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      • February 2021 (Revised May 2021)
      • Case

      SafeGraph: Selling Data as a Service

      By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
      Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on... View Details
      Keywords: Data As A Service; Monetization; Pricing; Business Startups; Analytics and Data Science; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States
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      Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
      • February 2021
      • Supplement

      HNA Group: Global Excellence with Chinese Characteristics (C)

      By: William C. Kirby, Billy Chan and John P. McHugh
      July 2017 was supposed to be a triumphant month for HNA Group. The latest Fortune Global 500 list showed the company had again skyrocketed in its ranking to no. 170, an improvement of over 200 positions from the year prior. Yet earlier that same July, the mysterious... View Details
      Keywords: Conglomerate; Airline Industry; Coronavirus; Financial Risk; Debt; Bankruptcy; Global Strategy; Restructuring; Health Pandemics; Financial Markets; Organizational Change and Adaptation; Financial Condition; Globalized Firms and Management; Business and Government Relations; Financial Services Industry; Financial Services Industry; China
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      Kirby, William C., Billy Chan, and John P. McHugh. "HNA Group: Global Excellence with Chinese Characteristics (C)." Harvard Business School Supplement 321-123, February 2021.
      • February 2021 (Revised March 2023)
      • Supplement

      The Coronavirus (COVID-19) Pandemic and the Global Economy (B)

      By: Alberto Cavallo and Christian Godwin
      By December 2020, the COVID-19 pandemic had swept across the globe, creating widespread disruption in all aspects of everyday life. Almost 90 million people had been infected and nearly two million had died from the disease. By this point in the pandemic—a year since... View Details
      Keywords: COVID-19 Pandemic; Economy; Health Pandemics; Economic Slowdown and Stagnation; Global Range; Crisis Management; Disruption
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      Cavallo, Alberto, and Christian Godwin. "The Coronavirus (COVID-19) Pandemic and the Global Economy (B)." Harvard Business School Supplement 721-434, February 2021. (Revised March 2023.)
      • January 2021
      • Supplement

      Aster DM Healthcare: Budget Exercise

      By: V.G. Narayanan and Amy Klopfenstein
      In April 2020, Alisha Moopen, Deputy Managing Director of Aster DM Healthcare, a network of clinics, hospitals, and pharmacies in the Middle East and India, must create her company’s budget for the 2021 fiscal year in light of the onset of Covid-19. The pandemic had... View Details
      Keywords: Decision Making; Decisions; Forecasting and Prediction; Judgments; Decision Choices and Conditions; Cost vs Benefits; Finance; Borrowing and Debt; Financial Institutions; Banks and Banking; Financial Condition; Financial Liquidity; Accounting; Budgets and Budgeting; Management; Crisis Management; Health Pandemics; Health Industry; Asia; India; United Arab Emirates; Dubai
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      Narayanan, V.G., and Amy Klopfenstein. "Aster DM Healthcare: Budget Exercise." Harvard Business School Spreadsheet Supplement 121-025, January 2021.
      • January 2021 (Revised May 2021)
      • Case

      Delta Air Lines: Navigating the COVID-19 Storm

      By: Ted Berk and Ryan Flamerich
      This case examines Delta Air Lines’ response as demand for its services plummeted in the face of the COVID-19 pandemic, with a focus on the company’s funding needs and capital structure. Following a series of initial actions, the company’s cash “burn” had reduced from... View Details
      Keywords: COVID-19; Health Pandemics; Financial Condition; Capital Structure; Crisis Management; Risk Management; Business and Stakeholder Relations; Air Transportation Industry
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      Berk, Ted, and Ryan Flamerich. "Delta Air Lines: Navigating the COVID-19 Storm." Harvard Business School Case 221-063, January 2021. (Revised May 2021.)
      • Article

      The Unprecedented Stock Market Reaction to COVID-19

      By: Scott Baker, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon and Tasaneeya Viratyosin
      No previous infectious disease outbreak, including the Spanish Flu, has impacted the stock market as forcefully as the COVID-19 pandemic. In fact, previous pandemics left only mild traces on the U.S. stock market. We use text-based methods to develop these points with... View Details
      Keywords: COVID-19; Stock Market; Health Pandemics; Governance; Policy; Financial Markets
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      Baker, Scott, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon, and Tasaneeya Viratyosin. "The Unprecedented Stock Market Reaction to COVID-19." Review of Asset Pricing Studies 10, no. 4 (December 2020): 742–758.
      • November 2020
      • Teaching Note

      Valuing Celgene's CVR

      By: Benjamin C. Esty and Daniel Fisher
      Teaching Note for HBS Case No. 221-031. When Bristol-Myers Squibb (BMS) acquired Celgene Corporation in November 2019, Celgene shareholders received cash, BMS stock, and a contingent value right (CVRs) that would pay $9 if the U.S. Food and Drug Administration (FDA)... View Details
      Keywords: Mergers and Acquisitions; Valuation; Value; Judgments; Decision Making; Cash Flow; Financial Instruments; Cognition and Thinking; Pharmaceutical Industry; Biotechnology Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "Valuing Celgene's CVR." Harvard Business School Teaching Note 221-036, November 2020.
      • November 2020
      • Supplement

