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- June 2023
- Case
Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs
By: Jonas Heese, Jung Koo Kang and James Weber
The case examines the accounting for loan losses at a large bank, how a bank sets its Allowance for Loan and Lease Losses (ALLL) on its financial statements. ALLL, and the rules that set them, determine when banks would and would not extend loans, which significantly... View Details
Keywords: Accounting Standards; Accrual Accounting; Financial Statements; Financial Reporting; Banks and Banking; Financing and Loans; Banking Industry; United States
Heese, Jonas, Jung Koo Kang, and James Weber. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Case 123-042, June 2023.
- April 2012
- Article
The Predictive Value of Accruals and Consequences for Market Anomalies
By: Francois Brochet, Seunghan Nam and Joshua Ronen
We revisit the role of the cash and accrual components of accounting earnings in predicting future cash flows using out-of-sample predictions and market value of equity as a proxy for all future cash flows. We find that, on average, accruals improve upon current cash... View Details
Keywords: Forecasting and Prediction; Investment Return; Value; Equity; Markets; Cash Flow; Information Management; Accrual Accounting; Earnings Management; Corporate Governance; Stocks
Brochet, Francois, Seunghan Nam, and Joshua Ronen. "The Predictive Value of Accruals and Consequences for Market Anomalies." Journal of Accounting, Auditing & Finance 27, no. 2 (April 2012).
- 12 May 2008
- Research & Ideas
Accounting Information as Political Currency
companies otherwise understate their earnings? A: Accrual accounting gives managers some flexibility to make estimates about the future. These estimates are usually verifiable by auditors, and on average,... View Details
Keywords: by Martha Lagace
- May 2010
- Article
Elections and Discretionary Accruals: Evidence from 2004
By: Karthik Ramanna and Sugata Roychowdhury
We examine the accrual choices of outsourcing firms with links to U.S. congressional candidates during the 2004 elections, when corporate outsourcing was a major campaign issue. We find that politically connected firms with more extensive outsourcing activities have... View Details
Keywords: Political Economy; Accounting Information; Accruals Management; Campaign Contributions; Discretionary Accruals; Election Outcomes; Political Currency; Political Process; Social Issues; Political Elections; Job Cuts and Outsourcing; Motivation and Incentives; Earnings Management; Welfare; United States
Ramanna, Karthik, and Sugata Roychowdhury. "Elections and Discretionary Accruals: Evidence from 2004." Journal of Accounting Research 48, no. 2 (May 2010): 445–475. (Solicited for presentation at the 2009 Journal of Accounting Research Conference.)
- August 1997
- Background Note
Accounting for Manufacturing Companies
By: Srikant M. Datar
The accounting for a manufacturing company is examined, including the flow of costs from raw materials to work in process to finished goods and the distribution between an inventoriable or product cost and a noninventoriable or period cost. View Details
Keywords: Cost Accounting; Product; Cost; Distribution; Accrual Accounting; Accounting; Manufacturing Industry
Datar, Srikant M. "Accounting for Manufacturing Companies." Harvard Business School Background Note 198-019, August 1997.
- 2020
- Working Paper
Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective
We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
- Web
Financial Accounting Online Course | HBS Online
principles and recognize the impact of judgment and bias on financial statements and accounting practices. Highlights Deferrals Inventory Mahindra: Loan Process Show Hide Details Concepts Accruals and... View Details
- June 2016
- Supplement
Supply Chain Finance at Procter & Gamble Spreadsheet Supplement
By: Benjamin C. Esty, Scott Mayfield and David Lane
In April 2013, Procter & Gamble (P&G), the world’s largest consumer packaged goods (CPG) company, announced that it would extend its payment terms to suppliers by 30 days. At the same time, P&G announced a new supply chain financing (SCF) program giving suppliers the... View Details
Keywords: Working Capital; Supply Chain Finance; Corporate Treasury; Consumer Packaged Goods; Value Creation; Supply Chain; Supplier Relationships; Banking; Liquidity; Accounts Payable; Accrual Accounting; Financial Reporting; Cash Flow; Cost Management; Banks and Banking; Financial Strategy; Multinational Firms and Management; Supply Chain Management; United States; Brazil
- June 2015 (Revised January 2017)
- Case
Greece's Debt: Sustainable?
