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      • 2022
      • Working Paper

      TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations

      By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh
      Practitioners increasingly use machine learning (ML) models, yet they have become more complex and harder to understand. To address this issue, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability... View Details
      Keywords: Natural Language Conversations; Predictive Models; AI and Machine Learning
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      Slack, Dylan, Satyapriya Krishna, Himabindu Lakkaraju, and Sameer Singh. "TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations." Working Paper, 2022.
      • 2021
      • Working Paper

      Racial Inequality in Organizations: A Systems Psychodynamic Perspective

      By: Sanaz Mobasseri, William Kahn and Robin Ely
      This paper uses systems psychodynamic concepts to develop a theory about the persistence of racial inequality in U.S. companies, treating White men as the dominant group and Black people as an illustrative subordinate group. We theorize that this persistence is rooted... View Details
      Keywords: Systems Psychodynamics; Organizational Inequality; Masculinity; Equality and Inequality; Race; Gender; Identity; Power and Influence
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      Mobasseri, Sanaz, William Kahn, and Robin Ely. "Racial Inequality in Organizations: A Systems Psychodynamic Perspective." Harvard Business School Working Paper, No. 22-052, December 2021. (Revised September 2022.)
      • 2025
      • Working Paper

      Threat and Assimilation: Evidence from Refugees in Germany

      By: Philipp Jaschke, Sulin Sardoschau and Marco Tabellini
      This paper studies the effects of local threat on the cultural assimilation and economic integration of refugees, exploiting plausibly exogenous variation in their allocation across German regions between 2013 and 2016. We use representative survey data and... View Details
      Keywords: Assimilation; Threat Hypothesis; Migration; Cultural Change; Refugees; Culture; Identity; Germany
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      Jaschke, Philipp, Sulin Sardoschau, and Marco Tabellini. "Threat and Assimilation: Evidence from Refugees in Germany." Harvard Business School Working Paper, No. 22-043, December 2021. (Revised January 2025. Revise and resubmit at the Economic Journal. Also available from NBER, and featured on Le Monde.)
      • December 2021 (Revised January 2023)
      • Case

      Katerra (A)

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      In April 2020, Katerra executives struggled with a series of decisions that would determine the fate of one of the best-funded construction startups in history. Katerra was founded in 2015 by technology-industry executive Michael Marks and commercial real estate... View Details
      Keywords: Business Startups; Insolvency and Bankruptcy; Entrepreneurship; Failure; Construction; Real Estate Industry; Technology Industry; United States
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Katerra (A)." Harvard Business School Case 822-021, December 2021. (Revised January 2023.)
      • December 2021 (Revised January 2023)
      • Supplement

      Katerra (B)

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      In May 2020, SoftBank executives, having invested nearly $2 billion in Katerra, decided the vision of an end-to-end, vertically-integrated construction process was worth saving—with some major changes to company structure. The SoftBank Vision Fund invested $200 million... View Details
      Keywords: Business Startups; Failure; Insolvency and Bankruptcy; Entrepreneurship; Construction; Construction Industry; Construction Industry; Construction Industry; United States
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Katerra (B)." Harvard Business School Supplement 822-025, December 2021. (Revised January 2023.)
      • Winter 2021
      • Article

      Mobile Internet Usage and Usage-based Pricing

      By: Jeffrey Prince and Shane Greenstein
      Using data on mobile Internet usage of thousands of individuals, we provide some of the first analyses linking mobile usage to key demographics such as income. We find a reverse-U relationship between mobile Internet usage and income—notably different than the... View Details
      Keywords: Mobile Internet Usage; Pricing Strategy; Internet and the Web; Mobile and Wireless Technology; Demographics; Income; Price; Strategy
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      Prince, Jeffrey, and Shane Greenstein. "Mobile Internet Usage and Usage-based Pricing." Journal of Economics & Management Strategy 30, no. 4 (Winter 2021): 760–783.
      • November 2021 (Revised March 2022)
      • Case

      AppHarvest: Rebuilding the Appalachian Economy Through Agriculture

      By: Joshua Lev Krieger, William R. Kerr and Christian Godwin
      In 2021, AppHarvest completed construction of a 60-acre indoor farming facility, one of the world’s largest, recorded its first sales, and went public in a multi-billion dollar IPO. Described as “a force of nature,” Jonathan Webb founded the company to bring jobs back... View Details
      Keywords: Agricultural; Entrepreneur; Business Startups; Development Economics; Sales; Goals and Objectives; Going Public; Growth Management; Buildings and Facilities; Agriculture and Agribusiness Industry; North America
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      Krieger, Joshua Lev, William R. Kerr, and Christian Godwin. "AppHarvest: Rebuilding the Appalachian Economy Through Agriculture." Harvard Business School Case 822-067, November 2021. (Revised March 2022.)
      • November 2021
      • Article

