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      Algorithmic Decision MakingRemove Algorithmic Decision Making →

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      • 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.)
      • January 2022
      • Technical Note

      Introduction to Capital Structure Analytics

      By: Samuel Antill and Ted Berk
      This technical note provides an overview of key analytical approaches that are useful in assessing the appropriateness of a firm’s capital structure and funding plan. This note introduces basic quantitative tools and metrics that are commonly used as inputs to this... View Details
      Keywords: Budgets and Budgeting; Business Plan; Forecasting and Prediction; Borrowing and Debt; Corporate Finance; Capital Structure; Cash Flow; Financial Liquidity; Financial Management; Financing and Loans
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      Antill, Samuel, and Ted Berk. "Introduction to Capital Structure Analytics." Harvard Business School Technical Note 222-061, January 2022.
      • January 2022 (Revised October 2022)
      • Case

      Second Harvest Heartland: Ending Hunger Together

      By: V. Kasturi Rangan and Courtney Han
      In March 2020, Second Harvest Heartland, one of six Foodbanks serving Minnesota, was caught in the COVID-19 emergency with considerably more people exposed to hunger and food insecurity. Its management team led by CEO Allison O’Toole and COO Thierry Ibri alertly... View Details
      Keywords: COVID-19 Pandemic; Food Insecurity; Social Enterprise; Food; Health Pandemics; Crisis Management; Strategy; Adaptation; Social Issues; Mission and Purpose; Decision Making; United States; Minnesota
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      Rangan, V. Kasturi, and Courtney Han. "Second Harvest Heartland: Ending Hunger Together." Harvard Business School Case 522-062, January 2022. (Revised October 2022.)
      • January 2022 (Revised August 2022)
      • Case

      Geely SEA: New Electric Vehicle Platforms

      By: Willy C. Shih and Shu Lin
      Kent Bovellan, the Chief Engineer and Head of the Vehicle Architecture Center for Geely Holding, the Hangzhou, China headquartered global automotive group, was debating the platform choice for an upcoming "D" segment midsized battery electric vehicle (BEV). He had led... View Details
      Keywords: Product Innovation; Product Architecture; Product Engineering; Platform Design; Platform Strategy; Information Infrastructure; Digital Platforms; Information Technology; Product Design; Product Development; Cost Management; Decision Making; Competitive Strategy; Industry Structures; Auto Industry; China; Sweden
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      Shih, Willy C., and Shu Lin. "Geely SEA: New Electric Vehicle Platforms." Harvard Business School Case 622-001, January 2022. (Revised August 2022.)
      • January 2022
      • Teaching Note

      Mobileye 2021: Robotaxi and/or Consumer AV?

      By: David B. Yoffie
      The Mobileye 2021 case is a strategy case developed for the Strategy & Technology course, which is a second year elective at Harvard Business School. The primary purpose of the case is to teach the framework, “Look Forward, Reason Back,” which is described in David... View Details
      Keywords: Technology Companies; Robotics; Autonomous Vehicles; Strategy; Decision Making; Transportation; Technological Innovation; Auto Industry; Technology Industry; Transportation Industry; Israel
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      Yoffie, David B. "Mobileye 2021: Robotaxi and/or Consumer AV?" Harvard Business School Teaching Note 722-382, January 2022.
      • January 2022
      • Technical Note

      Ethical Analysis: Well-Being and Rights

      By: Nien-hê Hsieh and Christopher Diak
      This note introduces students to two central concepts for ethical analysis: well-being and rights. It illustrates ways in which they figure in managerial decisions and challenges that arise, including how to frame trade-offs across individual well-being and... View Details
      Keywords: Ethics; Analysis; Rights; Well-being; Management Practices and Processes; Decision Making
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      Hsieh, Nien-hê, and Christopher Diak. "Ethical Analysis: Well-Being and Rights." Harvard Business School Technical Note 322-065, January 2022.
      • 2022
      • Chapter

      A Compass for Decision Making

      By: Lynn S. Paine
      Book Abstract: The second edition of Responsible Leadership offers orienting knowledge on how to lead in a world of contested values—a world where leadership work extends beyond leaders and direct reports to a whole range of stakeholders inside and outside an... View Details
      Keywords: Leadership; Decision Making
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      Paine, Lynn S. "A Compass for Decision Making." Chap. 9 in Responsible Leadership. 2nd edition, edited by Nicola Pless and Thomas Maak, 154–167. London: Routledge, 2022.
      • December 2021
      • Case

      Should I Stay or Should I Go? Assessing Risk in Carlos Ghosn's International Escape

