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      • October 2021 (Revised March 2022)
      • Supplement

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli and Fabrizio Fantini
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... 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; Retail Industry; Italy
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      Israeli, Ayelet, and Fabrizio Fantini. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Spreadsheet Supplement 522-710, October 2021. (Revised March 2022.)
      • October 2021 (Revised June 2022)
      • Case

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... 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; AI; 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: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
      • October 2021 (Revised October 2022)
      • Case

      The Opioid Settlement and Controversy Over CEO Pay at AmerisourceBergen

      By: Suraj Srinivasan and Li-Kuan Ni
      In 2020, AmerisourceBergen Corporation, a Fortune 50 company in the drug distribution industry, agreed to settle thousands of lawsuits filed nationwide against the company for its opioid distribution practices that critics alleged had contributed to the nationwide... View Details
      Keywords: Opioids; Drug; Investors; Shareholder Activism; Investment Activism; Executive Compensation; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Risk Management; Corporate Social Responsibility and Impact; Business and Shareholder Relations; Business and Stakeholder Relations; Legal Liability; Distribution Industry; Health Industry; Pharmaceutical Industry; United States; West Virginia; Tennessee; Ohio; Pennsylvania
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      Srinivasan, Suraj, and Li-Kuan Ni. "The Opioid Settlement and Controversy Over CEO Pay at AmerisourceBergen." Harvard Business School Case 122-014, October 2021. (Revised October 2022.)
      • Article

      Regulating Hospital Prices Based on Market Concentration Is Likely to Leave High-Price Hospitals Unaffected

      By: Maximilian J. Pany, Michael E. Chernew and Leemore S. Dafny
      Concern about high hospital prices for commercially insured patients has motivated several proposals to regulate these prices. Such proposals often limit regulations to highly concentrated hospital markets. Using a large sample of 2017 US commercial insurance claims,... View Details
      Keywords: Health Care Providers; Hospitals; Insurance Market Regulation; Price Regulation; Markets; Health Care and Treatment; Cost; Quality; Insurance; Price; Governing Rules, Regulations, and Reforms
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      Pany, Maximilian J., Michael E. Chernew, and Leemore S. Dafny. "Regulating Hospital Prices Based on Market Concentration Is Likely to Leave High-Price Hospitals Unaffected." Health Affairs 40, no. 9 (September 2021): 1386–1394.
      • Article

      The Harmonization of Lending Standards within Banks through Mandated Loan-Level Transparency

      By: Jung Koo Kang, Maria Loumioti and Regina Wittenberg-Moerman
      We explore whether the introduction of transparent reporting rules increases credit standard harmonization within a bank. We exploit the new loan-level reporting rules imposed on banks that borrow from the European Central Bank using repurchase agreements... View Details
      Keywords: Transparency; External And Internal Reporting; Credit Term Harmonization; Regulatory Scrutiny; Banks and Banking; Credit; Financial Reporting; Governing Rules, Regulations, and Reforms; Learning
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      Kang, Jung Koo, Maria Loumioti, and Regina Wittenberg-Moerman. "The Harmonization of Lending Standards within Banks through Mandated Loan-Level Transparency." Journal of Accounting & Economics 72, no. 1 (August 2021): 101386.
      • 2021
      • Working Paper

      The Changing Role of Business in Society

      By: Michael E. Porter
      Business interaction with the U.S. government, historically based on securing industry or company special interests at the expense of the public good, has enabled and furthered government dysfunction. Gridlock within the American political system has precluded the... View Details
      Keywords: Politics; Shared Value; Social Progress Index; Competitiveness; Walmart; BlackRock; ESG (Environmental, Social, Governance) Performance; ESG; Transparency; Campaign Contributions; Campaign Finance; Lobbying; Revolving Door; Political Ideology; Political Parties; Political Partisanship; Government And Business; Government Innovation; Elections; Democracy; Capitalism; Stakeholder Capitalism; Shareholder Engagement; Competition; Strategy; Government and Politics; Society; Social Issues; Human Needs; Wealth and Poverty; Business and Community Relations; Business and Government Relations; Corporate Accountability; Financial Services Industry; Banking Industry; United States
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      Porter, Michael E. "The Changing Role of Business in Society." Working Paper, July 2021.
      • Article

      The Economic Consequences of Bankruptcy Reform

      By: Tal Gross, Raymond Kluender, Feng Liu, Matthew J. Notowidigdo and Jialan Wang
      A more generous consumer bankruptcy system provides greater insurance against financial risks but may also raise the cost of credit. We study this trade-off using the 2005 Bankruptcy Abuse Prevention and Consumer Protection Act (BAPCPA), which increased the costs of... View Details
      Keywords: Bankruptcy; Bankruptcy Abuse Prevention And Consumer Protection Act; Borrowing and Debt; Credit
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      Gross, Tal, Raymond Kluender, Feng Liu, Matthew J. Notowidigdo, and Jialan Wang. "The Economic Consequences of Bankruptcy Reform." American Economic Review 111, no. 7 (July 2021): 2309–2341.
      • June 23, 2021
      • Article

