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      • December 8, 2022
      • Article

      The New China Shock: How Beijing’s Party-State Capitalism Is Changing the Global Economy

      By: Margaret M. Pearson, Meg Rithmire and Kellee S. Tsai
      In the wake of the global financial crisis of 2008, China began to move away from the market-based approach that had shaped its economic policies for three decades, and toward something that might be termed “party-state capitalism,” which involves a high degree of... View Details
      Keywords: International Relations; Globalized Economies and Regions; Economic Systems; Trade; China
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      Pearson, Margaret M., Meg Rithmire, and Kellee S. Tsai. "The New China Shock: How Beijing’s Party-State Capitalism Is Changing the Global Economy." ForeignAffairs.com (December 8, 2022).
      • December 2022 (Revised February 2025)
      • Module Note

      How Do You Compete and Cooperate? Understanding Strategic Interactions

      By: Jorge Tamayo
      This module examines how firms interact strategically, both competitively and cooperatively, as they create and capture value. Although the module focuses on strategic interactions between competitors, an organization's relationships with buyers, suppliers, and... View Details
      Keywords: Competitive Strategy; Cooperation; Value Creation; Business and Stakeholder Relations
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      Tamayo, Jorge. "How Do You Compete and Cooperate? Understanding Strategic Interactions." Harvard Business School Module Note 723-406, December 2022. (Revised February 2025.)
      • December 1, 2022
      • Article

      Which Connections Really Help You Find a Job?

      By: Iavor I. Bojinov, Karthik Rajkumar, Guillaume Saint-Jacques, Erik Brynjolfsson and Sinan Aral
      Experiments involving 20 million people generated a surprising finding: moderately weak connects — and not strong connections — are the most useful in finding a new job. To be more specific, the ties that are most helpful for finding new jobs tend to be moderately... View Details
      Keywords: Networks; Job Search
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      Bojinov, Iavor I., Karthik Rajkumar, Guillaume Saint-Jacques, Erik Brynjolfsson, and Sinan Aral. "Which Connections Really Help You Find a Job?" Harvard Business Review (website) (December 1, 2022).
      • November 2022
      • Case

      Hiring with the Community in Saint Paul

      By: Mitchell B. Weiss and Sarah Mehta
      This case reviews Saint Paul Mayor Melvin Carter’s decision to involve the community in the process of hiring his cabinet members. Rather than relying on an executive recruiting firm or choosing cabinet heads from his own network, Carter recruited 100 community members... View Details
      Keywords: Community Engagement; Competency and Skills; Government and Politics; Human Resources; Government Administration; Recruitment; Selection and Staffing; Decision Making; Public Administration Industry; United States; Minnesota; Saint Paul
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      Weiss, Mitchell B., and Sarah Mehta. "Hiring with the Community in Saint Paul." Harvard Business School Case 823-074, November 2022.
      • November 2022 (Revised September 2023)
      • Technical Note

      SAFE Notes: An Introduction

      By: Álvaro Rodríguez Arregui and Jo Tango
      A SAFE ("Simple Agreement for Future Equity") is a security increasingly used in seed financings. Not equity or debt, SAFEs allow founders to "get capital now and sell equity later." This Technical Note covers: 1. What is a SAFE and why use one?, 2. The key concepts... View Details
      Keywords: Seed Financing; Seed Investing; Entrepreneurial Finance; Financing and Loans
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      Rodríguez Arregui, Álvaro, and Jo Tango. "SAFE Notes: An Introduction." Harvard Business School Technical Note 823-026, November 2022. (Revised September 2023.)
      • November 2022
      • Article

      The Psychosocial Value of Employment: Evidence from a Refugee Camp

      By: Reshmaan Hussam, Erin M. Kelley, Gregory Lane and Fatima Zahra
      Employment may be important to wellbeing for reasons beyond its role as an income source. This paper presents a causal estimate of the psychosocial value of employment in refugee camps in Bangladesh. We involve 745 individuals in a field experiment with three arms: a... View Details
      Keywords: Psychosocial Wellbeing; Employment; Refugees; Well-being
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      Hussam, Reshmaan, Erin M. Kelley, Gregory Lane, and Fatima Zahra. "The Psychosocial Value of Employment: Evidence from a Refugee Camp." American Economic Review 112, no. 11 (November 2022): 3694–3724.
      • 2022
      • Working Paper

