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      • April 2021
      • Case

      JPMorgan Chase's Path Forward

      By: Joseph L. Bower, Nien-hê Hsieh and Michael Norris
      In 2020, JPMorgan Chase announced a $30 billion Commitment to Advance Racial Equity. The Commitment included investments in housing, small businesses, and financial literacy across the U.S., and diversity, equity, and inclusion within the bank. It was part of a broader... View Details
      Keywords: Racial Wealth Gap; Diversity; Race; Financial Institutions; Banks and Banking; Leading Change; Banking Industry; New York (city, NY); Chicago
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      Bower, Joseph L., Nien-hê Hsieh, and Michael Norris. "JPMorgan Chase's Path Forward." Harvard Business School Case 921-301, April 2021.
      • April 22, 2021
      • Article

      Shareholders Are Pressing for Climate Risk Disclosures. That's Good for Everyone

      By: Caroline Flammer, Michael W. Toffel and Kala Viswanathan
      Does shareholder activism induce firms to voluntarily disclose climate change risks? And how do markets respond to these disclosures? New research finds that the extent of climate-risk disclosure increases by approximately 4.6% for each environment-related proposal... View Details
      Keywords: Reporting; Transparency; Activism; Shareholder Activism; Shareholder Engagement; Climate Change; Corporate Disclosure; Investment Activism; Business and Shareholder Relations
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      Flammer, Caroline, Michael W. Toffel, and Kala Viswanathan. "Shareholders Are Pressing for Climate Risk Disclosures. That's Good for Everyone." Harvard Business Review Digital Articles (April 22, 2021).
      • April 2021 (Revised July 2021)
      • Case

      Public Equities Impact Investing at BlackRock

      By: Shawn A. Cole, Vikram S. Gandhi, Michael Norris and John Masko
      In early 2021, BlackRock—the world’s largest asset manager with $9 trillion in assets under management (AUM)—sought to become a leader in promoting environmental and social sustainability. Over the previous ten years, CEO Larry Fink had written an annual open letter to... View Details
      Keywords: Impact Investing; Renewable Energy; Climate Change; Environmental Sustainability; Equity; Corporate Social Responsibility and Impact; Financial Management; Investment Funds; Investment Return; Mission and Purpose; Organizational Change and Adaptation; Financial Services Industry; United States
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      Cole, Shawn A., Vikram S. Gandhi, Michael Norris, and John Masko. "Public Equities Impact Investing at BlackRock." Harvard Business School Case 221-066, April 2021. (Revised July 2021.)
      • March 29, 2021
      • Editorial

      Research: A Little Recognition Can Provide a Big Morale Boost

      By: Shibeal O'Flaherty, Michael Sanders and A.V. Whillans
      As organizations large and small face the twin challenges of increasingly strained budgets and burned out workforces, what can managers do to keep employees engaged—without breaking the bank? In this piece, the authors share new research on the power of symbolic awards... View Details
      Keywords: Motivation; Psychology; Work; Employees; Motivation and Incentives; Social Psychology
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      O'Flaherty, Shibeal, Michael Sanders, and A.V. Whillans. "Research: A Little Recognition Can Provide a Big Morale Boost." Harvard Business Review (website) (March 29, 2021).
      • March 2021 (Revised October 2021)
      • Supplement

      Student Success at Georgia State University

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University." Harvard Business School PowerPoint Supplement 621-063, March 2021. (Revised October 2021.)
      • March 2021 (Revised September 2021)
      • Teaching Note

      Student Success at Georgia State University

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University." Harvard Business School Teaching Note 621-046, March 2021. (Revised September 2021.)
      • March 12, 2021
      • Article

      Market Design to Accelerate COVID-19 Vaccine Supply

      By: Juan Camilo Castillo, Amrita Ahuja, Susan Athey, Arthur Baker, Eric Budish, Tasneem Chipty, Rachel Glennerster, Scott Duke Kominers, Michael Kremer, Greg Larson, Jean Lee, Canice Prendergast, Christopher M. Snyder, Alex Tabarrok, Brandon Joel Tan and Witold Wiecek
      Build more capacity, and stretch what we already have. View Details
      Keywords: COVID-19; Vaccine; Health Pandemics; Health Care and Treatment; Market Design; Supply Chain
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      Castillo, Juan Camilo, Amrita Ahuja, Susan Athey, Arthur Baker, Eric Budish, Tasneem Chipty, Rachel Glennerster, Scott Duke Kominers, Michael Kremer, Greg Larson, Jean Lee, Canice Prendergast, Christopher M. Snyder, Alex Tabarrok, Brandon Joel Tan, and Witold Wiecek. "Market Design to Accelerate COVID-19 Vaccine Supply." Science 371, no. 6534 (March 12, 2021).
      • March 2021
      • Article

