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      • March 2022
      • Module Note

      A Behavioral Science Perspective on Motivation and Incentives

      By: John Beshears and Ashley Whillans
      This module note for instructors describes a module that integrates insights from the behavioral science of motivation into the economic analysis of incentive systems. View Details
      Keywords: Motivation; Incentives; Behavioral Science; Behavioral Economics; Motivation and Incentives; Economics; Analysis; Human Resources
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      Beshears, John, and Ashley Whillans. "A Behavioral Science Perspective on Motivation and Incentives." Harvard Business School Module Note 922-033, March 2022.
      • March 2022
      • Teaching Note

      Digital Manufacturing at Amgen

      By: Shane Greenstein, Kyle R. Myers and Sarah Mehta
      This teaching note provides guidance for instructors teaching “Digital Manufacturing at Amgen,” case no. 621-008. View Details
      Keywords: Change; Change Management; Decision Making; Cost vs Benefits; Decisions; Information Technology; Analytics and Data Science; Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Jobs and Positions; Knowledge; Leadership; Organizational Culture; Science; Strategy; Technology Adoption; Biotechnology Industry; Pharmaceutical Industry; United States; California; Puerto Rico; Rhode Island
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      Greenstein, Shane, Kyle R. Myers, and Sarah Mehta. "Digital Manufacturing at Amgen." Harvard Business School Teaching Note 622-013, March 2022.
      • March 2022
      • Case

      Shanghai Pudong Science and Technology Investment Co., Ltd.: December 2014

      By: Josh Lerner, Luyang Zhang, Xinlai Tong and Yue Kong
      In early December 2014, the senior team of Pudong Science and Technology Investment (hereafter, Pudong S&T) gathered in the offices of their chairman, Dr. Xudong Zhu. Before completing its cross-border acquisition of Montage Technology, Pudong S&T—wholly owned by the... View Details
      Keywords: Mergers and Acquisitions; Ownership Stake; Risk Management; Ownership Type; China
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      Lerner, Josh, Luyang Zhang, Xinlai Tong, and Yue Kong. "Shanghai Pudong Science and Technology Investment Co., Ltd.: December 2014 ." Harvard Business School Case 822-111, March 2022.
      • March 2022 (Revised January 2024)
      • Case

      Moksha Data: Delivering Insights for Public Service

      By: Ashish Nanda and Zack Kurtovich
      Moksha Data, a boutique consulting firm specializing in public sector work, started in January 2017 with a handshake between friends and a shared commitment to the principles of egalitarianism, ownership, and collaboration. The Houston-based firm had built momentum... View Details
      Keywords: Professional Service Firms; Professional Service Firm; Strategy Formulation; Data; Data As A Service; Government Contracting; Consulting; Consulting Firms; Consulting Services; Entrepreneurship; Public Sector; Analytics and Data Science; Growth and Development; Strategy; Consulting Industry; Texas
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      Nanda, Ashish, and Zack Kurtovich. "Moksha Data: Delivering Insights for Public Service." Harvard Business School Case 722-397, March 2022. (Revised January 2024.)
      • March 2022
      • Article

      Developing Strategic Human Resource Theory and Making a Difference: An Action Science Perspective

      By: Michael Beer
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      Beer, Michael. "Developing Strategic Human Resource Theory and Making a Difference: An Action Science Perspective." Art. 100632. Human Resource Management Review 32, no. 1 (March 2022).
      • 2022
      • Chapter

      Sustainability for People and the Planet: Placing Workers at the Center of Sustainability Research

      By: Julie Yen, Julie Battilana and Emilie Aguirre
      Though workers face a series of critical challenges in contemporary work organizations, they are often overlooked in conversations about sustainable business. In this chapter, we argue that prioritizing the rights and well-being of workers is a core dimension of... View Details
      Keywords: Environmental Sustainability; Employees; Well-being; Corporate Social Responsibility and Impact; Organizational Structure; Social Issues
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      Yen, Julie, Julie Battilana, and Emilie Aguirre. "Sustainability for People and the Planet: Placing Workers at the Center of Sustainability Research." Chap. 11 in Handbook on the Business of Sustainability: The Organization, Implementation, and Practice of Sustainable Growth, edited by Gerard George, Martine R. Haas, Havovi Joshi, Anita M. McGahan, and Paul Tracey, 189–214. Edward Elgar Publishing, 2022.
      • Article

