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      • Article

      Core Earnings: New Data and Evidence

      By: Ethan Rouen, Eric C. So and Charles C.Y. Wang
      Using a novel dataset, we show that components of firms' GAAP earnings stemming from ancillary business activities or transitory shocks are significant in frequency and magnitude. These components have grown over time and are dispersed across various sections of the...  View Details
      Keywords: Core Earnings; Transitory Earnings; Non-operating Earnings; Quantitative Disclosures; Equity Valuation; Big Data; Business Earnings; Financial Reporting; Valuation; Analytics and Data Science
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      Rouen, Ethan, Eric C. So, and Charles C.Y. Wang. "Core Earnings: New Data and Evidence." Journal of Financial Economics 142, no. 3 (December 2021): 1068–1091.
      • June 2021 (Revised February 2023)
      • Case

      MicroStrategy: Accounting for Cryptocurrency

      By: Jonas Heese and Annelena Lobb
      On February 15, 2021, Alina Moss, an analyst who covered the technology company MicroStrategy, pondered a rise in MicroStrategy’s share price. Moss had dialed into the company earnings call. When it ended, Moss had more questions than answers. MicroStrategy had...  View Details
      Keywords: Cryptocurrency; Share Price; Electronic Commerce; Intangible Assets; Assets; Accounting; Financial Statements; Financial Management; Financial Reporting; Analytics and Data Science; E-commerce
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      Heese, Jonas, and Annelena Lobb. "MicroStrategy: Accounting for Cryptocurrency." Harvard Business School Case 121-066, June 2021. (Revised February 2023.)
      • March 2021 (Revised April 2021)
      • Case

      Wirecard: The Downfall of a German Fintech Star

      By: Jonas Heese, Charles C.Y. Wang and Tonia Labruyere
      Wirecard was a German fintech company, member of the DAX30, that provided payment processing and related services. Wirecard had enjoyed large growth rates over the years and most investors and analysts were enthusiastic about the company's prospects. Wirecard's...  View Details
      Keywords: Accounting Fraud; Scandal; Accounting Audits; Accounting; Financial Reporting; Financial Institutions; Financial Markets; Corporate Governance; Governance Compliance; Corporate Accountability; Governance Controls; Financial Services Industry; Germany; Singapore; Dubai
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      Heese, Jonas, Charles C.Y. Wang, and Tonia Labruyere. "Wirecard: The Downfall of a German Fintech Star." Harvard Business School Case 121-058, March 2021. (Revised April 2021.)
      • June 2020 (Revised October 2020)
      • Case

      Muddy Waters vs. eHealth: The Debate of a 'Lifetime'

      By: Jonas Heese and Cristo Liautaud
      In May 2020, an analyst was assessing eHealth’s performance. eHealth was an online / tele-sales broker of health insurance products. The stock had recently hit all-time highs, closing at a peak of $146 on March 4, 2020. But now, May 4, 2020, eHealth traded at $103. The...  View Details
      Keywords: Revenue Recognition; Health; Insurance; Online Technology; Insurance Industry
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      Heese, Jonas, and Cristo Liautaud. "Muddy Waters vs. eHealth: The Debate of a 'Lifetime'." Harvard Business School Case 120-114, June 2020. (Revised October 2020.)
      • 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.)
      • 2020
      • Working Paper

      Reinventing Retail: The Novel Resurgence of Independent Bookstores

      By: Ryan Raffaelli
      This study examines how community-based brick-and-mortar retailers can achieve sustained market growth in the face of online and big box retail competition. The appearance of Amazon.com in 1995 led to a significant decline in the number of independent bookstores in the...  View Details
      Keywords: Bookstores; Competitive Strategy; Business and Community Relations; Customization and Personalization; Growth and Development; Retail Industry; United States
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      Raffaelli, Ryan. "Reinventing Retail: The Novel Resurgence of Independent Bookstores." Harvard Business School Working Paper, No. 20-068, January 2020.
      • October 2019
      • Case

      Impax Laboratories: Executing Accretive Acquisitions (A)

      By: Benjamin C. Esty and Daniel Fisher
      Impax Laboratories was a technology-based pharmaceutical company that used a “dual platform” strategy to sell both generic and branded treatments. While Impax had grown organically for most of its history, it was beginning to use major acquisitions for growth. In the...  View Details
      Keywords: Financial Reporting; Financial Statements; Mergers and Acquisitions; Capital Structure; Competition; Competitive Advantage; Corporate Strategy; Pharmaceutical Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "Impax Laboratories: Executing Accretive Acquisitions (A)." Harvard Business School Case 220-030, October 2019.
      • October 2019
      • Supplement

      Impax Laboratories: Executing Accretive Transactions (A)