      International Trade and Social Connectedness

      By: Michael Bailey, Abhinav Gupta, Sebastian Hillenbrand, Theresa Kuchler, Robert J. Richmond and Johannes Stroebel
      We use de-identified data from Facebook to construct a new and publicly available measure of the pairwise social connectedness between 170 countries and 332 European regions. We find that two countries trade more when they are more socially connected, especially for... View Details
      Keywords: Social Connections; International Trade; Trade; Social Media
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      Bailey, Michael, Abhinav Gupta, Sebastian Hillenbrand, Theresa Kuchler, Robert J. Richmond, and Johannes Stroebel. "International Trade and Social Connectedness." Journal of International Economics 129 (March 2021).
      • Article

      Manage the Suppliers That Could Harm Your Brand: Know When to Avoid, Engage, or Drop Them

      By: Jodi L Short and Michael W. Toffel
      The pandemic has placed a new spotlight on working conditions in factories that supply global companies. To avert problems, firms often impose codes of conduct on their suppliers and perform audits to assess compliance. Do these measures help identify unethical... View Details
      Keywords: Auditing; Agency Cost; Quality And Safety; Quality Management System; Quality Management; Unions; Environmental Management; Globalization; Goods and Commodities; Governance; Labor; Labor Unions; Wages; Working Conditions; Operations; Supply Chain; Safety; Quality; China; Bangladesh; Asia; Pakistan
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      Short, Jodi L., and Michael W. Toffel. "Manage the Suppliers That Could Harm Your Brand: Know When to Avoid, Engage, or Drop Them." Harvard Business Review 99, no. 2 (March–April 2021).
      • March 2021
      • Article