      Research: When A/B Testing Doesn't Tell You the Whole Story

      By: Eva Ascarza
      When it comes to churn prevention, marketers traditionally start by identifying which customers are most likely to churn, and then running A/B tests to determine whether a proposed retention intervention will be effective at retaining those high-risk customers. While... View Details
      Keywords: Customer Retention; Churn; Targeting; Market Research; Marketing; Investment Return; Customers; Retention; Research
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      Ascarza, Eva. "Research: When A/B Testing Doesn't Tell You the Whole Story." Harvard Business Review Digital Articles (June 23, 2021).
      • 2021
      • Government Testimony

      How Health Care Consolidation Is Contributing to Higher Prices and Spending, and Reforms That Could Bolster Antitrust Enforcement and Preserve and Promote Competition in Health Care Markets

      By: Leemore S. Dafny
      Reforms to antitrust law and enforcement can help to address rising healthcare prices and spending. View Details
      Keywords: Antitrust Law; Health Care and Treatment; Consolidation; Price; Spending; Cost Management; Governing Rules, Regulations, and Reforms; Competition; United States
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      Dafny, Leemore S. "How Health Care Consolidation Is Contributing to Higher Prices and Spending, and Reforms That Could Bolster Antitrust Enforcement and Preserve and Promote Competition in Health Care Markets." Government Testimony, Washington, DC, United States, April 2021.
      • Article

      Ten Year Sunset Rule for Healthcare Regulation Is a Nonstarter and Discouragement to Post-COVID-19 Investment

      By: Regina E. Herzlinger and Eugene Schneller
      U.S. healthcare delivery has not benefitted from the same productivity growth as many other service industries, such as bricks and mortar retailing, a loss that has gravely diminished cost control and access. Regulatory capture, which creates barriers to venture... View Details
      Keywords: Health Care; COVID-19; Regulation; Health Care and Treatment; Health Pandemics; Governing Rules, Regulations, and Reforms; Investment
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      Herzlinger, Regina E., and Eugene Schneller. "Ten Year Sunset Rule for Healthcare Regulation Is a Nonstarter and Discouragement to Post-COVID-19 Investment." Journal of Health Care Finance 47, no. 4 (Spring 2021). (Special Commentary.)
      • March 2021 (Revised December 2021)
      • Supplement

      Ant Financial (D)

      By: Feng Zhu, Krishna G. Palepu, Kerry Herman and Susie Ma
      The (D) case updates the case series from the time of Ant’s planned IPO, and the Chinese government’s regulatory shifts. View Details
      Keywords: Finance; Information Technology; Governing Rules, Regulations, and Reforms; Financial Services Industry; Technology Industry; China; Beijing
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      Zhu, Feng, Krishna G. Palepu, Kerry Herman, and Susie Ma. "Ant Financial (D)." Harvard Business School Supplement 621-089, March 2021. (Revised December 2021.)
      • 2020
      • Working Paper

      Currency Hedging in Emerging Markets: Managing Cash Flow Exposure

      By: Laura Alfaro, Mauricio Calani and Liliana Varela
      Foreign currency derivative markets are among the largest in the world, yet their role in emerging markets in particular, is relatively understudied. We study firms' currency risk exposure and their hedging choices by employing a unique dataset covering the universe of... View Details
      Keywords: Foreign Currency Hedging; FX Derivatives; Foreign Currency Debt; Currency Mismatch; Trade Credit; Currency; Cash Flow; Emerging Markets
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      Alfaro, Laura, Mauricio Calani, and Liliana Varela. "Currency Hedging in Emerging Markets: Managing Cash Flow Exposure." Harvard Business School Working Paper, No. 21-096, March 2021.
      • February 2021
      • Case

      New England Baptist Hospital: Getting Paid for Value

      By: Robert S. Kaplan, Mary Witkowski, Toby E. Emanuel and Syed S. Shehab
      New England Baptist Hospital (NEBH), a national leader in adult orthopedic care, has the lowest rate of complications and 30-day readmissions in New England, but gets paid 30% less for its surgeries than nearby institutions. NEBH introduces, with several large... View Details
      Keywords: Healthcare; Healthcare Spending; Healthcare Innovation; Healthcare Industry; Health Care Outcomes; Health Care Delivery; Health Care Reform; Bundled Payments; Health Care and Treatment; Spending; Innovation and Invention; Value Creation; Strategy; Health Industry; North America
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      Kaplan, Robert S., Mary Witkowski, Toby E. Emanuel, and Syed S. Shehab. "New England Baptist Hospital: Getting Paid for Value." Harvard Business School Case 121-036, February 2021.
      • February 2021
      • Case

