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Assessing credit losses in financial statement audits: A guide for auditors

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Credit losses represent a significant area of focus in financial statement audits. As economic conditions fluctuate and accounting standards evolve, auditors face increasing challenges in evaluating how organizations estimate and report credit losses, and in providing a comprehensive overview of credit loss assessment in financial statement audits. 

This article will explore the concept of credit losses, examine relevant regulatory frameworks, discuss vital challenges auditors encounter, and offer best practices for effectively auditing credit loss estimates. In addition, it will also describe key emerging trends and technologies shaping the future of credit loss auditing.

Credit losses occur when a borrower fails to repay a debt according to the initial agreement. These losses are typically reported as allowances for credit losses or loan loss provisions in financial statements. They represent the estimated amount of debt that may not be collected, reflecting the credit risk associated with a company’s financial assets.

For auditors, understanding how companies calculate and report credit losses is crucial. This process often involves complex estimates and judgments, as companies must forecast future economic conditions and borrower behavior. The shift toward more forward-looking models, such as the Current Expected Credit Loss model in the United States, has further increased the complexity of these estimates.

Auditors must evaluate whether these estimates are reasonable and supported by appropriate evidence, ensuring that financial statements accurately reflect the company’s credit risk exposure.

Regulatory framework and standards

Various standards and regulations govern the accounting for credit losses, which have undergone significant changes in recent years. In the United States, the Financial Accounting Standards Board introduced Accounting Standards Update 2016-13, which implemented the CECL model. Internationally, the International Accounting Standards Board has issued IFRS 9, which includes a similar expected credit loss model.

These standards require companies to recognize expected credit losses over the life of a financial asset rather than waiting for a loss event to occur. This forward-looking approach aims to provide financial statement users with more timely and relevant information about credit risk.

Auditors must stay current with these standards and any related interpretations or guidance issued by regulatory bodies. They must also understand how these standards apply to different types of financial assets and industries to effectively audit credit loss estimates.

Critical challenges in auditing credit losses

Auditing credit losses presents several challenges:

  • Complexity of models: Credit loss models often involve complex statistical techniques and numerous assumptions. Auditors must assess whether these models are appropriate and whether the assumptions used are reasonable.
  • Data quality and availability: The accuracy of credit loss estimates depends heavily on the quality and completeness of historical and current data. Auditors must evaluate the reliability of data sources and the processes used to collect and maintain this information.
  • Judgment and estimation uncertainty: Credit loss estimates involve significant judgment, particularly in forecasting future economic conditions. Auditors must evaluate the reasonableness of these judgments and ensure appropriate disclosure of estimation uncertainty.
  • Rapidly changing economic conditions: Economic volatility can quickly render historical data and assumptions obsolete. Auditors must consider how companies have incorporated recent economic trends and events into their estimates.
  • Internal controls: Assessing the effectiveness of internal controls over the credit loss estimation process is crucial but can be challenging due to the complexity and judgment involved.
  • Potential management bias: Given the subjective nature of credit loss estimates, there’s a risk of management bias. Auditors must remain skeptical and alert to potential manipulations of these estimates.

Best practices for auditors 

To effectively audit credit losses, auditors should consider the following best practices:

  • Develop a thorough understanding: Gain in-depth knowledge of the company’s business model, credit risk management practices and the specific credit loss estimation methodology.
  • Assess model appropriateness: Evaluate whether the credit loss model aligns with accounting standards and suits the company’s specific circumstances. When dealing with complex models, consider involving specialists.
  • Test key assumptions: Critically evaluate the reasonableness of key assumptions used in the credit loss model. This may involve comparing assumptions to industry benchmarks, historical data, and economic forecasts from reliable sources.
  • Perform sensitivity analyses: Assess how changes in key assumptions impact the credit loss estimate to understand the model’s sensitivity and identify potential areas of concern.
  • Evaluate data integrity: Test the completeness and accuracy of data used in the credit loss model. This includes both historical data and current information used to inform forward-looking estimates.
  • Review disclosures: Ensure financial statement disclosures adequately explain the credit loss estimation process, key assumptions and areas of uncertainty.
  • Assess internal controls: Thoroughly evaluate internal controls’ design and operating effectiveness over the credit loss estimation process.
  • Consider management bias: When selecting assumptions or data used in the estimation process, remain alert to potential indicators of management bias.
  • Document thoroughly: Maintain clear and comprehensive documentation of audit procedures performed, evidence obtained, and conclusions regarding credit loss estimates’ reasonableness.
  • Stay updated: Continuously monitor changes in accounting standards, regulatory guidance, and industry practices related to credit loss estimation and auditing.