      Parental Burnout Around the Globe: A 42-Country Study

      By: Isabelle Roskam, Joyce Aguiar, Ege Akgun, Gizem Arikan, Mariana Artavia, Herve Avalosse, Kaisa Aunola, Michael Bader, Claire Bahati, Elizabeth J. Barham, Elaine Besson, Wim Beyers, Emilie Boujut, Maria Elena Brianda, Anna Brytek-Matera, Neomie Carbonneau, Filipa Cesar, Bin-Bin Chen, Geraldine Dorard, Luciana Carla dos Santos Elias, Sandra Dunsmuir, Natalia Egorova, Nicolas Favez, Anne-Marie Fontaine, Heather Foran, Julia Fricke, Kaichiro Furutani, Laura Gallee, Myrna Gannage, Maria Gaspar, Lucie Godbout, Amit Goldenberg, James J. Gross, Maria Ancuta Gurza, Ruby Hall, Muhammad Aamir Hashmi, Ogma Hatta, Mai Helmy, Thi Van Hoang, Mai Trang Huynh, Emerence Kaneza, Taishi Kawamoto, Goran Knezevic, Bassantea Lodegaena Kpassagou, Ljiljana B. Lazarevic, Sarah Le Vigouroux, Astrid Lebert-Charron, Vanessa Leme, Gao-Xian Lin, Carolyn MacCann, Denisse Manrique-Millones, Marisa Marias, Maria Isabel Miranda-Orrego, Marina Miscioscia, Clara Morgades-Bamba, Seyyedeh Fatemeh Mousavi, Badra Moutassem-Mimouni, Ana Muntean, Hugh Murphy, Alexis Ndayizigiye, Josue Ngnombouowo Tenkue, Sally Olderbak, Sophie Ornawka, Fatumo Osman, Daniela Oyarce-Cadiz, Pablo A Perez-Diaz, Konstantinos V Petrides, Claudia Pineda-Marin, Katharina Prandstetter, Alena Prikhidko, Ricardo T Ricci, Fernando Salinas-Quiroz, Raquel Sanchez-Rodriguez, Ainize Sarrionandia, Celine Scola, Vincent Sezibera, Paola Silva, Alessandra Simonelli, Bart Soenens, Emma Sorbring, Matilda Sorkkila, Charlotte Schrooyen, Elena Stanculescu, Elena Starchenkova, Dorota Szczygiel, Javier Tapia, Thi Minh Thuy Tri, Melissa Tremblay, A. Meltem Ustandag-Budak, Maday Valdes Pacheco, Hedwig van Bakel, Lesley Verhofstadt, Jaqueline Wendland, Saengduean Yotanyamaneewong and Moira Mikolajczak
      High levels of stress in the parenting domain can lead to parental burnout, a condition that has severe consequences for both parents and children. It is not yet clear, however, whether parental burnout varies by culture, and if so, why it might do so. In this study,... View Details
      Keywords: Exhaustion; Culture; Individualism; Collectivism; Prevalence; Family and Family Relationships; Values and Beliefs; Global Range
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      Roskam, Isabelle, Joyce Aguiar, Ege Akgun, Gizem Arikan, Mariana Artavia, Herve Avalosse, Kaisa Aunola, Michael Bader, Claire Bahati, Elaine Besson, Wim Beyers, Emilie Boujut, Maria Elena Brianda, Anna Brytek-Matera, Neomie Carbonneau, Filipa Cesar, Bin-Bin Chen, Geraldine Dorard, Luciana Carla dos Santos Elias, Sandra Dunsmuir, Natalia Egorova, Nicolas Favez, Anne-Marie Fontaine, Heather Foran, Julia Fricke, Kaichiro Furutani, Laura Gallee, Myrna Gannage, Maria Gaspar, Lucie Godbout, Amit Goldenberg, Maria Ancuta Gurza, Ruby Hall, Muhammad Aamir Hashmi, Ogma Hatta, Mai Helmy, Thi Van Hoang, Mai Trang Huynh, Emerence Kaneza, Taishi Kawamoto, Goran Knezevic, Bassantea Lodegaena Kpassagou, Sarah Le Vigouroux, Astrid Lebert-Charron, Vanessa Leme, Gao-Xian Lin, Carolyn MacCann, Denisse Manrique-Millones, Marisa Marias, and Maria Isabel Miranda-Orrego. "Parental Burnout Around the Globe: A 42-Country Study." Affective Science 2, no. 1 (March 2021): 58–79.
      • February 2021
      • Tutorial

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael Toffel and Natalie Epstein
      This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and... View Details
      Keywords: Statistics; Experiments; Forecasting and Prediction; Performance Evaluation; AI and Machine Learning
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021. (Click here to access this tutorial.)
      • February 2021
      • Tutorial

      T-tests: Theory and Practice

      By: Michael Parzen, Natalie Epstein, Chiara Farronato and Michael Toffel
      This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with... View Details
      Keywords: Data Analysis; Data Analytics; Experiment Design; Experimentation; Analytics and Data Science; Analysis
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      Parzen, Michael, Natalie Epstein, Chiara Farronato, and Michael Toffel. T-tests: Theory and Practice. Harvard Business School Tutorial 621-707, February 2021.
      • February 2021 (Revised February 2021)
      • Case

      World of Dreams Entertainment Group: Building a Resilient Business

      By: Lynda M. Applegate, Sarah Endline and Michael Norris
      In 2021, Ron DeShay, former American Idol producer, is launching his new business venture: World of Dreams Entertainment Group. World of Dreams rethought the existing TV production model, giving audiences more power to directly influence the creation of shows through a... View Details
      Keywords: Television Entertainment; Media; Social Issues; Sports; Business Ventures; Digital Platforms; Entertainment and Recreation Industry; United States; California; Los Angeles
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      Applegate, Lynda M., Sarah Endline, and Michael Norris. "World of Dreams Entertainment Group: Building a Resilient Business." Harvard Business School Case 821-039, February 2021. (Revised February 2021.)
      • February 2021
      • Case

