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      • 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).
      • December 2021
      • Article

      The Evolutionary Nature of Breakthrough Innovation: An Empirical Investigation of Firm Search Strategies

      By: Dominika Kinga Randle and Gary P. Pisano
      Breakthrough innovation has been an important topic of study for generations of scholars. Previous research in this domain has focused on exploring the way breakthroughs emerge from cumulative combination and recombination of prior technologies and knowledge components... View Details
      Keywords: Breakthrough Innovation; Exploration And Exploitation; Search Strategy; Innovation and Invention; Technological Innovation; Strategy
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      Randle, Dominika Kinga, and Gary P. Pisano. "The Evolutionary Nature of Breakthrough Innovation: An Empirical Investigation of Firm Search Strategies." Strategy Science 6, no. 4 (December 2021): 290–304.
      • 2021
      • Working Paper

      The Green Bonding Hypothesis: How Do Green Bonds Enhance the Credibility of Environmental Commitments?

      By: Shirley Lu
      This paper proposes and provides evidence on a green bonding hypothesis, where green bonds act as a commitment device that subjects firms to institutions holding them accountable to their environmental promises. I find that green-bond issuers face higher climate change... View Details
      Keywords: Bonding Hypothesis; Sustainable Finance; Climate Change; Corporate Social Responsibility and Impact; Environmental Sustainability; Bonds; Corporate Accountability
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      Lu, Shirley. "The Green Bonding Hypothesis: How Do Green Bonds Enhance the Credibility of Environmental Commitments?" SSRN Working Paper Series, No. 3898909, December 2021.
      • December 2021
      • Article

      Trade Policy Uncertainty and Stock Returns

      By: Marcelo Bianconi, Federico Esposito and Marco Sammon
      A recent literature has documented large real effects of trade policy uncertainty (TPU) on trade, employment, and investment, but there is little evidence that investors are compensated for bearing such risk. To quantify the risk premium associated with TPU, we exploit... View Details
      Keywords: Trade Policy; Uncertainty; Stock Returns; Risk Premium; Tariff Rates; Portfolio Analysis; Trade; Policy; Risk and Uncertainty; Stocks; Investment Return
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      Bianconi, Marcelo, Federico Esposito, and Marco Sammon. "Trade Policy Uncertainty and Stock Returns." Art. 102492. Journal of International Money and Finance 119 (December 2021).
      • November 2021 (Revised March 2022)
      • Case

      Pacesetters

      By: Jeffrey J. Bussgang and Mel Martin
      City Sealcoating CEO Keith Chaney had just publicly called out the Boston Chamber of Commerce for their slow progress on their supplier diversity program, Pacesetters. Established in 2018 by regional business leaders, Pacesetters was supposed to facilitate... View Details
      Keywords: Racial Wealth Gap; Procurement; Suppliers; Diversity; Programs; Small Business; Restructuring; Contracts; United States; Boston
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      Bussgang, Jeffrey J., and Mel Martin. "Pacesetters." Harvard Business School Case 322-019, November 2021. (Revised March 2022.)
      • November 2021 (Revised January 2024)
      • Case

      The Global Great Depression, 1929-1939

      By: Alberto Cavallo, Sophus A. Reinert and Federica Gabrieli
      The Great Depression was, by far, the worst economic contraction of the twentieth century, and some of the most important ideas about both fiscal and monetary policy in the second half of the century were developed in response to it. The economic collapse, which... View Details
      Keywords: Great Depression; Economic Conditions; Unemployment; Homelessness; Financial Crisis; History; Economy; Policy; Poverty; Social Issues; Economic Slowdown and Stagnation
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      Cavallo, Alberto, Sophus A. Reinert, and Federica Gabrieli. "The Global Great Depression, 1929-1939." Harvard Business School Case 722-034, November 2021. (Revised January 2024.)
      • 2022
      • Working Paper

      ESG: Hyperboles and Reality

      By: George Serafeim
      ESG has rapidly become a household name leading to both confusion about what it means and creating unrealistic expectations about its effects. In this paper, I draw on more than a decade of research to dispel several myths about ESG and provide answers to important... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Disclosure; ESG Reporting; ESG Ratings; Sustainability; Corporate Social Responsibility and Impact; Environmental Sustainability; Performance; Corporate Disclosure; Reports
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      Serafeim, George. "ESG: Hyperboles and Reality." Harvard Business School Working Paper, No. 22-031, November 2021.
      • 2021
      • Working Paper