      The Evolution of ESG Reports and the Role of Voluntary Standards

      By: Ethan Rouen, Kunal Sachdeva and Aaron Yoon
      We examine the evolution of ESG reports of S&P 500 firms from 2010 to 2021. The percentage of firms releasing these voluntary disclosures increased from 35% to 86% during this period, although the length of these documents experienced more modest growth. Using a... View Details
      Keywords: Voluntary Disclosure; Textual Analysis; Modeling And Analysis; Corporate Social Responsibility and Impact; AI and Machine Learning; Accounting
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      Rouen, Ethan, Kunal Sachdeva, and Aaron Yoon. "The Evolution of ESG Reports and the Role of Voluntary Standards." Harvard Business School Working Paper, No. 23-024, October 2022.
      • October–December 2022
      • Article

      Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

      By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
      Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
      Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
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      Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
      • October 2022
      • Article

      Amplification in the Evaluation of Multiple Emotional Expressions over Time

      By: Amit Goldenberg, Jonas Schöne, Zi Huang, Timothy D. Sweeny, Desmond C. Ong, Timothy Brady, Maria M. Robinson, David Levari, Jamil Zaki and James J. Gross
      Social interactions are dynamic and unfold over time. To make sense of social interactions, people must aggregate sequential information into summary, global evaluations. But how do people do this? Here, to address this question, we conducted nine studies (N = 1,583)... View Details
      Keywords: Social Interactions; Facial Expressions; Emotions; Behavior; Perception
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      Goldenberg, Amit, Jonas Schöne, Zi Huang, Timothy D. Sweeny, Desmond C. Ong, Timothy Brady, Maria M. Robinson, David Levari, Jamil Zaki, and James J. Gross. "Amplification in the Evaluation of Multiple Emotional Expressions over Time." Nature Human Behaviour 6, no. 10 (October 2022): 1408–1416.
      • September 2022 (Revised May 2024)
      • Case

      Navya: Steering toward a Driverless Future

      By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
      In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise... View Details
      Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States
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      De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised May 2024.)
      • September 2022
      • Article

      Loneliness Versus Distress: A Comparison of Emotion Regulation Profiles

      By: Alyssa J. Tan, Vincent Mancini, James J. Gross, Amit Goldenberg, Johanna C. Badcock, Michelle H. Lim, Rodrigo Becerra, Ben Jackson and David A. Preece
      Loneliness, a negative emotion stemming from the perception of unmet social needs, is a major public health concern. Current interventions often target social domains but produce small effects and are not as effective as established emotion regulation (ER)-based... View Details
      Keywords: Emotions
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      Tan, Alyssa J., Vincent Mancini, James J. Gross, Amit Goldenberg, Johanna C. Badcock, Michelle H. Lim, Rodrigo Becerra, Ben Jackson, and David A. Preece. "Loneliness Versus Distress: A Comparison of Emotion Regulation Profiles." Behaviour Change 39, no. 3 (September 2022): 180–190.
      • 2022
      • Book

      Corporate Criminal Investigations and Prosecutions

      By: Leo R. Tsao, Daniel S. Kahn and Eugene F. Soltes
      Over the past two decades, corporate criminal liability has developed into one of the fastest-growing and most dynamic areas of legal practice. The growth of corporate criminal enforcement has correlated with a broad shift in how the government investigates and... View Details
      Keywords: Criminal Investigations; Crime and Corruption; Legal Liability
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      Tsao, Leo R., Daniel S. Kahn, and Eugene F. Soltes. Corporate Criminal Investigations and Prosecutions. Aspen Publishing, 2022.
      • August 2022 (Revised March 2023)
      • Technical Note

      Real Estate iBuying

      By: Michael Luca, Jesse M. Shapiro and Julia Kelley
      This note provides an overview of real estate iBuying, or instant buying, a business model that involves buying homes and then reselling them at a profit. Introduced in the mid-2010s, iBuying streamlined the process of selling a home by offering instant, all-cash... View Details
      Keywords: iBuying; Profit; Business Model; Technological Innovation; Real Estate Industry
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      Luca, Michael, Jesse M. Shapiro, and Julia Kelley. "Real Estate iBuying." Harvard Business School Technical Note 923-001, August 2022. (Revised March 2023.)
      • August 2022
      • Exercise