      The Messy but Essential Pursuit of Purpose

      By: Ranjay Gulati
      Most forward-thinking executives have embraced the notion that purpose-driven companies can solve social and environmental problems while also generating wealth, creating win-win outcomes that benefit everyone. But ideal solutions are rare. Many purpose-driven... View Details
      Keywords: Purpose; Sustainability; Mission and Purpose; Social Issues; Environmental Sustainability; Profit; Business and Stakeholder Relations; Decision Making
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      Gulati, Ranjay. "The Messy but Essential Pursuit of Purpose." Harvard Business Review 100, no. 2 (March–April 2022): 45–55.
      • March 2022
      • Article

      Where to Locate COVID-19 Mass Vaccination Facilities?

      By: Dimitris Bertsimas, Vassilis Digalakis Jr, Alexander Jacquillat, Michael Lingzhi Li and Alessandro Previero
      The outbreak of COVID-19 led to a record-breaking race to develop a vaccine. However, the limited vaccine capacity creates another massive challenge: how to distribute vaccines to mitigate the near-end impact of the pandemic? In the United States in particular, the new... View Details
      Keywords: Vaccines; COVID-19; Health Care and Treatment; Health Pandemics; Performance Effectiveness; Analytics and Data Science; Mathematical Methods
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      Bertsimas, Dimitris, Vassilis Digalakis Jr, Alexander Jacquillat, Michael Lingzhi Li, and Alessandro Previero. "Where to Locate COVID-19 Mass Vaccination Facilities?" Naval Research Logistics Quarterly 69, no. 2 (March 2022): 179–200.
      • 2022
      • Article

      Which Corporate ESG News Does the Market React To?

      By: George Serafeim and Aaron Yoon
      Using a dataset that classifies firm-level ESG news as positive and negative, we examine how stock prices react to different types of ESG news. We analyze 111,020 firm-day observations for 3,126 companies and find that prices react only to issues identified as... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Capital; Environment; Sustainability; CSR; Stock Price; Stock Market Expectations; Materiality; Market Reaction; Environmental Sustainability; Governance; Social Issues; Performance; News
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      Serafeim, George, and Aaron Yoon. "Which Corporate ESG News Does the Market React To?" Financial Analysts Journal 78, no. 1 (2022): 59–78.
      • February 2022
      • Case

      CityScore: Big Data Comes to Boston

      By: Boris Groysberg and Sarah L. Abbott
      In 2016, Martin “Marty” Walsh, the Mayor of Boston, introduced CityScore, a data dashboard that measured the city’s progress across a range of metrics. The dashboard was updated daily and publicly available. The mayor frequently discussed the CityScore targets in... View Details
      Keywords: Analytics and Data Science; Government Administration; Leadership; Transformation; City; Measurement and Metrics; Public Administration Industry; Boston; United States
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      Groysberg, Boris, and Sarah L. Abbott. "CityScore: Big Data Comes to Boston." Harvard Business School Case 422-050, February 2022.
      • February 2022
      • Case

      Leading The UK Vaccine Task Force

      By: Amy C. Edmondson and Claudia Pienica
      This case describes the first six months of the UK Vaccine Taskforce, under the leadership of Kate Bingham. With a career spent in the private sector as a biotech investor, Bingham’s appointment within the government was considered unusual. The overarching brief given... View Details
      Keywords: COVID-19; Vaccine; Government; Health Pandemics; Health Care and Treatment; Science; Innovation and Invention; Groups and Teams; Leadership; Decision Making; Government and Politics; Health; Innovation and Management; Governance; Change; Government Administration; Health Industry; Financial Services Industry; Public Administration Industry; Europe; United Kingdom
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      Edmondson, Amy C., and Claudia Pienica. "Leading The UK Vaccine Task Force." Harvard Business School Case 622-079, February 2022.
      • February 2022
      • Teaching Plan

      Community Solutions

      By: Brian Trelstad and Tom Quinn
      Teaching Plan for HBS Case No. 322-021. Community Solutions was an anti-homelessness nonprofit founded in 2011 after protagonist Rosanne Haggerty grew frustrated with the limited impact of traditional housing and outreach strategies. It set an ambitious goal, reached... View Details
      Keywords: Homelessness; Social Issues; Housing; Human Needs; Poverty; Welfare; Business and Community Relations; Analytics and Data Science; Business Strategy; Corporate Social Responsibility and Impact; Philanthropy and Charitable Giving
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      Trelstad, Brian, and Tom Quinn. "Community Solutions." Harvard Business School Teaching Plan 322-060, February 2022.
      • 2022
      • Working Paper