By: George Serafeim
The case "Greece's Debt: Sustainable?" describes the Greek economic crisis, bailout from the European Union and the International Monetary Fund (IMF), and the debt restructuring that followed. Because of a lack of trust in Greece's ability to repay its debt, two... View Details
Keywords: Debt Crisis; Accounting; Debt Sustainability; Austerity; Solvency Opinions; Borrowing and Debt; Restructuring; Valuation; Accrual Accounting; Fair Value Accounting; Economy; Greece
Serafeim, George. "Greece's Debt: Sustainable?" Harvard Business School Case 115-063, June 2015. (Revised January 2017.)
- 2017
- Working Paper
Economic Uncertainty and Earnings Management
By: Luke C.D. Stein and Charles C.Y. Wang
In the presence of managerial short-termism and asymmetric information about skill and effort provision, firms may opportunistically shift earnings from uncertain to more certain times. We document empirically that when financial markets are less certain about a firm's... View Details
Keywords: Discretionary Accruals; Uncertainty; Implied Volatility; Earnings Response Coefficient; Risk and Uncertainty; Earnings Management; Financial Markets
Stein, Luke C.D., and Charles C.Y. Wang. "Economic Uncertainty and Earnings Management." Harvard Business School Working Paper, No. 16-103, March 2016. (Revised April 2017.)
- February 2013
- Case
Diamond Foods, Inc.
By: Suraj Srinivasan and Tim Gray
The Diamonds Foods, Inc. case describes the major accounting blow up at the company in late 2011 that was triggered by a report by Off Wall Street, a prominent short selling research firm. Diamond Foods, a high flying growth company in 2011, grew from a walnut farmers'... View Details
Keywords: Accounting Restatements; Accounting Scandal; Accounting; Financial Analysis; Financial Statement Analysis; Short Selling; Revenue Recognition; Board Of Directors; Audit Committees; Auditing; Financial Reporting; Financial Statements; Agribusiness; Accrual Accounting; Earnings Management; Corporate Accountability; Corporate Disclosure; Corporate Governance; Valuation; Revenue; Agriculture and Agribusiness Industry; California; Cambridge
Srinivasan, Suraj, and Tim Gray. "Diamond Foods, Inc." Harvard Business School Case 113-055, February 2013.
- March 2013
- Case
NovaStar Financial: A Short Seller's Battle
By: Suraj Srinivasan and Amy Kaser
The NovaStar case describes the challenges faced by short seller Marc Cohodes of hedge fund Rocker Partners as he tried to expose what he thought was widespread fraud in mortgage lender NovaStar Financial. The case is set in the time period from 2001 to 2007 and tracks... View Details
Keywords: Short Selling; Financial Accounting; Financial Analysis; Financial Analysts; Valuation; Business Analysis; Financial Statement Analysis; Financial Statements; Securitization; Securities Analysis; Fraud; Accounting Quality; Accounting Red Flags; Accounting Restatements; Hedge Fund; Hedge Funds; Accounting Scandal; Accounting Fraud; Financial Crisis; Financial Intermediaries; Financial Firms; Corporate Accountability; Subprime Lending; Mortgage Lending; Accounting; Accrual Accounting; Fair Value Accounting; Governance; Governance Compliance; Corporate Governance; Governance Controls; Financial Services Industry; United States; California
Srinivasan, Suraj, and Amy Kaser. "NovaStar Financial: A Short Seller's Battle." Harvard Business School Case 113-120, March 2013.
- May 2001 (Revised February 2007)
- Background Note
Statement of Cash Flows, The
By: David F. Hawkins and Jacob Cohen
Discusses the components of the statement of cash flow and its direct and indirect format of presentation. Also briefly explains the difference between cash and accrual accounting and provides examples of Standard Microsystems Corp. and Intel Corp. View Details
Hawkins, David F., and Jacob Cohen. "Statement of Cash Flows, The." Harvard Business School Background Note 101-107, May 2001. (Revised February 2007.)