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Invention; Innovation; Artificial Intelligence; Clusters; Agglomeration; Innovation and Invention; Patents; Applications and Software; Industry Clusters; United States
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Harvard Business School Working Paper, No. 22-027, October 2021. (NBER Working Paper Series, No. 29456, November 2021.)
      • November 2021 (Revised January 2022)
      • Case

      Scott Tucker (A): Race to the Top

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a... View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (A): Race to the Top." Harvard Business School Case 122-009, November 2021. (Revised January 2022.)
      • November 2021 (Revised January 2022)
      • Supplement

      Scott Tucker (B): The Feds Catch Up

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a... View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (B): The Feds Catch Up." Harvard Business School Supplement 122-032, November 2021. (Revised January 2022.)
      • 2021
      • Chapter

      Digital Infrastructure

      By: Shane Greenstein
      What determines the supply of innovative digital infrastructure and how does variance in supply shape the performance of digital services? The essay reviews research into the economic impact of deployment, innovation, and adoption of digital infrastructure. It... View Details
      Keywords: Information Technology; Infrastructure; Economics; Policy; Research; Analysis; United States
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      Greenstein, Shane. "Digital Infrastructure." In Economic Analysis and Infrastructure Investment, edited by Edward L. Glaeser and James Poterba. National Bureau of Economic Research, and University of Chicago Press, 2021.
      • October 2021 (Revised January 2022)
      • Supplement

      Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (C)

      By: Linda A. Hill and Emily Tedards
      This case is the third installment in a series about the 10-year cultural and digital transformation of Pfizer’s Global Clinical Supply organization. In 2011, Michael Ku became Pfizer’s Vice President of Global Clinical Supply (GCS) after the company had undergone... View Details
      Keywords: Clinical Supply Chain; COVID-19; Vaccine; Agile; Innovation and Invention; Change Management; Organizational Culture; Transformation; Leadership; Corporate Strategy; Health Pandemics; Crisis Management; Mission and Purpose; Health Care and Treatment; Supply Chain Management; Digital Transformation
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      Hill, Linda A., and Emily Tedards. "Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (C)." Harvard Business School Supplement 422-041, October 2021. (Revised January 2022.)
      • October 2021 (Revised December 2021)
      • Case

      Customer-Centric Design with Artificial Intelligence: Commonwealth Bank

      By: Karim R. Lakhani, Yael Grushka-Cockayne, Jin Hyun Paik and Steven Randazzo
      As Commonwealth Bank (CommBank) CEO Matt Comyn delivered the full financial year results in August 2021 over videoconference, it took less than two minutes for him to make his first mention of the organization's Customer Engagement Engine (CEE), the AI-driven customer... View Details
      Keywords: Artificial Intelligence; Customer-centricity; Banks and Banking; Customer Focus and Relationships; Technological Innovation; Transformation; Organizational Change and Adaptation; Performance; AI and Machine Learning; Financial Services Industry; Australia
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      Lakhani, Karim R., Yael Grushka-Cockayne, Jin Hyun Paik, and Steven Randazzo. "Customer-Centric Design with Artificial Intelligence: Commonwealth Bank." Harvard Business School Case 622-065, October 2021. (Revised December 2021.)
      • October 2021 (Revised February 2022)
      • Case

      Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood

      By: Susanna Gallani and Youssef Abdel Aal
      The case follows the Children Cancer Hospital in Egypt, also known as Hospital 57357, as it goes through the roll-out of a new performance management system, which Dr. Sherif Abouel Naga, founder and CEO of the hospital, had championed. This was a critical juncture as... View Details
      Keywords: Healthcare; Performance Management; Performance Incentives; Strategic Alignment; Health Care and Treatment; Nonprofit Organizations; Strategy; Alignment; Performance Evaluation; Mission and Purpose; Change Management; Health Industry; Egypt; Middle East
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      Gallani, Susanna, and Youssef Abdel Aal. "Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood." Harvard Business School Case 122-041, October 2021. (Revised February 2022.)
      • 2021
      • Working Paper

      The Business of K-12 Education in China

      By: Geoffrey Jones and Yuhai Wu
      This working paper examines the evolution of K-12 education in China, especially between 1985 and the present day, drawing extensive interviews with participants in the educational sector. China has been hugely successful in reaching almost 100 percent literacy,... View Details
      Keywords: K-12 Education; China; Real Estate; Early Childhood Education; Performance Evaluation; Teaching; Governing Rules, Regulations, and Reforms; Personal Development and Career; Social Issues; Nonprofit Organizations; Private Sector; Education Industry; Real Estate Industry; China
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      Jones, Geoffrey, and Yuhai Wu. "The Business of K-12 Education in China." Harvard Business School Working Paper, No. 22-022, October 2021.
      • 2021
      • Article

