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- 2024
- Working Paper
Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions
By: Caleb Kwon, Ananth Raman and Jorge Tamayo
We investigate whether corporate officers should grant managers discretion to override AI-driven demand forecasts and labor scheduling tools. Analyzing five years of administrative data from a large grocery retailer using such an AI tool, encompassing over 500 stores,... View Details
Keywords: AI and Machine Learning; Forecasting and Prediction; Working Conditions; Performance Productivity
Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, April 2024.
- 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 2023 (Revised October 2024)
- Case
Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup
By: Paul M. Healy and Jung Koo Kang
The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details
Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States
Healy, Paul M., and Jung Koo Kang. "Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup." Harvard Business School Case 124-015, July 2023. (Revised October 2024.)
- 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).
- 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
- May 2016 (Revised May 2017)
- Case
Supply Chain Finance at Procter & Gamble
By: Benjamin C. Esty, E. 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; Supply Chain; Supplier Relationships; Banking; Liquidity; Accounts Payable; Financial Reporting; Cash Flow; Cost Management; Banks and Banking; Financial Strategy; Multinational Firms and Management; Supply Chain Management; Accrual Accounting; Value Creation; Consumer Products Industry; Forest Products Industry; United States; Brazil
Esty, Benjamin C., E. Scott Mayfield, and David Lane. "Supply Chain Finance at Procter & Gamble." Harvard Business School Case 216-039, May 2016. (Revised May 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.
- August 2010 (Revised December 2010)
- Supplement
Urban Water Partners (A) (CW)
By: Karthik Ramanna and George Serafeim
The case explores a new venture to bring clean water to Tanzanians who otherwise cannot access or afford it. Management has enough money to get their company through August 2010, but needs more capital. An HBS alum is interested in investing in the company;... View Details
- August 2010 (Revised January 2013)
- Case
Urban Water Partners (A)
By: Karthik Ramanna, George Serafeim and Aldo Sesia
The case explores a new business venture to bring clean water to residents of Dar es Salaam, Tanzania, who otherwise cannot afford it. Management has enough money to get the company through August 2010 but needs more capital thereafter. An HBS alumnus is interested in... View Details
Keywords: Accrual Accounting; Financial Statements; Business Startups; Social Entrepreneurship; Investment; Performance Evaluation; Dar es Salaam; Massachusetts
Ramanna, Karthik, George Serafeim, and Aldo Sesia. "Urban Water Partners (A)." Harvard Business School Case 111-016, August 2010. (Revised January 2013.)
- August 2010 (Revised January 2013)
- Supplement
Urban Water Partners (B)
By: Karthik Ramanna, George Serafeim and Aldo Sesia
The case explores a new business venture to bring clean water to residents of Dar es Salaam, Tanzania, who otherwise cannot afford it. Management has enough money to get their company through August 2010, but needs more capital thereafter. An HBS alumnus is interested... View Details
Keywords: Human Needs; Accrual Accounting; Financial Statements; Health Industry; Utilities Industry; Dar es Salaam
Ramanna, Karthik, George Serafeim, and Aldo Sesia. "Urban Water Partners (B)." Harvard Business School Supplement 111-029, August 2010. (Revised January 2013.)
- May 2008
- Article
Real and Accrual-Based Earnings Management in the Pre- and Post-Sarbanes Oxley Periods
By: Daniel Cohen, Aiyesha Dey and Thomas Lys
We document that accrual‐based earnings management increased steadily from 1987 until the passage of the Sarbanes‐Oxley Act (SOX) in 2002, followed by a significant decline after the passage of SOX. Conversely, the level of real earnings management activities declined... View Details
Cohen, Daniel, Aiyesha Dey, and Thomas Lys. "Real and Accrual-Based Earnings Management in the Pre- and Post-Sarbanes Oxley Periods." Accounting Review 83, no. 3 (May 2008): 757–787.
- July 2002 (Revised April 2003)
- Case
Computer Associates International, Inc.: Governance and Investor Communication Challenge
By: Paul M. Healy and Krishna G. Palepu
Sanjay Kumar, the CEO of Computer Associates, faces investor communication challenges following the company's implementation of a new business model and the accompanying change method used to recognize revenue. Despite management's confidence that the new business... View Details
Keywords: Business Earnings; Earnings Management; Stock Shares; Problems and Challenges; Communication Strategy; Accrual Accounting; Business Model; Budgets and Budgeting; Corporate Governance; Revenue; Computer Industry; Information Technology Industry
Healy, Paul M., and Krishna G. Palepu. "Computer Associates International, Inc.: Governance and Investor Communication Challenge." Harvard Business School Case 103-007, July 2002. (Revised April 2003.)
- 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.
- November 1999 (Revised July 2003)
- Case
Pre-Paid Legal Services, Inc.
By: Paul M. Healy and Jacob Cohen
Pre-Paid Legal Services' business model reveals two key issues--managing the sales force and sales growth and managing claims. Students analyze the economics of the business and consider how to measure firm performance, how to evaluate and reward the sales force, and... View Details
Keywords: Financial Management; Financial Strategy; Salesforce Management; Marketing Strategy; Accrual Accounting; Business Cycles; Forecasting and Prediction; Insurance; Business Growth and Maturation; Insurance Industry
Healy, Paul M., and Jacob Cohen. "Pre-Paid Legal Services, Inc." Harvard Business School Case 100-037, November 1999. (Revised July 2003.)
- November 1999
- Background Note
Recognizing Revenues and Expenses: Realized and Earned
By: Robert S. Kaplan
Describes a key concept in financial accounting: choosing an appropriate revenue recognition point. The accrual process requires revenue recognition and expense matching for reporting on the value creation process of companies. Describes the two key criteria for... View Details
Keywords: Accounting Audits; Accrual Accounting; Cost Accounting; Budgets and Budgeting; Revenue; Profit; Cost Management; Value Creation; Competitive Strategy; Financial Statements; Accounting Industry
Kaplan, Robert S. "Recognizing Revenues and Expenses: Realized and Earned." Harvard Business School Background Note 100-050, November 1999.
- 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.)