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      • 2025
      • Working Paper

      Trade Within Multinational Boundaries

      By: Laura Alfaro, Paola Conconi, Fariha Kamal and Zachary Kroff
      We leverage newly linked data from the U.S. Census Bureau and the U.S. Bureau of Economic Analysis to study transactions within U.S. multinational enterprises (MNEs). We show that using administrative data on intrafirm trade allows us to correct for measurement error... View Details
      Keywords: Multinational Enterprise; Input-output Linkages
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      Alfaro, Laura, Paola Conconi, Fariha Kamal, and Zachary Kroff. "Trade Within Multinational Boundaries." Harvard Business School Working Paper, No. 25-058, May 2025.
      • December 2024
      • Case

      Blue Cross Blue Shield of Michigan (BCBSM): The AI Journey

      By: Shikhar Ghosh
      In early 2024, Bill Fandrich, Executive VP and CIO of Blue Cross Blue Shield of Michigan (BCBSM), faced a critical decision about AI adoption within the organization. Fandrich had championed AI implementation at BCBSM. After successfully developing three AI... View Details
      Keywords: Blue Cross; Automation; Generative Ai; Health Insurance; Insurance Companies; Innovation; IT Strategy; Organizational Transformations; Technology; Non-profit; AI and Machine Learning; Health; Digital Strategy; Digital Transformation; Leadership; Technology Adoption; Job Cuts and Outsourcing; Innovation Strategy; Health Industry; Insurance Industry; Michigan
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      Ghosh, Shikhar. "Blue Cross Blue Shield of Michigan (BCBSM): The AI Journey." Harvard Business School Case 825-082, December 2024.
      • 2025
      • Working Paper

      Bank Capital and the Growth of Private Credit

      By: Sergey Chernenko, Robert Ialenti and David Scharfstein
      We show that business development companies (BDCs)—closed-end funds that provide a significant share of nonbank loans to middle market firms—are very well capitalized according to bank capital frameworks. They have median risk-based capital ratios of about 36%... View Details
      Keywords: Financing and Loans; Capital; Credit; Financial Institutions
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      Chernenko, Sergey, Robert Ialenti, and David Scharfstein. "Bank Capital and the Growth of Private Credit." Working Paper, March 2025.
      • 2024
      • Working Paper

      Internal and External Capital Markets of Large Banks

      By: Lina Lu, Marco Macchiavelli and Jonathan Wallen
      Despite regulatory restrictions, large U.S. bank holding companies have sizable and dynamic internal capital markets. They raise long-term debt at the holding company and deposits at the commercial bank to internally make unsecured loans to affiliated broker-dealers.... View Details
      Keywords: Banks and Banking; International Finance; Financial Markets
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      Lu, Lina, Marco Macchiavelli, and Jonathan Wallen. "Internal and External Capital Markets of Large Banks." Working Paper, November 2024.
      • December 2023
      • Article

      Association of Hospital System Affiliation with COVID-19 Capacity Burden

      By: Zachary Levin, Pinar Karaca-Mandic, Richard J. Boxer and Regina E. Herzlinger
      What is the message? The COVID-19 pandemic exposed the highly variable and uncoordinated responses by hospitals. The authors found that while the non-top ten system affiliated hospitals had a larger COVID-19 share index relative to independent hospitals, top-ten system... View Details
      Keywords: COVID-19 Pandemic; Resource Allocation; Health Pandemics; Demographics; Health Care and Treatment; Health Industry
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      Levin, Zachary, Pinar Karaca-Mandic, Richard J. Boxer, and Regina E. Herzlinger. "Association of Hospital System Affiliation with COVID-19 Capacity Burden." Health Management, Policy and Innovation 8, no. 3 (December 2023).
      • 2023
      • Working Paper

      The Effect of Childhood Environment on Political Behavior: Evidence from Young U.S. Movers, 1992–2021