      Don't Get It or Don't Spread It: Comparing Self-interested versus Prosocial Motivations for COVID-19 Prevention Behaviors

      By: Jillian J. Jordan, Erez Yoeli and David Rand
      COVID-19 prevention behaviors may be seen as self-interested or prosocial. Using American samples from MTurk and Prolific (total n = 6,850), we investigated which framing is more effective—and motivation is stronger—for fostering prevention behavior intentions. We... View Details
      Keywords: COVID-19; Prevention; Prosocial Motivation; Health Pandemics; Behavior; Motivation and Incentives
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      Jordan, Jillian J., Erez Yoeli, and David Rand. "Don't Get It or Don't Spread It: Comparing Self-interested versus Prosocial Motivations for COVID-19 Prevention Behaviors." Art. 20222. Scientific Reports 11 (2021).
      • October 2021
      • Case

      Financial Reporting at Mattel

      By: Aiyesha Dey, Trung Nguyen, Marshal Herrmann and Julia Kelley
      In September 2020, Diana Ferguson was nearing her first Audit Committee meeting as the newly appointed Audit Committee chair of Mattel, Inc. Mattel was just recovering from an accounting scandal which had revealed the company’s poor internal controls and weak board... View Details
      Keywords: Accounting; Accounting Audits; Financial Reporting; Financial Statements; Governance; Corporate Accountability; Corporate Disclosure; Corporate Governance; Governance Compliance; Governance Controls; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Lawsuits and Litigation; Business and Shareholder Relations; Consumer Products Industry; Entertainment and Recreation Industry; Financial Services Industry; North and Central America; United States; California
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      Dey, Aiyesha, Trung Nguyen, Marshal Herrmann, and Julia Kelley. "Financial Reporting at Mattel." Harvard Business School Case 122-006, October 2021.
      • October 2021 (Revised May 2023)
      • Case

      Project Maji: Pricing Water in Sub-Saharan Africa

      By: Elie Ofek, Marco Bertini, Dilyana Karadzhova Botha and Esel Çekin
      In July 2021, Sunil Lalvani, founder and CEO of Project Maji, a non-profit social enterprise headquartered in Dubai that had already provided sustainable, clean water solutions to 80,000 people living in rural communities across Ghana and Kenya, was facing an important... View Details
      Keywords: Water; Pricing; Nonprofit Organizations; Projects; Price; Decision Making; Social Enterprise; Growth and Development Strategy; Equity; Green Technology; Social and Collaborative Networks; Africa; Dubai
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      Ofek, Elie, Marco Bertini, Dilyana Karadzhova Botha, and Esel Çekin. "Project Maji: Pricing Water in Sub-Saharan Africa." Harvard Business School Case 522-043, October 2021. (Revised May 2023.)
      • Article

      Large Banks and Small Firm Lending

      By: Vitaly Bord, Victoria Ivashina and Ryan D. Taliaferro
      We examine the long-lasting effects of the 2007 real estate price collapse on small business credit supply. Banks affected by the decline in real estate prices systematically contracted their credit to small firms. At the same time, regional and local banks, many of... View Details
      Keywords: Small Firms; Credit Supply; Banking Competition; Small Business; Credit; Financial Crisis; Banks and Banking; Competition
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      Bord, Vitaly, Victoria Ivashina, and Ryan D. Taliaferro. "Large Banks and Small Firm Lending." Journal of Financial Intermediation 48 (October 2021).
      • 2021
      • Report

      The Economic Impact of the Market-Making Internet Advertising, Content, Commerce, and Innovation

      By: John A. Deighton and Leora Kornfeld
      This research about the economic value of the Internet is conducted approximately every four years and highlights the importance of the internet ecosystem, which enables job creation and market-making opportunities. This highly valued, extensive piece of economic... View Details
      Keywords: Internet and the Web; Digital Marketing; Innovation and Invention; Communication Technology; Social Media; Advertising; Value; Brands and Branding
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      Deighton, John A., and Leora Kornfeld. "The Economic Impact of the Market-Making Internet Advertising, Content, Commerce, and Innovation." Report, Interactive Advertising Bureau (IAB), New York, October 2021.
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