      By: Benjamin C. Esty and Daniel Fisher
      Impax Laboratories was a technology-based pharmaceutical company that used a “dual platform” strategy to sell both generic and branded treatments. While Impax had grown organically for most of its history, it was beginning to use major acquisitions for growth. In the...  View Details
      Keywords: Financial Reporting; Financial Statements; Mergers and Acquisitions; Capital Structure; Financial Strategy; Competition; Competitive Advantage; Corporate Strategy; Pharmaceutical Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "Impax Laboratories: Executing Accretive Transactions (A)." Harvard Business School Spreadsheet Supplement 220-710, October 2019.
      • Article

      Four Things No One Will Tell You About ESG Data

      By: Sakis Kotsantonis and George Serafeim
      As the ESG finance field and the use of ESG data in investment decision-making continue to grow, the authors seek to shed light on several important aspects of ESG measurement and data. This article is intended to provide a useful guide for the rapidly rising number of...  View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Reporting; Data Analytics; Sustainability; Sustainability Reporting; CSR; Transparency; Investment Management; Socially Responsible Investing; Sustainable Finance; Sustainable Development; Inclusion; Inclusive Growth; Corporate Social Responsibility and Impact; Corporate Accountability; Investment; Management; Climate Change; Corporate Governance; Diversity; Integrated Corporate Reporting
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      Kotsantonis, Sakis, and George Serafeim. "Four Things No One Will Tell You About ESG Data." Journal of Applied Corporate Finance 31, no. 2 (Spring 2019): 50–58.
      • October 2018 (Revised September 2022)
      • Case

      Stock-Based Compensation at Twitter

      By: Jonas Heese, Zeya Yang and Mike Young
      Olivia Nash, an analyst at leading hedge fund BlueShark Capital Management, had just finished listening to the hour-long earnings call for Twitter’s Q4 2017 results. Was Twitter doing well? That depended on which numbers she chose to believe. According to Generally...  View Details
      Keywords: Twitter; Non-GAAP Disclosure; Stock-based Compensation; Earnings Management; Corporate Disclosure; Compensation and Benefits; Stocks; Measurement and Metrics
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      Heese, Jonas, Zeya Yang, and Mike Young. "Stock-Based Compensation at Twitter." Harvard Business School Case 119-032, October 2018. (Revised September 2022.)
      • February 2018 (Revised June 2021)
      • Case

      New Constructs: Disrupting Fundamental Analysis with Robo-Analysts

      By: Charles C.Y. Wang and Kyle Thomas
      This case highlights the business challenges associated with a financial technology firm, New Constructs, that created a technology that can quickly parse complicated public firm financials to paint a clearer economic picture of firms, remove accounting distortions,...  View Details
      Keywords: Fundamental Analysis; Machine Learning; Robo-analysts; Financial Statements; Financial Reporting; Analysis; Information Technology; Accounting Industry; Financial Services Industry; Information Technology Industry; North America; Tennessee
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      Wang, Charles C.Y., and Kyle Thomas. "New Constructs: Disrupting Fundamental Analysis with Robo-Analysts." Harvard Business School Case 118-068, February 2018. (Revised June 2021.)
      • June 2017
      • Case

      AT&T Versus Verizon: A Financial Comparison

      By: V.G. Narayanan and Joel L. Heilprin
      This case asks students to prepare a report comparing the financial and operating performance of AT&T and Verizon. Taking the perspective of a communications industry analyst, they must also consider the differences between and implications of the companies' business...  View Details
      Keywords: Financial Statements; Operations; Analysis; Business Model; Accounting; Performance Effectiveness; Telecommunications Industry
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      Narayanan, V.G., and Joel L. Heilprin. "AT&T Versus Verizon: A Financial Comparison." Harvard Business School Brief Case 917-543, June 2017.
      • Article

      Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports

      By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
      We examine changes in the scope of the sell-side analyst industry and whether these changes impact information dissemination and the quality of analysts’ reports. Our findings suggest that changes in the number of analysts covering an industry impact analyst...  View Details
      Keywords: Analyst Industry; Sell-side Analysts; Analyst Reports; Finance; Analysis; Information; Reports; Quality; Financial Services Industry
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      Merkley, Kenneth, Roni Michaely, and Joseph Pacelli. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports." Journal of Finance 72, no. 3 (June 2017): 1285–1334.
      • December 2016 (Revised January 2017)
      • Supplement

      Accounting for the iPhone Upgrade Program (B)

      By: Jonas Heese, Krishna G. Palepu, H. David Sherman and Monica Baraldi
      In October 2016, Apple Inc. announced the financial results for its fiscal year 2016. CEO Tim Cook commented on a very successful fiscal year 2016 and focused on all the positive financial results. However, Apple’s 2016 annual report was also telling another story....  View Details
      Keywords: Apple Inc.; iPhone 6s; Accounting; Revenue Recognition; California; United States
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      Heese, Jonas, Krishna G. Palepu, H. David Sherman, and Monica Baraldi. "Accounting for the iPhone Upgrade Program (B)." Harvard Business School Supplement 117-039, December 2016. (Revised January 2017.)
      • August 2016
      • Article