      By: Jacob R. Brown, Enrico Cantoni, Sahil Chinoy, Martin Koenen and Vincent Pons
      We ask how childhood environment shapes political behavior. We measure young voters’ participation and party affiliation in nationally comprehensive voter files and reconstruct their childhood location histories based on their parents’ addresses. We compare outcomes of... View Details
      Keywords: Political Parties; Government and Politics; Age; Residency; Voting
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      Brown, Jacob R., Enrico Cantoni, Sahil Chinoy, Martin Koenen, and Vincent Pons. "The Effect of Childhood Environment on Political Behavior: Evidence from Young U.S. Movers, 1992–2021." NBER Working Paper Series, No. 31759, October 2023.
      • 2023
      • Working Paper

      Words Can Hurt: How Political Communication Can Change the Pace of an Epidemic

      By: Jessica Gagete-Miranda, Lucas Argentieri Mariani and Paula Rettl
      While elite-cue effects on public opinion are well-documented, questions remain as to when and why voters use elite cues to inform their opinions and behaviors. Using experimental and observational data from Brazil during the COVID-19 pandemic, we study how leader... View Details
      Keywords: Elites; Public Engagement; Politics; Political Affiliation; Political Campaigns; Political Influence; Political Leadership; Political Economy; Survey Research; COVID-19; COVID-19 Pandemic; COVID; Cognitive Psychology; Cognitive Biases; Political Elections; Voting; Power and Influence; Identity; Behavior; Latin America; Brazil
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      Gagete-Miranda, Jessica, Lucas Argentieri Mariani, and Paula Rettl. "Words Can Hurt: How Political Communication Can Change the Pace of an Epidemic." Harvard Business School Working Paper, No. 24-022, October 2023.
      • June 2023 (Revised January 2024)
      • Case

      Communities In Schools (Atlanta): Innovating a College Program

      By: V. Kasturi Rangan, Lynda M. Applegate and Alexis Lefort
      Frank Brown, CIS of Atlanta's new Black CEO, was keen to extend CIS's well-honed case management in schools program to youth in college. Founded 50 years ago by Bill Milliken, CIS, a network of 110 affiliates, had built a strong program of assisting and supporting... View Details
      Keywords: Decisions; Education; Expansion; Organizational Change and Adaptation; Atlanta
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      Rangan, V. Kasturi, Lynda M. Applegate, and Alexis Lefort. "Communities In Schools (Atlanta): Innovating a College Program." Harvard Business School Case 823-070, June 2023. (Revised January 2024.)
      • February 2023
      • Article

      Homophily and Acrophily as Drivers of Political Segregation

      By: Amit Goldenberg, Joseph M. Abruzzo, Zi Huang, Jonas Schone, David Bailey, Robb Willer, Eran Halperin and James J. Gross
      Political segregation is an important social problem, increasing polarization and impeding effective governance. Previous work has viewed the central driver of segregation to be political homophily, the tendency to associate with others who have similar views. Here we... View Details
      Keywords: Political Affiliation; Extremism; Values and Beliefs; Identity; Groups and Teams; Emotions; Civil Society or Community
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      Goldenberg, Amit, Joseph M. Abruzzo, Zi Huang, Jonas Schone, David Bailey, Robb Willer, Eran Halperin, and James J. Gross. "Homophily and Acrophily as Drivers of Political Segregation." Nature Human Behaviour 7, no. 2 (February 2023): 219–230.
      • 2025
      • Working Paper

      The Political Polarization of Corporate America

      By: Vyacheslav Fos, Elisabeth Kempf and Margarita Tsoutsoura
      U.S. executives are increasingly segregating by political party. We establish this new fact using political affiliations from voter registration records for top executives of S&P 1500 firms between 2008 and 2022. We identify key drivers of this trend, including... View Details
      Keywords: Political Polarization; Partisanship; Executives; Government and Politics; Business and Shareholder Relations; United States
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      Fos, Vyacheslav, Elisabeth Kempf, and Margarita Tsoutsoura. "The Political Polarization of Corporate America." Harvard Business School Working Paper, No. 23-003, July 2022. (Revised March 2025.)
      • April 2022
      • Article

      Does Context Outweigh Individual Characteristics in Driving Voting Behavior? Evidence from Relocations within the U.S.