      Yellow Digital Retailers: Providing Solar Electricity to Transform Rural Africa

      By: Lynda M. Applegate, Frank V. Cespedes and Michael Norris
      In 2020, Mike Heyink and Maya Stewart, co-founders of the Pay-as-you-Go Solar company Yellow were considering how to grow their startup. They had achieved some success in their first market, Malawi, and had recently entered Uganda, where business was slower. What did... View Details
      Keywords: Solar Energy; Business Model; Business Startups; Developing Countries and Economies; Alternative Energy; Renewable Energy; Social Entrepreneurship; Green Technology; Salesforce Management; Diversification; Expansion; Energy Industry; Africa; South Africa; Malawi; Uganda
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      Applegate, Lynda M., Frank V. Cespedes, and Michael Norris. "Yellow Digital Retailers: Providing Solar Electricity to Transform Rural Africa." Harvard Business School Case 821-041, February 2021.
      • February 2021 (Revised August 2021)
      • Case

      Equity Bank: Challenging a Giant

      By: Lauren H. Cohen, Michael Chitavi and Spencer C. N. Hagist
      Equity Bank and CEO Dr. James Mwangi must find a way to advance from their hard-fought ascension to second largest bank in Kenya by toppling financial giant Safaricom. Doing so means developing a new strategy and tackling technological frontiers no institution in the... View Details
      Keywords: Fintech; Finance; Strategy; Information Technology; Banks and Banking; Kenya
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      Cohen, Lauren H., Michael Chitavi, and Spencer C. N. Hagist. "Equity Bank: Challenging a Giant." Harvard Business School Case 221-080, February 2021. (Revised August 2021.)
      • January 2021
      • Case

      PhaseNext: A Minority-Owned Small Business Restaurant Franchisee Confronts COVID-19

      By: Michael S. Kaufman
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      Kaufman, Michael S. "PhaseNext: A Minority-Owned Small Business Restaurant Franchisee Confronts COVID-19." Harvard Business School Case 321-100, January 2021.
      • January 2021 (Revised March 2022)
      • Case

      Into the Raging Sea: Final Voyage of the SS El Faro

      By: Joseph B. Fuller and Mel Martin
      Captain Michael Davidson of the container ship SS El Faro was determined to make his planned shipping trip on time—but a hurricane was approaching his intended path. To succeed, Davidson and his fellow officers must plot a course to avoid the storm in the face of... View Details
      Keywords: Power Dynamics; Management; Leadership Style; Crisis Management; Failure; Groups and Teams; Rank and Position; Decision Choices and Conditions; Shipping Industry; United States
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      Fuller, Joseph B., and Mel Martin. "Into the Raging Sea: Final Voyage of the SS El Faro." Harvard Business School Case 321-014, January 2021. (Revised March 2022.)
      • January 15, 2021
      • Article

      Social Media Companies Should Self-Regulate. Now

      By: Michael A. Cusumano, Annabelle Gawer and David B. Yoffie
      We argue that social media firms should ramp up self-regulation of content in 2021. This argument is based on research on numerous industries where firms and/or industry associations devised self-regulatory strategies that successfully limited or forestalled more... View Details
      Keywords: Self-regulation; Internet and the Web; Governing Rules, Regulations, and Reforms; Business and Government Relations; Social Media
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      Cusumano, Michael A., Annabelle Gawer, and David B. Yoffie. "Social Media Companies Should Self-Regulate. Now." Harvard Business Review (website) (January 15, 2021).
      • January 2021 (Revised March 2022)
      • Teaching Note

      The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A) and (B)

      By: Ashley V. Whillans
      This case describes the experiences of Michael Sanders—the Chief Executive of the What Works Center for Children’s Social Care—as he led the design and implementation of a program of research aimed at improving the social care system in the United Kingdom (UK) at the... View Details
      Keywords: Non-cash Compensation; Behavioral Science; Employees; Well-being; Compensation and Benefits; United Kingdom
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      Whillans, Ashley V. "The What Works Centre: Using Behavioral Science to Improve Social Worker Well-being (A) and (B)." Harvard Business School Teaching Note 921-021, January 2021. (Revised March 2022.)
      • 8 Jan 2021
      • Interview

      Talk Green, Play Dirty: Corporate America's Mixed Record

      By: Michael W. Toffel and Greg Dalton
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      Toffel, Michael W., and Greg Dalton. "Talk Green, Play Dirty: Corporate America's Mixed Record." Climate One (podcast), January 8, 2021.
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