      By: Eugene F. Soltes, Grace Liu and Muneeb Ahmed
      In 2018, automotive tycoon Carlos Ghosn was arrested in Japan on financial misreporting charges, followed later by charges of improper payments and misappropriation of funds. Over a year later, still awaiting trial, Ghosn organized his escape from house arrest in Tokyo... View Details
      Keywords: Crime and Corruption; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Ethics; Cross-Cultural and Cross-Border Issues; Law; Courts and Trials; Rights; Risk and Uncertainty; Auto Industry; Japan
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      Soltes, Eugene F., Grace Liu, and Muneeb Ahmed. "Should I Stay or Should I Go? Assessing Risk in Carlos Ghosn's International Escape." Harvard Business School Case 122-051, December 2021.
      • December 2021 (Revised June 2022)
      • Case

      Darden Restaurants: The Nine Square Feet

      By: Joshua D. Margolis and James Barnett
      In June 2021, Darden Restaurants CEO Gene Lee contemplates how to position the world’s biggest full-service restaurant more than one year into the COVID-19 pandemic. View Details
      Keywords: COVID-19 Pandemic; Agribusiness; Change; Decision Making; Food; Human Resources; Leadership; Operations; Strategy; Health Pandemics; Opportunities; Food and Beverage Industry; United States
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      Margolis, Joshua D., and James Barnett. "Darden Restaurants: The Nine Square Feet." Harvard Business School Case 422-004, December 2021. (Revised June 2022.)
      • Article

      Megastudies Improve the Impact of Applied Behavioural Science

      By: Katherine L. Milkman, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Pepi Pandiloski, Yeji Park, Aneesh Rai, Max Bazerman, John Beshears, Lauri Bonacorsi, Colin Camerer, Edward Chang, Gretchen Chapman, Robert Cialdini, Hengchen Dai, Lauren Eskreis-Winkler, Ayelet Fishbach, James J. Gross, Samantha Horn, Alexa Hubbard, Steven J. Jones, Dean Karlan, Tim Kautz, Erika Kirgios, Joowon Klusowski, Ariella Kristal, Rahul Ladhania, Jens Ludwig, George Loewenstein, Barbara Mellers, Sendhil Mullainathan, Silvia Saccardo, Jann Spiess, Gaurav Suri, Joachim H. Talloen, Jamie Taxer, Yaacov Trope, Lyle Ungar, Kevin G. Volpp, Ashley V. Whillans, Jonathan Zinman and Angela L. Duckworth
      Policy-makers are increasingly turning to behavioural science for insights about how to improve citizens’ decisions and outcomes. Typically, different scientists test different intervention ideas in different samples using different outcomes over different time... View Details
      Keywords: Policy Making; Behavioral Science; Behavior; Change; Decision Making; Policy
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      Milkman, Katherine L., Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Pepi Pandiloski, Yeji Park, Aneesh Rai, Max Bazerman, John Beshears, Lauri Bonacorsi, Colin Camerer, Edward Chang, Gretchen Chapman, Robert Cialdini, Hengchen Dai, Lauren Eskreis-Winkler, Ayelet Fishbach, James J. Gross, Samantha Horn, Alexa Hubbard, Steven J. Jones, Dean Karlan, Tim Kautz, Erika Kirgios, Joowon Klusowski, Ariella Kristal, Rahul Ladhania, Jens Ludwig, George Loewenstein, Barbara Mellers, Sendhil Mullainathan, Silvia Saccardo, Jann Spiess, Gaurav Suri, Joachim H. Talloen, Jamie Taxer, Yaacov Trope, Lyle Ungar, Kevin G. Volpp, Ashley V. Whillans, Jonathan Zinman, and Angela L. Duckworth. "Megastudies Improve the Impact of Applied Behavioural Science." Nature 600, no. 7889 (December 16, 2021): 478–483.
      • December 2021
      • Case

      Grace Capital

      By: Sara Fleiss, Robin Greenwood, Eren Kuzucu and Denise Han
      In March 2020, the global pandemic was delivering a dose of volatility to the U.S. economy. Catherine Faddis, the CIO of Grace Capital, a Boston-based long-only equity manager, analyzed movements in her portfolio while eyeing previously shelved opportunities to invest... View Details
      Keywords: Preferred Stock; COVID-19 Pandemic; Economy; Health Pandemics; Volatility; Entrepreneurship; Finance; Investment; Strategy; Decision Making; Investment Portfolio; Financial Services Industry; United States
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      Fleiss, Sara, Robin Greenwood, Eren Kuzucu, and Denise Han. "Grace Capital." Harvard Business School Case 222-052, December 2021.
      • Article

      A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

      By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun
      We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public... View Details
      Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods
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      McFowland III, Edward, Sandeep Gangarapu, Ravi Bapna, and Tianshu Sun. "A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects." MIS Quarterly 45, no. 4 (December 2021): 1807–1832.
      • December 2021
      • Article