- September 1992 (Revised April 1993)
- Background Note
Recognizing Revenues and Expenses: When Is Income Earned?
By: William J. Bruns Jr.
An introduction to the accrual concept used in accounting and its importance to revenue recognition and the matching concept. To be used in conjunction with inventory valuation cases where delivery may not constitute a sale and revenue. View Details
Bruns, William J., Jr. "Recognizing Revenues and Expenses: When Is Income Earned?" Harvard Business School Background Note 193-047, September 1992. (Revised April 1993.)
- 18 Jun 2009
- Working Paper Summaries
Elections and Discretionary Accruals: Evidence from 2004
Keywords: by Karthik Ramanna & Sugata Roychowdhury
- May 1990 (Revised September 1994)
- Background Note
Note on Financial Reporting Strategy and Analysis When Managers Have Proprietary Information
Provides a framework that helps explain these real-world observations about accounting and financial statement analysis. When managers have superior information on firms' strategies, and when investors suspect that managers have incentives not to fully disclose this... View Details
Palepu, Krishna G. "Note on Financial Reporting Strategy and Analysis When Managers Have Proprietary Information." Harvard Business School Background Note 190-188, May 1990. (Revised September 1994.)
- 2018
- Article
The Role of Overbilling in Hospitals' Earnings Management Decisions
By: Jonas Heese
This paper examines the role of overbilling in hospitals’ earnings management choices. Overbilling by hospitals is a form of revenue manipulation that involves misclassifying a patient into a diagnosis-related group that yields higher reimbursement. As overbilling... View Details
Keywords: Overbilling; Accrual-based Earnings Management; Real Activities Manipulation; For-profit Hospitals; Earnings Management; Health Industry
Heese, Jonas. "The Role of Overbilling in Hospitals' Earnings Management Decisions." European Accounting Review 27, no. 5 (2018).
- August 2009 (Revised June 2011)
- Case
Kansas City Zephyrs Baseball Club, Inc. 2006
This case centers around a dispute between the owners and the players regarding the profitability of professional baseball teams in connection with the negotiations for a new collective bargaining agreement. The case describes the financial statements of the baseball... View Details
Keywords: Accrual Accounting; Financial Statements; Profit; Labor Unions; Measurement and Metrics; Agreements and Arrangements; Performance; Sports Industry; United States
Palepu, Krishna G. "Kansas City Zephyrs Baseball Club, Inc. 2006." Harvard Business School Case 110-022, August 2009. (Revised June 2011.)
- November 2023
- Article
When Executives Pledge Integrity: The Effect of the Accountant's Oath on Firms' Financial Reporting
By: Jonas Heese, Gerardo Pérez Cavazos and Caspar David Peter
We study the effect of executives’ pledges of integrity on firms’ financial reporting outcomes by exploiting a 2016 regulation that requires holders of Dutch professional accounting degrees to pledge an integrity oath. We identify chief executive officers (CEOs) and... View Details
Heese, Jonas, Gerardo Pérez Cavazos, and Caspar David Peter. "When Executives Pledge Integrity: The Effect of the Accountant's Oath on Firms' Financial Reporting." Accounting Review 98, no. 7 (November 2023): 261–288.
- July 2000
- Case
Aerospace Technologies, Inc.
By: Paul M. Healy and Jacob Cohen
Ben Galil's privately held engineering consulting firm represents aerospace products manufacturers in Israeli government biddings. The company incurs expenses for years before getting paid. This case deals with the alternative methods for booking revenues and expenses... View Details
Keywords: Accrual Accounting; Accounting; Revenue; Cost; Business or Company Management; Profit; Engineering; Bids and Bidding; Government and Politics; Private Ownership; Consulting Industry; Israel
Healy, Paul M., and Jacob Cohen. "Aerospace Technologies, Inc." Harvard Business School Case 101-003, July 2000.