      The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective

      By: Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu and Himabindu Lakkaraju
      As various post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to develop a deeper understanding of if and when the explanations output by these methods disagree with each other, and how... View Details
      Keywords: AI and Machine Learning; Analytics and Data Science; Mathematical Methods
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      Krishna, Satyapriya, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu, and Himabindu Lakkaraju. "The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective." Working Paper, 2022.
      • Article

      A 680,000-Person Megastudy of Nudges to Encourage Vaccination in Pharmacies

      By: Katherine L. Milkman, Linnea Gandhi, Mitesh S. Patel, Heather N. Graci, Dena M. Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Jonathan E. Bogard, Ilana Brody, Christopher F. Chabris, Edward Chang, Gretchen B. Chapman, Jennifer E. Dannals, Noah J. Goldstein, Amir Goren, Hal Hershfield, Alex Hirsch, Jillian Hmurovic, Samantha Horn, Dean Karlan, Ariella S. Kristal, Cait Lamberton, Michael N. Meyer, Allison H. Oakes, Maurice E. Schweitzer, Maheen Shermohammed, Jaochim H. Talloen, Caleb Warren, Ashley V. Whillans, Kuldeep N. Yadav, Julian J. Zlatev, Ron Berman, Chalanda N. Evans, Rahul Ladhania, Jens Ludwig, Nina Mazar, Sendhil Mullainathan, Christopher K. Snider, Jann Spiess, Eli Tsukayama, Lyle Ungar, Christophe Van den Bulte, Kevin G. Volpp and Angela L. Duckworth
      Encouraging vaccination is a pressing policy problem. To assess whether text-based reminders can encourage pharmacy vaccination and what kinds of messages work best, we conducted a megastudy. We randomly assigned 689,693 Walmart pharmacy patients to receive one of 22... View Details
      Keywords: Vaccination; Vaccines; Nudges; Communication Strategy; Communication Technology; Consumer Behavior; Health Care and Treatment
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      Milkman, Katherine L., Linnea Gandhi, Mitesh S. Patel, Heather N. Graci, Dena M. Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Jonathan E. Bogard, Ilana Brody, Christopher F. Chabris, Edward Chang, Gretchen B. Chapman, Jennifer E. Dannals, Noah J. Goldstein, Amir Goren, Hal Hershfield, Alex Hirsch, Jillian Hmurovic, Samantha Horn, Dean Karlan, Ariella S. Kristal, Cait Lamberton, Michael N. Meyer, Allison H. Oakes, Maurice E. Schweitzer, Maheen Shermohammed, Jaochim H. Talloen, Caleb Warren, Ashley V. Whillans, Kuldeep N. Yadav, Julian J. Zlatev, Ron Berman, Chalanda N. Evans, Rahul Ladhania, Jens Ludwig, Nina Mazar, Sendhil Mullainathan, Christopher K. Snider, Jann Spiess, Eli Tsukayama, Lyle Ungar, Christophe Van den Bulte, Kevin G. Volpp, and Angela L. Duckworth. "A 680,000-Person Megastudy of Nudges to Encourage Vaccination in Pharmacies." e2115126119. Proceedings of the National Academy of Sciences 119, no. 6 (February 8, 2022).
      • February 2022 (Revised April 2024)
      • Case

      Aleph Farms: A New Culture of Meat

      By: Elie Ofek and Jeff Huizinga
      Aleph Farms, an Israeli food-tech start-up, was hoping to play a major role in disrupting the conventional meat sector. Compared to intensive agricultural practices, Aleph’s cultured (or lab-grown) meat solution held the promise of considerably reducing greenhouse gas... View Details
      Keywords: Innovation; Disruptive Innovation; Adoption; Go To Market Strategy; Industry Evolution; Food Industry; Environmental And Social Sustainability; Marketing Of Innovations; Brand Building; Capital Expenditures-equipment; Disruption; Green Technology; Environmental Sustainability; Food; Market Entry and Exit; Brands and Branding; Consumer Behavior; Competitive Strategy; Growth and Development Strategy; Food and Beverage Industry
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      Ofek, Elie, and Jeff Huizinga. "Aleph Farms: A New Culture of Meat." Harvard Business School Case 522-071, February 2022. (Revised April 2024.)
      • February 1, 2022
      • Article

