords: Bi-level Optimization; Optimal Subsidies; Public Policy; Food Policy; Central Planner; Government Administration; Poverty; Food; Nutrition
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      Levi, Retsef, Elisabeth Paulson, and Georgia Perakis. "Optimal Interventions for Increasing Healthy Food Consumption Among Low Income Households." MIT Sloan Research Paper, No. 6053-19, November 2019.
      • Article

      Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

      By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
      We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
      Keywords: CEOs; Communication Style; Machine Learning; Spoken Communication; Nonverbal Communication; Personal Characteristics; Analysis; Performance
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      Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Strategic Management Journal 40, no. 11 (November 2019): 1705–1732.
      • Article

      Risk Attitudes and Personality Traits of Entrepreneurs and Venture Team Members

      By: Sari Pekkala Kerr, William R. Kerr and Margaret Dalton
      Personality distinctions between entrepreneurs, nonfounder CEOs/leaders, and inventor employees have received limited attention, especially in innovative settings where they are working together. We surveyed these groups, along with other employees of innovative firms,... View Details
      Keywords: Entrepreneurs; Inventors; Innovation; Risk; Personal Characteristics; Innovation and Invention; Risk and Uncertainty; Attitudes
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      Kerr, Sari Pekkala, William R. Kerr, and Margaret Dalton. "Risk Attitudes and Personality Traits of Entrepreneurs and Venture Team Members." Proceedings of the National Academy of Sciences 116, no. 36 (September 3, 2019): 17712–17716.
      • September 2019
      • Article

      The Self-Presentational Consequences of Upholding One's Stance in Spite of the Evidence

      By: Leslie John, Martha Jeong, Francesca Gino and Laura Huang
      Five studies explore the self-presentational consequences of refusing to “back down” – that is, upholding a stance despite evidence of its inaccuracy. Using data from an entrepreneurial pitch competition, Study 1 shows that entrepreneurs tend not to back down even... View Details
      Keywords: Self-presentation; Belief Perseverance; Judgment; Confidence; Persuasion; Personal Characteristics; Behavior; Perception; Decision Making; Outcome or Result
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      John, Leslie, Martha Jeong, Francesca Gino, and Laura Huang. "The Self-Presentational Consequences of Upholding One's Stance in Spite of the Evidence." Organizational Behavior and Human Decision Processes 154 (September 2019): 1–14.
      • July 2019
      • Article

      Evaluation of Economic and Clinical Outcomes Under Centers for Medicare & Medicaid Services Mandatory Bundled Payments for Joint Replacements

      By: Derek A. Haas, Xiaoran Zhang, Robert S. Kaplan and Zirui Song
      In 2016, the Centers for Medicare & Medicaid Services (CMS) launched its first mandatory bundled payment program, the Comprehensive Care for Joint Replacement (CJR) model, by randomizing metropolitan statistical areas (MSAs) into the payment model. The paper analyzed... View Details
      Keywords: Medicare; Medicaid; Bundled Payments; Health Care and Treatment; Cost Management; Performance Evaluation; Outcome or Result
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      Haas, Derek A., Xiaoran Zhang, Robert S. Kaplan, and Zirui Song. "Evaluation of Economic and Clinical Outcomes Under Centers for Medicare & Medicaid Services Mandatory Bundled Payments for Joint Replacements." JAMA Internal Medicine 179, no. 7 (July 2019): 924–931.
      • Article

      Extending the Role of Headquarters Beyond the Firm Boundary: Entrepreneurial Alliance Innovation

      By: Jaeho Kim and Andy Wu
      Prior research on corporate headquarters (CHQ) characteristics identifies the impact of CHQ location and composition on the innovation outcomes of internal subsidiaries. However, given that external strategic alliances with high-tech entrepreneurial firms represent a... View Details
      Keywords: Alliance; Innovation; Corporate Headquarters; Geographic Proximity; Entrepreneurship; Corporate Strategy; Alliances; Joint Ventures; Innovation and Invention; Business Headquarters; Geographic Location
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      Kim, Jaeho, and Andy Wu. "Extending the Role of Headquarters Beyond the Firm Boundary: Entrepreneurial Alliance Innovation." Art. 15. Special Issue on Corporate Headquarters. Journal of Organization Design 8 (2019): 1–35.
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