      By: Enrico Cantoni and Vincent Pons
      We measure the overall influence of contextual versus individual factors (e.g., voting rules and media as opposed to race and education) on voter behavior, and explore underlying mechanisms. Using a U.S.-wide voter-level panel, 2008–18, we examine voters who relocate... View Details
      Keywords: Voting; Behavior; Geographic Location; Personal Characteristics; Situation or Environment; United States
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      Cantoni, Enrico, and Vincent Pons. "Does Context Outweigh Individual Characteristics in Driving Voting Behavior? Evidence from Relocations within the U.S." American Economic Review 112, no. 4 (April 2022): 1226–1272.
      • December 2021
      • Article

      Left- and Right-Leaning News Organizations Use Negative Emotional Content and Elicit User Engagement Similarly

      By: Andrea Bellovary, Nathaniel Young and Amit Goldenberg
      Negativity has historically dominated news content; however, little research has examined how news organizations use affect on social media, where content is generally positive. In the current project we ask a few questions: Do news organizations on Twitter use... View Details
      Keywords: Negative Press; Twitter; Political Affiliation; Affect; News; Media; Internet and the Web; Emotions; Perspective; Social Media
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      Bellovary, Andrea, Nathaniel Young, and Amit Goldenberg. "Left- and Right-Leaning News Organizations Use Negative Emotional Content and Elicit User Engagement Similarly." Affective Science 2, no. 4 (December 2021): 391–396.
      • December 2021
      • Article

      Partisan Professionals: Evidence from Credit Rating Analysts

      By: Elisabeth Kempf and Margarita Tsoutsoura
      Partisan perception affects the actions of professionals in the financial sector. Using a novel dataset linking credit rating analysts to party affiliations from voter records, we show that analysts who are not affiliated with the U.S. president’s party downward-adjust... View Details
      Keywords: Political Affiliation; Credit Rating Agencies; Political Partisanship; Political Elections; Perception; Credit
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      Kempf, Elisabeth, and Margarita Tsoutsoura. "Partisan Professionals: Evidence from Credit Rating Analysts." Journal of Finance 76, no. 6 (December 2021): 2805–2856.
      • February 2021 (Revised May 2021)
      • Case

      SafeGraph: Selling Data as a Service

      By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
      Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on... View Details
      Keywords: Data As A Service; Monetization; Pricing; Business Startups; Analytics and Data Science; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States
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      Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
      • February 2021
      • Supplement

      HNA Group: Global Excellence with Chinese Characteristics (C)

      By: William C. Kirby, Billy Chan and John P. McHugh
      July 2017 was supposed to be a triumphant month for HNA Group. The latest Fortune Global 500 list showed the company had again skyrocketed in its ranking to no. 170, an improvement of over 200 positions from the year prior. Yet earlier that same July, the mysterious... View Details
      Keywords: Conglomerate; Airline Industry; Coronavirus; Financial Risk; Debt; Bankruptcy; Global Strategy; Restructuring; Health Pandemics; Financial Markets; Organizational Change and Adaptation; Financial Condition; Globalized Firms and Management; Business and Government Relations; Air Transportation Industry; Financial Services Industry; China
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      Kirby, William C., Billy Chan, and John P. McHugh. "HNA Group: Global Excellence with Chinese Characteristics (C)." Harvard Business School Supplement 321-123, February 2021.
      • 2020
      • Working Paper

      Vertical Integration of Healthcare Providers Increases Self-Referrals and Can Reduce Downstream Competition: The Case of Hospital-Owned Skilled Nursing Facilities