Emerging trends and technologies

The field of credit loss auditing is evolving rapidly, driven by technological advancements and changing regulatory landscapes. Emerging trends include:

  • Increased use of artificial intelligence and machine learning in credit loss modeling;
  • Greater emphasis on real-time data analysis and continuous auditing techniques;
  • Enhanced data analytics tools for identifying patterns and anomalies in large datasets;
  • Growing focus on climate-related risks and their potential impact on credit losses; and,
  • Increased regulatory scrutiny of credit loss estimates, particularly during economic uncertainty.

The impact of AI on auditing credit losses

Artificial intelligence is revolutionizing how credit losses are estimated and audited. Its ability to quickly process vast amounts of data and identify complex patterns is particularly valuable in this field. 

Here are some key areas where AI is making a significant impact:

1. Enhanced pattern recognition. AI algorithms can analyze historical data to identify subtle patterns indicating increased credit risk. For example, an AI system might detect that customers who make frequent small purchases followed by large purchases are more likely to default. This pattern might need to be more nuanced for traditional analysis methods to catch.

Example: An auditor reviewing a bank’s credit loss estimates could use AI to analyze the transaction patterns of thousands of credit card holders. The AI might identify a correlation between certain spending behaviors and the likelihood of default that the bank’s model hasn’t accounted for, prompting the auditor to question the completeness of the bank’s risk assessment.

2. Improved forecasting. AI models can incorporate a broader range of variables and data sources to improve the accuracy of credit loss forecasts. This includes nontraditional data such as social media posts, online behavior, or macroeconomic indicators.

Example: When auditing a mortgage lender’s expected credit losses, an AI system could analyze not just traditional factors like credit scores and income but also incorporate data on local real estate trends, employment statistics, and even climate change projections for coastal properties. The auditor could assess whether the lender’s forecasting model is sufficiently comprehensive.

3. Real-time risk assessment. AI systems can continuously update risk assessments as new data becomes available, allowing for more dynamic credit loss estimates.

Example: An auditor reviewing a company’s accounts receivable might use an AI tool that continuously monitors customer payment behaviors, news about customer companies, and industry trends. This could help the auditor assess whether the company’s credit loss allowances are updated frequently enough to reflect current risks.

4. Anomaly detection. AI can quickly identify unusual patterns or transactions that might indicate errors in credit loss calculations or potential fraud.

Example: When auditing an extensive portfolio of loans, an AI system could flag individual loans or groups with risk characteristics that don’t align with their assigned risk ratings. This could help auditors focus on areas where the credit loss estimates might need to be more accurate.

5. Automation of routine tasks. AI can automate many routine aspects of auditing credit losses, such as data gathering, reconciliations, and basic calculations. This allows auditors to focus more on complex judgments and risk assessments.

Example: An AI system could automatically gather loan data, calculate expected loss rates based on historical performance, and compare these to the client’s estimates. The auditor could then focus on evaluating the reasonableness of any differences and assessing the qualitative factors that might justify them.

6. Enhanced scenario analysis. AI can rapidly run multiple complex economic scenarios to stress-test credit loss models, providing auditors with a more comprehensive view of potential risks.

Example: When auditing a bank’s loan loss provisions, an AI system could quickly generate and analyze hundreds of potential economic scenarios, considering factors like interest rates, unemployment and GDP growth. This could help the auditor assess whether the bank’s scenario analysis is sufficiently robust and comprehensive.

While AI offers significant benefits, it’s important to note that it also introduces new challenges for auditors. These include ensuring the reliability and appropriateness of AI models, understanding the “black box” nature of some AI algorithms, and maintaining professional skepticism when working with AI-generated insights. Auditors must develop new skills to effectively leverage AI tools while still applying their professional judgment to the audit process.