      China Rapid Finance: The Collapse of China’s P2P Lending Industry

      By: William C. Kirby, Bonnie Yining Cao and John P. McHugh
      China’s peer-to-peer (P2P) lending industry had over 3,000 platforms at its height in 2015. China Risk Finance (CRF) was one of the country’s P2P success stories. With over 1 million borrowers using CRF’s platform, it raised $60 million in its 2016 IPO on the New York... View Details
      Keywords: Financial Services; P2P Lending; Government And Business; Regulation; Finance; Governing Rules, Regulations, and Reforms; Strategy; Financial Services Industry; China
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      Kirby, William C., Bonnie Yining Cao, and John P. McHugh. "China Rapid Finance: The Collapse of China’s P2P Lending Industry." Harvard Business School Case 321-124, February 2021.
      • Article

      Research: The Cost of a Single U.S. Immigration Restriction

      By: Dany Bahar, Prithwiraj Choudhury and Britta Glennon
      On June 22, 2020, President Trump passed an Executive Order drastically cutting the number of highly skilled international workers eligible for non-immigrant visas to the U.S. To quantify the impact of this policy, the authors examined the immediate change in stock... View Details
      Keywords: Work Visas; H1-B; Restriction; Impact; Immigration; Governing Rules, Regulations, and Reforms; Cost; Economy
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      Bahar, Dany, Prithwiraj Choudhury, and Britta Glennon. "Research: The Cost of a Single U.S. Immigration Restriction." Harvard Business Review (website) (January 22, 2021).
      • 2021
      • Working Paper

      No-fault Default, Chapter 11 Bankruptcy, and Financial Institutions

      By: Robert C. Merton and Richard T. Thakor
      This paper analyzes the costs and benefits of a no-fault-default debt structure as an alternative to the typical bankruptcy process. We show that the deadweight costs of bankruptcy can be avoided or substantially reduced through no-fault-default debt, which permits a... View Details
      Keywords: No-fault Default; Chapter 11; Insolvency and Bankruptcy; Borrowing and Debt; Governing Rules, Regulations, and Reforms; Financial Institutions; Contracts
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      Merton, Robert C., and Richard T. Thakor. "No-fault Default, Chapter 11 Bankruptcy, and Financial Institutions." NBER Working Paper Series, No. 28341, January 2021.
      • December 2020
      • Article

      The Employment Effects of Faster Payment: Evidence from the Federal Quickpay Reform

      By: Jean-Noel Barrot and Ramana Nanda
      We study the impact of Quickpay, a federal reform that indefinitely accelerated payments to small business contractors of the U.S. government. We find a strong direct effect of the reform on employment growth at the firm level. Importantly, however, we also... View Details
      Keywords: Small Business; Employment; Business and Government Relations; Governing Rules, Regulations, and Reforms
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      Barrot, Jean-Noel, and Ramana Nanda. "The Employment Effects of Faster Payment: Evidence from the Federal Quickpay Reform." Journal of Finance 75, no. 6 (December 2020): 3139–3173.
      • September–October 2020
      • Article

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
      • Article

      Do We Spend Too Much on Health Care?

      By: Katherine Baicker and Amitabh Chandra
      Health system reforms—such as changes in insurance design, patient cost sharing, payment reform, or price regulation—should be judged by whether they move us toward higher-value use of resources, rather than by whether they reduce spending. View Details
      Keywords: Health Care and Treatment; Cost; Governing Rules, Regulations, and Reforms; Value Creation
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      Baicker, Katherine, and Amitabh Chandra. "Do We Spend Too Much on Health Care?" New England Journal of Medicine 383, no. 7 (August 13, 2020): 605–608.
      • June 2020 (Revised February 2021)
      • Case

      Accounting for Leases at American Airlines (A)

      By: Jonas Heese, Gerardo Pérez Cavazos and Julia Kelley
      In March 2020, as coronavirus reduced demand for air travel, an analyst was forecasting American Airlines’ (American’s) first quarter financial results. To develop a forecast, she needed to familiarize herself with Accounting Standards Update (ASU) 2016-02, “Leases... View Details
      Keywords: Accounting; Financial Reporting; Financial Statements; Finance; Governance; Corporate Accountability; Corporate Governance; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Leasing; Accounting Industry; Air Transportation Industry; North and Central America; United States
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      Heese, Jonas, Gerardo Pérez Cavazos, and Julia Kelley. "Accounting for Leases at American Airlines (A)." Harvard Business School Case 120-069, June 2020. (Revised February 2021.)
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