      By: David Cutler, Leemore S. Dafny, David Grabowski, Steven S. Lee and Christopher Ody
      The landscape of the U.S. healthcare industry is changing dramatically as healthcare providers expand both within and across markets. While federal antitrust agencies have mounted several challenges to same-market combinations, they have not challenged any... View Details
      Keywords: Antitrust; Health Care and Treatment; Vertical Integration; Organizational Structure; Competition; Health Industry; United States
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      Cutler, David, Leemore S. Dafny, David Grabowski, Steven S. Lee, and Christopher Ody. "Vertical Integration of Healthcare Providers Increases Self-Referrals and Can Reduce Downstream Competition: The Case of Hospital-Owned Skilled Nursing Facilities." NBER Working Paper Series, No. 28305, December 2020.
      • Article

      Going It Alone: Competition Increases the Attractiveness of Minority Status

      By: Erika L. Kirgios, Edward H. Chang and Katherine L. Milkman
      Past research demonstrates that people prefer to affiliate with others who resemble them demographically. However, we posit that when competing for scarce opportunities, strategic considerations moderate the strength of this tendency toward homophily. Across six... View Details
      Keywords: Homophily; Group Selection; Diversity; Gender; Race; Competition
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      Kirgios, Erika L., Edward H. Chang, and Katherine L. Milkman. "Going It Alone: Competition Increases the Attractiveness of Minority Status." Organizational Behavior and Human Decision Processes 161 (November 2020): 20–33.
      • 2021
      • Working Paper

      Does Who Helps You Impact Your Behavior? Examining the Effects of Social Interactions on Knowledge Sharing in Online Communities

      By: Eunkwang Seo, Frank Nagle and Sonali K. Shah
      Online communities provide vibrant forums for knowledge sharing and are increasingly being used by individual users and firms to source knowledge and create and capture value. Yet, there is much to learn about how the actions of community members affect other members,... View Details
      Keywords: Online Communities; Knowledge Development; Innovation; Reciprocity; Knowledge Sharing; Networks; Innovation and Invention; Interpersonal Communication
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      Seo, Eunkwang, Frank Nagle, and Sonali K. Shah. "Does Who Helps You Impact Your Behavior? Examining the Effects of Social Interactions on Knowledge Sharing in Online Communities." Harvard Business School Working Paper, No. 21-026, August 2020. (Revised July 2021.)
      • May 1, 2020
      • Article

      COVID-19's Hard Lessons Might Prepare Business for Climate Change

      By: Joseph B. Lassiter III and Danielle Kost
      The coronavirus pandemic caught the business world by surprise, but the catastrophe might force companies to face a crisis that has been unfolding in plain sight: climate change.
      We asked faculty members affiliated with the Business and Environment Initiative at... View Details
      Keywords: COVID-19; Health Pandemics; Climate Change; Environmental Sustainability
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      "COVID-19's Hard Lessons Might Prepare Business for Climate Change." Harvard Business School Working Knowledge (May 1, 2020).
      • 2021
      • Working Paper

      Elusive Safety: The New Geography of Capital Flows and Risk

      By: Laura Alfaro, Ester Faia, Ruth Judson and Tim Schmidt-Eisenlohr
      A confidential dataset with industry-level disaggregation of U.S. cross-border claims and liabilities, shows U.S. securities to be increasingly intermediated by tax-haven-financial-centers (THFC) and less regulated funds. These securities are risky, in... View Details
      Keywords: Tax Havens; Financial Centers; Geography Of Flows; Profit Shifting; Tax Avoidance; Risk; Safe Assets; Hetergeneous Firms; Endogenous Entry; Endogenous Monitoring; Regulatory Arbitrage; Assets; Safety; Risk and Uncertainty; Capital; Global Range
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      Alfaro, Laura, Ester Faia, Ruth Judson, and Tim Schmidt-Eisenlohr. "Elusive Safety: The New Geography of Capital Flows and Risk." Harvard Business School Working Paper, No. 20-099, March 2020. (Revised February 2021.)
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