Auditors should stay informed about these trends and consider how they might impact their audit approaches and methodologies.

Final word

Auditing credit losses remains a complex and challenging task. By staying informed, applying best practices, and leveraging emerging technologies, auditors can enhance the effectiveness and efficiency of their work, ultimately contributing to the reliability and transparency of financial reporting.

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Accounting

FASB plans changes in crypto accounting

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The Financial Accounting Standards Board met this week to discuss its projects on accounting for transfers of cryptocurrency assets and enhancing the disclosures around certain digital assets, such as stablecoins.

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During Wednesday’s meeting, FASB’s board made certain tentative decisions, according to a summary posted to FASB’s website. FASB began deliberating the Accounting for transfers of crypto assets project and decided to expand the scope of its guidance in  Subtopic 350-60, Intangibles—Goodwill and Other—Crypto Assets, to address crypto assets that provide the holder with a right to receive another crypto asset. FASB decided to clarify the existing disclosure guidance by providing an example of a tabular disclosure illustrating that wrapped tokens, if they’re significant, would be disclosed separately from other significant crypto asset holdings.

At a future meeting, the board plans to consider clarifying the derecognition guidance for crypto transfer arrangements to assess whether the control of a crypto asset has been transferred.

FASB also began deliberations on the Cash equivalents—disclosure enhancement and classification of certain digital assets project and made a number of decisions.

The board decided to provide illustrative examples in Topic 230, Statement of Cash Flows, to clarify whether certain digital assets such as stablecoins can meet the definition of cash equivalents. It also decided to include the following concepts in the illustrative examples:

  1. Interpretive explanations that link to the current cash equivalents definition;
  2. The amount and composition of reserve assets; and,
  3. The nature of qualifying on-demand, contractual cash redemption rights directly with the issuer.

FASB plans to clarify that an entity should consider compliance with relevant laws and regulations when it’s creating a policy concerning which assets that satisfy the Master Glossary definition of the term “cash equivalents will be treated as cash equivalents.

“I agree with the staff suggestion to look at examples,” said FASB vice chair Hillary Salo. “From my perspective, I think that is going to help level the playing field. People have been making reasonable judgments. I agree with that. And I think that this is really going to help show those goalposts or guardrails of what types of stablecoins would be in the scope of cash equivalents, and which ones would not be in the scope of cash equivalents. I certainly appreciate that approach, and I think it has the least potential impact of unintended consequences, because I do agree with my fellow board members that we shouldn’t be changing the definition of cash equivalents, and it’s a high bar to get into the cash equivalent definition.”

“I’m definitely supportive of not changing the definition of cash equivalents,” said FASB chair Richard Jones. “I believe that’s settled GAAP in a way, and we’re not really seeing a call to change it for broader issues. I am supportive of the example-based approach. The challenge with examples, though, is everybody’s going to want their exact pattern, but that’s not what we’re doing.”

The examples will explain the rationale for how digital assets such as stablecoins do or do not qualify as cash equivalents and give a roadmap for other types of digital assets with varying fact patterns to be able to apply.

“We really don’t want to be as a board facing a situation where something was a cash equivalent and then no longer is at a later date,” said Jones. “That’s not good for anyone, so keeping it as a high bar with certain rigid criteria, I think, is fine.”

Stablecoins are supposed to be pegged to fiat currencies such as U.S. dollars and thus provide more stability to investors. “In my view, while a stablecoin may meet the accounting definition established for cash equivalents, not every one of those stablecoins in the cash equivalent classification represents the same level of risk,” said FASB member Joyce Joseph.

She noted that the capital markets recognize the distinctions and have established a Stablecoin Stability Assessment Framework to evaluate a stablecoin’s ability to maintain its peg to a fiat currency. Such assessments look at the legal and regulatory framework associated with the stablecoin, and provide investors with information that could enable them to do forward-looking assessments about the stability of the stablecoin.