      The Activities of Buy-Side Analysts and the Determinants of Their Stock Recommendations

      By: Lawrence D. Brown, Andrew C. Call, Michael B. Clement and Nathan Y. Sharp
      We survey 344 buy-side analysts from 181 investment firms and conduct 16 detailed follow-up interviews to gain insights into the activities of buy-side analysts, including the determinants of their compensation, the inputs to their stock recommendations, their beliefs...  View Details
      Keywords: Analysis; Human Capital; Compensation and Benefits; Stocks; Financial Services Industry
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      Brown, Lawrence D., Andrew C. Call, Michael B. Clement, and Nathan Y. Sharp. "The Activities of Buy-Side Analysts and the Determinants of Their Stock Recommendations." Journal of Accounting & Economics 62, no. 1 (August 2016): 139–156.
      • July 2016 (Revised February 2018)
      • Case

      Alphabet Eyes New Frontiers

      By: Juan Alcacer, Raffaella Sadun, Olivia Hull and Kerry Herman
      In October 2015, Google restructured into Alphabet, a holding company, which analysts said would facilitate innovation among its diverse subsidiaries. But when news reports surfaced revealing struggles within Alphabet companies including Nest, the smart thermostat...  View Details
      Keywords: Innovation; Conglomerates; Corporate Restructuring; Google; Corporate Strategy; Corporate Entrepreneurship; Innovation Strategy; Business and Stakeholder Relations; Research and Development; Diversification; Financial Reporting; Talent and Talent Management; Technology Industry; Computer Industry; California; United States
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      Alcacer, Juan, Raffaella Sadun, Olivia Hull, and Kerry Herman. "Alphabet Eyes New Frontiers." Harvard Business School Case 717-418, July 2016. (Revised February 2018.)
      • 2015
      • Working Paper

      Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst...  View Details
      Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry." Working Paper, 2015.
      • January 2014 (Revised January 2014)
      • Case

      Showdown at Cracker Barrel

      By: Suraj Srinivasan and Tim Gray
      In the fall of 2011, activist investor, Sardar Biglari, has acquired nearly 10% ownership in the Cracker Barrel restaurant chain. He believes that the board and senior management have failed and the company has underperformed relative to its peers. When he is denied a...  View Details
      Keywords: Boards; Activist Investors; Proxy Battles; Shareholder Activism; Peer Firm; Ratio Analysis; Financial Accounting; Financial Analysis; Board Of Directors; Boards Of Directors; Financial Intermediaries; Financial Analysts; CEO Turnover; New CEO; Peer Groups; Hedge Fund; Hedge Funds; Proxy Contest; Proxy Fight; Proxy Advisor; Proxy Battle; Financial Statement Analysis; Financial Strategy; Corporate Governance; Corporate Disclosure; Governing and Advisory Boards; Competition; Valuation; Business Strategy; Value Creation; Business and Shareholder Relations; Financial Reporting; Financial Statements; Retail Industry; Food and Beverage Industry; United States
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      Srinivasan, Suraj, and Tim Gray. "Showdown at Cracker Barrel." Harvard Business School Case 114-026, January 2014. (Revised January 2014.)
      • Summer 2013
      • Article

      A Tale of Two Stories: Sustainability and the Quarterly Earnings Call

      By: Robert G. Eccles and George Serafeim
      One of the challenges companies claim to face in making sustainability a core part of their strategy and operations is that the market does not care about sustainability, either in general or because the time frames in which it matters are too long. The response of...  View Details
      Keywords: Sustainability; Communication; Integrated Corporate Reporting; Investment; Environmental Sustainability
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      Eccles, Robert G., and George Serafeim. "A Tale of Two Stories: Sustainability and the Quarterly Earnings Call." Journal of Applied Corporate Finance 25, no. 3 (Summer 2013): 66–77.
      • January 2013 (Revised August 2013)
      • Case

      First Solar: CFRA's Accounting Quality Concerns

      By: Suraj Srinivasan and Ian McKown Cornell
      The case relates to accounting quality analysis conducted by the leading research firm Center for Financial Research and Analysis (CFRA) on companies in the solar industry with a focus on First Solar Inc. In 2009, CFRA was concerned that First Solar, like much of the...  View Details
      Keywords: Accounting; Accounting Quality; Financial Accounting; Financial Statement Analysis; Accounting Fraud; Accounting Red Flags; Accounting Scandal; Risk and Uncertainty; Quality; Earnings Management; Valuation; Crime and Corruption; Financial Statements; Energy Sources; Green Technology Industry; Accounting Industry; Energy Industry
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      Srinivasan, Suraj, and Ian McKown Cornell. "First Solar: CFRA's Accounting Quality Concerns." Harvard Business School Case 113-044, January 2013. (Revised August 2013.)
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