      Valuing Celgene's CVR

      By: Benjamin C. Esty and Daniel Fisher
      When Bristol-Myers Squibb (BMS) acquired Celgene Corporation in November 2019, Celgene shareholders received cash, BMS stock, and a contingent value right (CVRs) that would pay $9 if the U.S. Food and Drug Administration (FDA) approved three of Celgene’s late stage... View Details
      Keywords: Mergers and Acquisitions; Value; Valuation; Judgments; Decision Making; Cash Flow; Financial Instruments; Cognition and Thinking; Pharmaceutical Industry; Biotechnology Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "Valuing Celgene's CVR." Harvard Business School Spreadsheet Supplement 221-705, November 2020.
      • November 2020
      • Case

      Valuing Celgene's CVR

      By: Benjamin C. Esty and Daniel Fisher
      When Bristol-Myers Squibb (BMS) acquired Celgene Corporation in November 2019, Celgene shareholders received cash, BMS stock, and a contingent value right (CVRs) that would pay $9 if the U.S. Food and Drug Administration (FDA) approved three of Celgene’s late stage... View Details
      Keywords: Mergers and Acquisitions; Value; Valuation; Judgments; Decision Making; Cash Flow; Financial Instruments; Cognition and Thinking; Pharmaceutical Industry; Biotechnology Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "Valuing Celgene's CVR." Harvard Business School Case 221-031, November 2020.
      • Fall 2020
      • Article

      Business Credit Programs in the Pandemic Era

      By: Samuel G. Hanson, Jeremy C. Stein, Adi Sunderam and Eric Zwick
      We develop a pair of models that speak to the goals and design of the sort of business-lending and corporate-bond purchase programs that have been introduced by governments in response to the ongoing COVID-19 pandemic. An overarching theme is that, in contrast to the... View Details
      Keywords: COVID-19; Business Lending; Government Intervention; Econometric Models; Health Pandemics; Credit; Governance; Policy
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      Hanson, Samuel G., Jeremy C. Stein, Adi Sunderam, and Eric Zwick. "Business Credit Programs in the Pandemic Era." Brookings Papers on Economic Activity (Fall 2020).
      • Fall 2020
      • Article

      Sizing Up Corporate Restructuring in the COVID Crisis

      By: Robin Greenwood, Benjamin Iverson and David Thesmar
      In the wake of the COVID-19 pandemic, the financial and legal system will need to deal with a surge of financial distress in the business sector. Some firms will be able to survive, while others will face bankruptcy and thus need to be liquidated or reorganized. Many... View Details
      Keywords: COVID-19; Health Pandemics; Economy; System Shocks; Financial Crisis; Restructuring
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      Greenwood, Robin, Benjamin Iverson, and David Thesmar. "Sizing Up Corporate Restructuring in the COVID Crisis." Brookings Papers on Economic Activity (Fall 2020). (Also NBER Working Paper, No. 28104.)
      • September 2020
      • Supplement

      Comviva: Exploring New Frontiers (B)

      By: Dante Roscini, Mahima Rao-Kachroo and Shreya Ramachandran
      After articulating its ambitious growth plans, mobile services provider Mahindra Comviva, active in over 90 countries, is thinking about how to titrate and re-plan its growth strategy given the coronavirus pandemic. Its India headquarters considers its people costs,... View Details
      Keywords: Health Pandemics; Growth and Development Strategy; Adaptation; India
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      Roscini, Dante, Mahima Rao-Kachroo, and Shreya Ramachandran. "Comviva: Exploring New Frontiers (B)." Harvard Business School Supplement 721-010, September 2020.
      • 2020
      • Working Paper

      Bankruptcy and the COVID-19 Crisis

      By: Jialan Wang, Jeyul Yang, Benjamin Iverson and Raymond Kluender
      We examine the impact of the COVID-19 economic crisis on business and consumer bankruptcies in the United States using real-time data on the universe of filings. Historically, bankruptcies have closely tracked the business cycle and contemporaneous unemployment rates.... View Details
      Keywords: Bankruptcy; Financial Distress; COVID-19; Insolvency and Bankruptcy; Financial Crisis; Health Pandemics; United States
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      Wang, Jialan, Jeyul Yang, Benjamin Iverson, and Raymond Kluender. "Bankruptcy and the COVID-19 Crisis." Harvard Business School Working Paper, No. 21-041, September 2020.
      • September 8, 2020
      • Article