“However, for an investor to consider and utilize such information for a company analysis the financial statement disclosures would need to include information about the stablecoin itself,” Joseph added. “In outreach, the staff learned that investors supported classifying certain stablecoins as cash equivalents when transparent information is available about the entities at which the reserve assets are held. Therefore, in my view, taking all of this into consideration a relevant and informative company disclosure would include providing investors with the name of the stablecoin and the amount of the stablecoin that is classified as a cash equivalent, so investors can independently assess the liquidity risks more meaningfully and more comprehensively by utilizing broader information that is available in the capital markets and its emerging information.”

Such information could include the issuer, reserves, governance and management, she noted, so investors would get a more holistic look at the risks that holding the stablecoin would entail for a given company.

The board decided to require all entities to disclose the significant classes and related amounts of cash equivalents on an annual basis for each period that a statement of financial position is presented.

Entities should apply the amendments related to the classification of certain digital assets as cash equivalents on a modified prospective basis as of the beginning of the annual reporting period in the year of adoption.

FASB decided that entities should apply the amendments related to the disclosure of the significant classes and amounts of cash equivalents on a prospective basis as of the date of the most recent statement of financial position presented in the period of adoption.

The board will allow early adoption in both interim and annual reporting periods in which financial statements have not been issued or made available for issuance.

FASB also decided to permit entities to adopt the amendments to be illustrated in the examples related to the classification of certain digital assets as cash equivalents without the need to perform a preferability assessment as described in Topic 250, Accounting Changes and Error Corrections.

The board directed the staff to draft a proposed accounting standards update to be voted on by written ballot. The proposed update will have a 90-day comment period.

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Lawmakers propose tax and IRS bills as filing season ends

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Senators introduced several pieces of tax-related legislation this week, including measures aimed at improving customer service at the Internal Revenue Service, cracking down on tax evasion and curbing the carried interest tax break, in addition to efforts in the House to repeal the Corporate Transparency Act.

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Senators Bill Cassidy, R-Louisiana, and Mark Warner, D-Virginia, teamed up on introducing a bipartisan bill, the Improving IRS Customer Service Act, which would expand information on refunds available to taxpayers online and help taxpayers with payment plans if they need it.

The bill would establish a dashboard to inform taxpayers of backlogs and wait times; expand electronic access to information and refunds; expand callback technology and online accounts; and inform individuals facing economic hardship about collection alternatives.

“Taxpayers deserve a simple, stress-free experience when dealing with the IRS,” Cassidy said in a statement Wednesday. “This bill makes the process quicker and easier for taxpayers to get the information they need.”

He also mentioned the bill during a Senate Finance Committee hearing about tax season when questioning IRS CEO Frank Bisignano. During the hearing, Cassidy secured a commitment from Bisignano that the IRS would work with Congress to implement these reforms if the legislation were signed into law.

“I’m happy to meet with the team … and do all I can to make it as good as you want it to be,” said Bisignano.

“My bill would equip the IRS with the legislative mandate to create an online dashboard so that taxpayers can monitor average call wait time and budget time accordingly,” said Cassidy. He noted that the bill would allow a callback for taxpayers that might need to wait longer than five minutes to speak to a representative, and establish a program to identify and support taxpayers struggling to make ends meet by providing information about alternative payment methods, such as installments, partial payments and offers in compromise. 

“I know people are kind of desperate and don’t know where to turn for cash, so I think this could really ease anxiety,” he added. “This legislation is bipartisan and is likely to pass this Congress.”

Cassidy and Warner introduced the Improving IRS Customer Service Act in 2024. Last year, Warner wrote to National Taxpayer Advocate Erin Collins at the IRS regarding the underperforming Taxpayer Advocate Service office in Richmond, Virginia, and advocated against any harmful personnel decisions that would negatively impact taxpayers.

“Taxpayers shouldn’t have to jump through hoops to get basic answers from the IRS — and in the last year, those challenges have only gotten worse,” Warner said in a statement. “I am glad to reintroduce this bipartisan legislation on Tax Day to ease some of this frustration by increasing clear communication and making IRS resources more readily available.”