      Joy4Home Brands: Pricing Matters

      By: Elie Ofek, Oded Koenigsberg and Marco Bertini
      Joy4Home Brands, the maker of novel houseware items, was gearing up for its launch. The company would be introducing two lines: kitchenware products and storage containers. The initial go-to-market plan called for a direct to consumer (DTC) channel strategy. While... View Details
      Keywords: DTC; Pricing Decisions; B2B; Product Marketing; Product Launch; Marketing Strategy; Business Model; Opportunities; Consumer Products Industry
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      Ofek, Elie, Oded Koenigsberg, and Marco Bertini. "Joy4Home Brands: Pricing Matters." Harvard Business School Exercise 523-709, August 2022.
      • July 2022 (Revised February 2023)
      • Case

      Duolingo: Teaching Languages to the Masses

      By: Youngme Moon
      In early 2022, the CEO of Duolingo—the world's most popular language learning app—is faced with a number of questions involving the company's monetization and growth strategy. View Details
      Keywords: Monetization Strategy; Growth and Development Strategy
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      Moon, Youngme. "Duolingo: Teaching Languages to the Masses." Harvard Business School Case 323-016, July 2022. (Revised February 2023.)
      • 2024
      • Working Paper

      Hidden Alpha

      By: Manuel Amman, Alexander Cochardt, Lauren Cohen and Stephan Heller
      This paper documents the central role of hidden connections between fund managers and firm officers in financial markets, drawing on an extensive dataset of over 100 thousand manually identified Facebook profiles and their 35 million Facebook friends. Our findings... View Details
      Keywords: Returns; Investment Return; Networks
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      Amman, Manuel, Alexander Cochardt, Lauren Cohen, and Stephan Heller. "Hidden Alpha." Working Paper, 2024. (Winner of the 2022 Chicago Quantitative Alliance Academic Paper Competition. First Prize presented by Chicago Quantitative Alliance. Winner of the Institute for Quantitative Investment Research (INQUIRE) Grant, 2023.)
      • July 2022
      • Article

      What Do I Make of the Rest of My Life? Global and Quotidian Life Construal across the Retirement Transition

      By: Jeff Steiner and Teresa M. Amabile
      Retirement means relinquishing the daily structure that work provides and the career-dependent meanings that it offers life narratives. The retirement transition can therefore involve contemplating both how to spend newly-freed daily time and the implications of... View Details
      Keywords: Retirement Transition; Life Narrative; Construal Level Theory; Global Construal; Quotidian Construal; Meanings Of Work And Retirement; Retirement; Transition; Perspective
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      Steiner, Jeff, and Teresa M. Amabile. "What Do I Make of the Rest of My Life? Global and Quotidian Life Construal across the Retirement Transition." Art. 104137. Organizational Behavior and Human Decision Processes 171 (July 2022).
      • Article

      Do the Right Firms Survive Bankruptcy?

      By: Samuel Antill
      In U.S. Chapter 11 bankruptcy cases, firms are either reorganized, acquired, or liquidated. I show that decisions to liquidate often reduce creditor recovery, costing creditors billions of dollars every year. I exploit the within-district random assignment of... View Details
      Keywords: Bankruptcy; Bankruptcy Reorganization; Recovery Rate; Structural Estimation; Roy Model; 363 Sales; Insolvency and Bankruptcy; Governing Rules, Regulations, and Reforms
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      Antill, Samuel. "Do the Right Firms Survive Bankruptcy?" Journal of Financial Economics 144, no. 2 (May 2022): 523–546.
      • April 2022
      • Teaching Note

      Banorte Móvil: Data-Driven Mobile Growth

      By: Ayelet Israeli and Carla Larangeira
      In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had... View Details
      Keywords: Data Analytics; Customer Lifetime Value; Financial Institutions; Mobile and Wireless Technology; Growth and Development Strategy; Customers; Technology Adoption; Communication Strategy; Banking Industry; Mexico; Latin America
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      Israeli, Ayelet, and Carla Larangeira. "Banorte Móvil: Data-Driven Mobile Growth." Harvard Business School Teaching Note 522-095, April 2022.
      • Article

      We Need Better Carbon Accounting. Here's How to Get There.

      By: Robert S. Kaplan and Karthik Ramanna
      Any effective system of greenhouse gas (GHG) accounting needs to measure each company’s supply-chain carbon impacts accurately. Such information would provide visibility and incentives for the company to make more climate-friendly product-specification and purchasing... View Details
      Keywords: Accounting; Greenhouse Gas Emissions; GHG; Carbon Accounting; Environmental Accounting; Environmental Management; Governing Rules, Regulations, and Reforms; Supply Chain
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      Kaplan, Robert S., and Karthik Ramanna. "We Need Better Carbon Accounting. Here's How to Get There." Harvard Business Review Digital Articles (April 12, 2022).
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