      Determining Variable Costs in the Acute Urolithiasis Cycle of Care Through Time-driven Activity-based Costing

      By: Tyler R. McClintock, David F. Friedlander, Aiden Y. Feng, Mahek A. Shah, Daniel J. Pallin, Steven L. Chang, Angela M. Bader, Thomas W. Feeley, Robert S. Kaplan and George E. Haleblian
      Objective. To characterize full cycle of care costs for managing an acute ureteral stone using time-driven activity-based costing.
      Methods. We defined all phases of care for patients presenting with an acute ureteral stone and built an... View Details
      Keywords: Time-Driven Activity-Based Costing; Health Care and Treatment; Cost; Activity Based Costing and Management
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      McClintock, Tyler R., David F. Friedlander, Aiden Y. Feng, Mahek A. Shah, Daniel J. Pallin, Steven L. Chang, Angela M. Bader, Thomas W. Feeley, Robert S. Kaplan, and George E. Haleblian. "Determining Variable Costs in the Acute Urolithiasis Cycle of Care Through Time-driven Activity-based Costing." Urology 157 (November 2021): 107–113.
      • November 2021
      • Article

      Ratings, Reviews, and the Marketing of New Products

      By: Itay P. Fainmesser, Dominique Olié Lauga and Elie Ofek
      We study how user-generated content (UGC) about new products impacts a firm's advertising and pricing decisions and the effect on profits and market dynamics. We construct a two-period model where consumers value quality and are heterogeneous in their taste for the new... View Details
      Keywords: Online Reviews; Product Ratings; Social Networks; Word Of Mouth; Pricing; User-generated Content; Advertising; Product Marketing; Price; Consumer Behavior; Product Positioning; Social Media
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      Fainmesser, Itay P., Dominique Olié Lauga, and Elie Ofek. "Ratings, Reviews, and the Marketing of New Products." Management Science 67, no. 11 (November 2021): 7023–7045.
      • November 2021
      • Article

      The Nixon Doctrine and the Making of Authoritarianism in Island Southeast Asia

      By: Mattias Fibiger
      This article argues that the Nixon Doctrine was an instrument of authoritarianization in island Southeast Asia. It traces the formulation of the Nixon Doctrine and its implementation through foreign aid decisions, revealing that President Richard Nixon and his chief... View Details
      Keywords: Diplomacy; Foreign Aid; Authoritarianism; Geopolitics; Nixon; International Relations; Policy; History; Southeast Asia; United States
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      Fibiger, Mattias. "The Nixon Doctrine and the Making of Authoritarianism in Island Southeast Asia." Diplomatic History 45, no. 5 (November 2021): 954–982.
      • Article

      Decarbonization Factors

      By: Alex Cheema-Fox, Bridget LaPerla, George Serafeim, David Turkington and Hui (Stacie) Wang
      In the face of accelerating climate change, investors are making capital allocations seeking to decarbonize portfolios by reducing the carbon emissions of their holdings. To understand the performance of portfolio decarbonization strategies and investor behavior... View Details
      Keywords: ESG; Investment Management; Factor Investing; Investor Behavior; Climate Change; Environmental Sustainability; Investment; Management
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      Cheema-Fox, Alex, Bridget LaPerla, George Serafeim, David Turkington, and Hui (Stacie) Wang. "Decarbonization Factors." Journal of Impact and ESG Investing 2, no. 1 (Fall 2021): 47–73.
      • September 2021 (Revised November 2022)
      • Case

      MAYA Capital

      By: Robert F. White, Carla Larangeira and Pedro Levindo
      MAYA Capital co-founders Lara Lemann and Monica Saggioro raised $41.5 million through a series of closings for their early-stage Latin American venture capital fund. The two women had met for the first time in mid-2016 when Lemann was contemplating scaling her angel... View Details
      Keywords: Early Stage; Portfolio Construction; Fund Management; Investment; Entrepreneurship; Venture Capital; Investment Portfolio; Strategy; Business Startups; Management; Investment Funds; Latin America
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      White, Robert F., Carla Larangeira, and Pedro Levindo. "MAYA Capital." Harvard Business School Case 822-038, September 2021. (Revised November 2022.)
      • August 2021
      • Article