Stop CHEATERS Act

Also on Tax Day, a group of Senate Democrats and an independent who usually caucuses with Democrats teamed up to introduce the Stop Corporations and High Earners from Avoiding Taxes and Enforce the Rules Strictly (Stop CHEATERS) Act.

Senate Finance Committee ranking member Ron Wyden, D-Oregon, joined with Senators Angus King, I-Maine, Elizabeth Warren, D-Massachusetts, Tim Kaine, D-Virginia, and Sheldon Whitehouse, D-Rhode Island. The bill would provide additional funding for the IRS to strengthen and expand tax collection services and systems and crack down on tax cheating by the wealthy.

“Wealthy tax cheats and scofflaw corporations are stealing billions and billions from the American people by refusing to pay what they legally owe, and far too many of them are getting a free pass because Republicans gutted the enforcement capacity of the IRS,” Wyden said in a statement. “A rich tax cheat who shelters mountains of cash among a web of shell companies and passthroughs is likelier to be struck by lightning than face an IRS audit, and Republicans want to keep it that way. This bill is about making sure the IRS has the resources it needs to go after wealthy tax cheats while improving customer service for the vast majority of American taxpayers who follow the law every year.”

Earlier this week. Wyden also introduced two other pieces of legislation aimed at cracking down on the use of grantor retained annuity trusts and private placement life insurance contracts to avoid or minimize taxes.

The Stop CHEATERS Act would provide the IRS with additional funding for tax enforcement focused upon high-income tax evasion, technology operations support, systems modernization, and taxpayer services like free tax-payer assistance.

“As Congress seeks ways to fund much-needed policy priorities and address our growing national debt, there is one common sense solution that should have unanimous bipartisan support: let’s enforce the tax laws already on the books,” said King in a statement. “Our legislation will make sure the IRS has the resources it needs to confront the gap between taxes owed and taxes paid – while ensuring that our tax enforcement professionals are focused on the high-income earners who account for the most tax evasion. This is a serious problem with an easy solution; let’s pass this legislation and make sure every American pays what they owe in taxes.”

Carried interest

Wyden, King and Whitehouse also teamed up on another bill Thursday to close the carried interest tax break for hedge fund managers that Democrats as well as President Trump have pledged for years to curtail. The tax break mainly benefits hedge fund managers, private equity firm partners and venture capitalists, who have lobbied heavily to defeat attempts to end the lucrative tax break. The tax break was scaled back somewhat under the Tax Cuts and Jobs Act of 2017.

Carried interest is a form of compensation received by a fund manager in exchange for investment management services, according to a summary of the bill. A carried interest entitles a fund manager to future profits of a partnership, also known as a “profits interest.” Under current law, a fund manager is generally not taxed when a profits interest is issued and only pays tax when income is realized by the partnership, often in connection with  the sale of an investment that happens years down the road. Not only does this allow a fund manager to defer paying tax, but the eventual income from the partnership almost always takes the form of capital gain income, taxed at a preferential rate of 23.8% compared to the top rate of 40.8% for wage-like income.  

Under the bill, the Ending the Carried Interest Loophole Act, fund managers would be required to recognize deemed compensation income each year and to pay annual tax on that amount, preventing them from deferring payment of taxes on wage-like income. A fund manager’s compensation income would be taxed similar to wages on an employee’s W-2, subject to ordinary income rates and self-employment taxes.   

“Our tax code is rigged to favor ultra-wealthy investors who know how to game the system to dodge paying a fair share, and there is no better example of how it works in practice than the carried interest loophole,” Wyden said in a statement. “For several decades now we’ve had a tax system that rewards the accumulation of wealth by the rich while punishing middle-class wage earners, and the effect of that system has been the strangulation of prosperity and opportunity for everybody but the ultra-wealthy. There are a lot of problems to fix to restore fairness and common sense to our tax code, and closing the carried interest loophole is a great place to start.”

Repealing Corporate Transparency Act

The House Financial Services Committee is also planning to markup a bill next Tuesday that would fully repeal the Corporate Transparency Act, which has already been significantly scaled back under the Trump administration to only require beneficial ownership information reporting by foreign companies to FinCEN, the Treasury Department’s Financial Crimes Enforcement Network. 