      Entrepreneurial Learning and Strategic Foresight

      By: Aticus Peterson and Andy Wu
      We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details
      Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction
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      Peterson, Aticus, and Andy Wu. "Entrepreneurial Learning and Strategic Foresight." Art. 1. Strategic Management Journal 42, no. 13 (December 2021): 2357–2388. (Lead article.)
      • Article

      Reliable Post hoc Explanations: Modeling Uncertainty in Explainability

      By: Dylan Slack, Sophie Hilgard, Sameer Singh and Himabindu Lakkaraju
      As black box explanations are increasingly being employed to establish model credibility in high stakes settings, it is important to ensure that these explanations are accurate and reliable. However, prior work demonstrates that explanations generated by... View Details
      Keywords: Black Box Explanations; Bayesian Modeling; Decision Making; Risk and Uncertainty; Information Technology
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      Slack, Dylan, Sophie Hilgard, Sameer Singh, and Himabindu Lakkaraju. "Reliable Post hoc Explanations: Modeling Uncertainty in Explainability." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • Article

      Surgeons and Administrators Co-Creating Value

      By: Michael Nurok, Thoralf Sundt, Robert S. Kaplan and Bruce Gewertz
      Most hospitals have arms-length relationships with physicians, viewing them as people they must ‘‘manage,’’ not as potentially valuable strategic partners. But surgeons make clinical decisions every day that have great influence on both patient outcomes and hospital... View Details
      Keywords: Value-based Health Care; Collaboration; Healthcare Administration; Health Care and Treatment; Management; Strategy; Value Creation
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      Nurok, Michael, Thoralf Sundt, Robert S. Kaplan, and Bruce Gewertz. "Surgeons and Administrators Co-Creating Value." Annals of Surgery 274, no. 6 (December 2021).
      • 2021
      • Book

      The Future of Executive Development

      By: Mihnea C Moldoveanu and Das Narayandas
      Executive development programs have entered a period of rapid transformation, driven by digital disruption and a widening gap between the skills that participants and their organizations demand and those provided by their executive programs. This work delves into the... View Details
      Keywords: Executive Education; Leadership Development; Management Skills; Education Industry
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      Moldoveanu, Mihnea C., and Das Narayandas. The Future of Executive Development. Stanford, CA: Stanford Business Books, 2021.
      • November 2021
      • Case

      LKQ-Stahlgruber

      By: Guhan Subramanian and Caeden Brynie
      Through a combination of organic growth and acquisitions, LKQ Corp. became the leading aftermarket auto parts distributor in the U.S. by the early 2000s. Beginning in 2012, the company began similarly consolidating the European marketplace. However, by 2017, the... View Details
      Keywords: Consolidation; Acquisition; Decision Making; Strategy; Opportunities; Europe; Germany
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      Subramanian, Guhan, and Caeden Brynie. "LKQ-Stahlgruber." Harvard Business School Case 922-028, November 2021.
      • 9 Nov 2021
      • Interview

      How to Build Psychological Safety in Your Workplace with The Fearless Organization Author, Amy C. Edmondson

      By: Amy C. Edmondson and Dominic Monkhouse
      If you want to be better at leading a team. If you want to know how to lead a good decision making process. Or how to engage and inspire people to bring their full self to work, don’t miss Amy Edmondson, Harvard Business School professor and author of The Fearless... View Details
      Keywords: Psychological Safety; Organizational Culture; Groups and Teams; Decision Making; Motivation and Incentives
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      "How to Build Psychological Safety in Your Workplace with The Fearless Organization Author, Amy C. Edmondson." Episode 169. The Melting Pot (podcast), November 9, 2021.
      • November 2021 (Revised December 2021)
      • Supplement

      PittaRosso (B): Human and Machine Learning

      By: Ayelet Israeli
      This case supplements the "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion" case, and provides major highlights on what happened at the company since the first case. View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso (B): Human and Machine Learning." Harvard Business School Supplement 522-047, November 2021. (Revised December 2021.)
      • November 2021
      • Article

      A Salient Sugar Tax Decreases Sugary Drink Buying

      By: Grant E. Donnelly, Paige Guge, Ryan Howell and Leslie John
      Many governments have introduced sugary drink excise taxes to reduce purchasing and consumption of such drinks; however, they do not typically stipulate how such taxes should be communicated at point-of-purchase. Historical, field, and experimental data entailing over... View Details
      Keywords: Decision-making; Open Data; Open Materials; Preregistered; Health; Policy; Taxation; Consumer Behavior; Decision Making
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      Donnelly, Grant E., Paige Guge, Ryan Howell, and Leslie John. "A Salient Sugar Tax Decreases Sugary Drink Buying." Psychological Science 32, no. 11 (November 2021): 1830–1841.
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