      Business Schools Must Do More to Address the Climate Crisis

      By: Concepción Galdón, Knut Haanaes, Daniel Halbheer, Jennifer Howard-Grenville, Katell Le Goulven, Mike Rosenberg, Peter Tufano and Amelia Whitelaw
      Business schools have much to contribute to the fight against climate change. They are experts in organizational transformation, performance measurement, operations, marketing, leadership, and governance. A group of eight business schools has come together to find... View Details
      Keywords: Climate Change; Business Education; Environmental Sustainability; Education Industry
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      Galdón, Concepción, Knut Haanaes, Daniel Halbheer, Jennifer Howard-Grenville, Katell Le Goulven, Mike Rosenberg, Peter Tufano, and Amelia Whitelaw. "Business Schools Must Do More to Address the Climate Crisis." Harvard Business Review Digital Articles (February 1, 2022).
      • 2022
      • Chapter

      Key Success Factors in Environmental Entrepreneurship: The Case of Wilderness Safaris

      By: James E. Austin, Megan Epler Woods and Herman B. Leonard
      This chapter analyzes the entrepreneurial conception and evolution of the Wilderness Safaris (WS) ecotourism enterprise operating in eight African countries. It illuminates a series of factors that contribute to positive environmental impact as well as financial... View Details
      Keywords: Environmental Sustainability; Entrepreneurship
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      Austin, James E., Megan Epler Woods, and Herman B. Leonard. "Key Success Factors in Environmental Entrepreneurship: The Case of Wilderness Safaris." Chap. 7 in World Scientific Encyclopedia of Business Sustainability, Ethics, and Entrepreneurship, Volume 1: Environmental and Social Entrepreneurship, edited by Peter Gianiodis, Maritza I. Espina, and William R. Meek, 175–196. World Scientific Publishing, 2022.
      • 2022
      • Chapter

      Measuring Compliance Risk and the Emergence of Analytics

      By: Eugene F. Soltes
      Corporate compliance manages a diverse set of regulatory and reputational concerns ranging from fraud to privacy to discrimination. However, effectively managing such risks has often been hampered by a lack of adequate information about when, where, and why misconduct... View Details
      Keywords: Compliance; Risk; Analytics; Governance Compliance; Governing Rules, Regulations, and Reforms; Risk Management; Analytics and Data Science
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      Soltes, Eugene F. "Measuring Compliance Risk and the Emergence of Analytics." Chap. 8 in Measuring Compliance: Assessing Corporate Crime and Misconduct Prevention, edited by Melissa Rorie and Benjamin van Rooij, 137–152. Cambridge University Press, 2022.
      • January 2022 (Revised February 2022)
      • Case

      Envision Group

      By: Gunnar Trumbull, Bonnie Yining Cao and Dawn H. Lau
      Based in China, Envision was one of the world’s leading Greentech companies. Chief Executive Officer Lei Zhang had set the goal of achieving carbon neutrality across the company’s global operations and supply chain by 2022 and 2028 respectively. As part of its... View Details
      Keywords: Green Technology; Climate Change; Emerging Markets; Information Technology; Strategy; Management; Renewable Energy; Energy Policy; Environmental Sustainability; Manufacturing Industry; Auto Industry; Green Technology Industry; Battery Industry; China; United States; Japan; United Kingdom; France
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      Trumbull, Gunnar, Bonnie Yining Cao, and Dawn H. Lau. "Envision Group." Harvard Business School Case 722-045, January 2022. (Revised February 2022.)
      • January 2022 (Revised January 2024)
      • Case

      ReNew Power: Leading the Energy Transition in India

      By: Gunnar Trumbull and Malini Sen
      Founder-CEO of one of India’s largest clean energy companies, ReNew Power, which develops, builds, and operates utility-scale wind and solar energy projects, has to decide the way forward for the company as the country and the world stand poised at the cusp of an... View Details
      Keywords: Energy Generation; Renewable Energy; Energy Sources; Entrepreneurship; Private Equity; Initial Public Offering; Forecasting and Prediction; Trends; Transformation; Private Ownership; Environmental Sustainability; Energy Industry; India; Asia
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      Trumbull, Gunnar, and Malini Sen. "ReNew Power: Leading the Energy Transition in India." Harvard Business School Case 722-028, January 2022. (Revised January 2024.)
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