      Allocation of COVID-19 Relief Funding to Disproportionately Black Counties

      By: Pragya Kakani, Amitabh Chandra and Sendhil Mullainathan
      This study describes correlations between the dollar amount of relief funding authorized by the US Congress to fund prevention, diagnosis, and treatment of coronavirus disease 2019 (COVID-19) and to reimburse health care entities for lost revenues, and county-level... View Details
      Keywords: COVID-19; Health Pandemics; Resource Allocation; Demographics; Race
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      Kakani, Pragya, Amitabh Chandra, and Sendhil Mullainathan. "Allocation of COVID-19 Relief Funding to Disproportionately Black Counties." JAMA, the Journal of the American Medical Association 324, no. 10 (September 8, 2020): 1000–1003.
      • August 2020 (Revised December 2020)
      • Case

      Latam Airlines and COVID-19: Seeking Bankruptcy Protection in the United States

      By: Laura Alfaro, Mauricio Larrain, Carlos Vilches and Sarah Jeong
      On May 26, 2020, Latam Airlines became the largest airline in the world to be driven to bankruptcy by COVID-19. With a complex debt structure and international investor composition, the company decided to file for bankruptcy protection in the United States, which... View Details
      Keywords: Airlines; Pandemic; Coronavirus Pandemic; Health Pandemics; Air Transportation; Insolvency and Bankruptcy; Capital Markets; Strategy; Latin America; Chile; United States
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      Alfaro, Laura, Mauricio Larrain, Carlos Vilches, and Sarah Jeong. "Latam Airlines and COVID-19: Seeking Bankruptcy Protection in the United States." Harvard Business School Case 321-027, August 2020. (Revised December 2020.)
      • 2020
      • Working Paper

      Consumers Punish Firms That Cut Employee Pay in Response to COVID-19

      By: Bhavya Mohan, Serena Hagerty and Michael Norton
      Two experiments, including one incentive compatible study, examine the impact of cutting pay for executives versus employees in response to COVID-19 on consumer behavior. Study 1 explores the effect of announcing cuts or no cuts to CEO and employee pay, and shows that... View Details
      Keywords: Employee Furloughs; CEO Pay Cuts; Pay Ratios; Purchase Intention; Health Pandemics; Employees; Wages; Executive Compensation; Consumer Behavior
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      Mohan, Bhavya, Serena Hagerty, and Michael Norton. "Consumers Punish Firms That Cut Employee Pay in Response to COVID-19." Harvard Business School Working Paper, No. 21-020, August 2020.
      • 2020
      • Working Paper

      What Can Economics Say About Alzheimer's Disease?

      By: Amitabh Chandra, Courtney Coile and Corina Mommaerts
      Alzheimer’s Disease (AD) affects one in ten people aged 65 or older and is the most expensive disease in the United States. We describe the central economic questions raised by AD. While there is overlap with the economics of aging, the defining features of the... View Details
      Keywords: Health Disorders; Health Care and Treatment; Economics
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      Chandra, Amitabh, Courtney Coile, and Corina Mommaerts. "What Can Economics Say About Alzheimer's Disease?" NBER Working Paper Series, No. 27760, August 2020.
      • July 28, 2020
      • Article

      Economic Vulnerability of Households with Essential Workers

      By: Grace McCormack, Christopher Avery, Ariella Kahn-Lang Spitzer and Amitabh Chandra
      The label of “essential worker” reflects society’s needs but does not mean that society has compensated those workers for additional risks incurred on the job during the current pandemic. When an essential worker contracts severe acute respiratory syndrome coronavirus... View Details
      Keywords: Essential Workers; Health Pandemics; Household; Financial Condition; United States
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      McCormack, Grace, Christopher Avery, Ariella Kahn-Lang Spitzer, and Amitabh Chandra. "Economic Vulnerability of Households with Essential Workers." JAMA, the Journal of the American Medical Association 324, no. 4 (July 28, 2020): 388–390.
      • Article

      The Impact of COVID-19 on Small Business Outcomes and Expectations

      By: Alexander Bartik, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
      To explore the impact of COVID on small businesses, we conducted a survey of more than 5,800 small businesses between March 28 and April 4, 2020. Several themes emerged. First, mass layoffs and closures had already occurred—just a few weeks into the crisis. Second, the... View Details
      Keywords: COVID-19; Stimulus; CARES Act; Health Pandemics; Small Business; Surveys
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      Bartik, Alexander, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton. "The Impact of COVID-19 on Small Business Outcomes and Expectations." Proceedings of the National Academy of Sciences 117, no. 30 (July 28, 2020): 17656–66.
      • July 2020
      • Case

      Mortgage Backed Securities and the Covid-19 Pandemic

      By: Emil N. Siriwardane, Luis M. Viceira and Dean Xu
      In April 2020, global financial markets were still reeling as the COVID-19 pandemic spread rapidly across the world. Global equity markets had initially fallen by 30% in response to the pandemic, and high-yield credit markets had dropped by nearly 20%. In contrast,... View Details
      Keywords: COVID-19; Mortgage-backed Securities; Health Pandemics; Financial Markets; Assets; Resource Allocation; Financial Instruments; Decision Making
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      Siriwardane, Emil N., Luis M. Viceira, and Dean Xu. "Mortgage Backed Securities and the Covid-19 Pandemic." Harvard Business School Case 221-010, July 2020.
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