      Multiple Imputation Using Gaussian Copulas

      By: F.M. Hollenbach, I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward and A. Volfovsky
      Missing observations are pervasive throughout empirical research, especially in the social sciences. Despite multiple approaches to dealing adequately with missing data, many scholars still fail to address this vital issue. In this paper, we present a simple-to-use... View Details
      Keywords: Missing Data; Bayesian Statistics; Imputation; Categorical Data; Estimation
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      Hollenbach, F.M., I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward, and A. Volfovsky. "Multiple Imputation Using Gaussian Copulas." Special Issue on New Quantitative Approaches to Studying Social Inequality. Sociological Methods & Research 50, no. 3 (August 2021): 1259–1283. (0049124118799381.)
      • 2021
      • Working Paper

      Multiple Team Membership, Turnover, and On-Time Delivery: Evidence from Construction Services

      By: Hise O. Gibson, Bradely R. Staats and Ananth Raman
      Firms who want to compete in dynamic markets are finding that they must build more agile operations to ensure success. One way for a firm to increase organizational agility is to allocate employees to multiple project teams, simultaneously—a practice known as multiple... View Details
      Keywords: Multiple Team Membership; Turnover; Fluid Teams; Project Management; Groups and Teams; Projects; Management; Performance
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      Gibson, Hise O., Bradely R. Staats, and Ananth Raman. "Multiple Team Membership, Turnover, and On-Time Delivery: Evidence from Construction Services." Harvard Business School Working Paper, No. 22-004, July 2021.
      • 2021
      • Working Paper

      Impact Accounting for Product Use: A Framework and Industry-specific Models

      By: George Serafeim and Katie Trinh
      This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details
      Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework
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      Serafeim, George, and Katie Trinh. "Impact Accounting for Product Use: A Framework and Industry-specific Models." Harvard Business School Working Paper, No. 21-141, June 2021.
      • June 2021
      • Article

      Deals in the Time of Pandemic

      By: Guhan Subramanian and Caley Petrucci
      The COVID-19 pandemic has brought new attention to the period between signing and closing in M&A transactions. Transactional planners heavily negotiate the provisions that govern the behavior of the parties during this window, not only to allocate risk between the... View Details
      Keywords: Takeovers; COVID-19; Material Adverse Effect; Mergers and Acquisitions; Health Pandemics
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      Subramanian, Guhan, and Caley Petrucci. "Deals in the Time of Pandemic." Columbia Law Review 121, no. 5 (June 2021): 1405–1480.
      • June 2021
      • Article

      Making Marketplaces Safe: Dominant Individual Rationality and Applications to Market Design

      By: Benjamin N. Roth and Ran I. Shorrer
      Often market designers cannot force agents to join a marketplace rather than using pre-existing institutions. We propose a new desideratum for marketplace design that guarantees the safety of participation: Dominant Individual Rationality (DIR). A marketplace is DIR if... View Details
      Keywords: Dominant Individual Rationality; Market Design; Safety
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      Roth, Benjamin N., and Ran I. Shorrer. "Making Marketplaces Safe: Dominant Individual Rationality and Applications to Market Design." Management Science 67, no. 6 (June 2021).
      • May 2021 (Revised May 2022)
      • Supplement

      Odebrecht's 'Transformation Journey' (B)

      By: Lynn S. Paine, Ruth Costas and Pedro Levindo
      The case describes the changes in Odebrecht’s board of directors while the company had to file for court-supervised reorganization and cope with an ongoing feud within its founding family, and the new challenges that the Group’s leadership has to face. The changes in... View Details
      Keywords: Corporate Misconduct; Corporate Governance; Crisis Management; Organizational Change and Adaptation; Reputation; Mission and Purpose; Business and Government Relations; Engineering; Family Business; Emerging Markets; Construction Industry; Brazil; Latin America
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      Paine, Lynn S., Ruth Costas, and Pedro Levindo. "Odebrecht's 'Transformation Journey' (B)." Harvard Business School Supplement 321-093, May 2021. (Revised May 2022.)
      • May 2021
      • Teaching Plan

      Gera Developments: Leadership at a Crossroads

      By: Christina R. Wing and John Masko
      Teaching Plan for HBS Case No. 621-018. For decades, Gera Developments (Gera) was a boutique family-owned real estate development firm in Pune, India. But since 2000, managing director Rohit Gera had turned the company into a dynamic innovator in housing solutions for... View Details
      Keywords: Buildings and Facilities; Business Growth and Maturation; Construction; Geographic Location; Global Strategy; Globalized Firms and Management; Housing; Leadership Style; Management Succession; Organizational Change and Adaptation; Organizational Culture; Family Ownership; Family and Family Relationships; Urban Development; Customization and Personalization; Real Estate Industry; Maharashtra; India; San Francisco
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      Wing, Christina R., and John Masko. "Gera Developments: Leadership at a Crossroads." Harvard Business School Teaching Plan 621-109, May 2021.
      • May 2021 (Revised February 2024)
      • Teaching Note

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Ayelet Israeli and Jill Avery
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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      Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
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