If enacted, the repeal would eliminate beneficial ownership reporting requirements, removing a transparency measure designed to help law enforcement and national security officials identify who is behind U.S. companies. 

“This repeal would turn the United States back into one of the easiest places in the world to set up anonymous shell companies, something Congress worked for years to fix,” said Erica Hanichak, deputy director of the FACT Coalition, in a statement. “These entities are routinely used to facilitate corruption, financial crime, and abuse. Rolling back the CTA doesn’t just weaken transparency, it signals to bad actors around the world that the U.S. is once again open for illicit business.”

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IRS struggles against nonfilers with large foreign bank accounts

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The Internal Revenue Service rarely penalizes taxpayers who have high balances in foreign bank accounts and fail to file the proper forms, according to a new report.

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The report, released Tuesday by the Treasury Inspector General for Tax Administration, examined Foreign Account Tax Compliance Act, also known as FATCA, which was included as part of a 2010 law in an effort to tax income held by U.S. citizens in foreign bank accounts by requiring financial institutions abroad to share information with the tax authorities. 

Taxpayers with specified foreign financial assets that meet a certain dollar threshold are also required to report the information to the IRS by filing Form 8938. Failure to file the form can result in penalties of up to $60,000. However, TIGTA’s previous reports have demonstrated that the IRS rarely enforces these penalties. 

The IRS created an Offshore Private Banking Campaign initiative to address tax noncompliance related to taxpayers’ failure to file Form 8938 and information reporting associated with offshore banking accounts, but it’s had limited success.

Even though the initiative identified hundreds of individual taxpayers with significant foreign bank account deposits who failed to file Forms 8938, the campaign only resulted in relatively few taxpayer examinations and a small number of nonfiling penalties. The campaign identified 405 taxpayers with significant foreign account balances who appeared to be noncompliant with their FATCA reporting requirements.

The IRS used two ways to address the 405 noncompliant taxpayers: referral for examinations and the issuance of letters to them.

  • 164 taxpayers (who had an average unreported foreign account balance of $1.3 billion) were referred for possible examination, but only 12 of the 164 were examined, with five having $39.7 million in additional tax and $80,000 in penalties assessed.
  • 241 noncompliant taxpayers (who had an average unreported account balance of $377 million) received a combination of 225 educational letters (requiring no response from the taxpayers) and 16 soft letters (requiring taxpayers to respond). None of the 241 taxpayers were assessed the initial $10,000 FATCA nonfiling penalty.

“While taxpayers can hold offshore banking accounts for a number of legitimate reasons, some taxpayers have also used them to hide income and evade taxes,” said the report. 

Significant assets and income are factors considered by the IRS when assessing whether taxpayers intentionally evaded their tax responsibilities, the report noted. Given the large size of the average unreported foreign account balances, these taxpayers probably have higher levels of sophistication and an awareness of their obligation to comply with the law. 

TIGTA believes the IRS needs to establish specific performance measures to determine the effectiveness of the FATCA program. “If the IRS does not plan to enforce the FATCA provisions even where obvious noncompliance is identified, it should at least quantify the enforcement impact of its efforts,” said the report. “This will ensure that IRS decision makers have the information they need to determine if the FATCA program is worth the investment and improves taxpayer compliance. 

TIGTA made three recommendations in the report, including revising Campaign 896 processes to include assessing FATCA failure to file penalties; assessing the viability of using Form 1099 data to identify Form 8938 nonfilers; and implementing additional performance measures to give decision makers comprehensive information about the effectiveness of the FATCA program. The IRS disagreed with two of TIGTA’s recommendations and partially agreed with the remaining recommendation. IRS officials didn’t agree to assess penalties in Campaign 896 or with implementing performance measures to assess the effectiveness of the FATCA program. 

“From our perspective, TIGTA’s conclusions regarding IRS Campaign 896 are based, in part, on a misguided premise and overgeneralizations, including the treatment of ‘potential noncompliance’ as tantamount to ‘egregious noncompliance’ that warrants a monetary penalty without contemplating the variety of justifications that may exempt a taxpayer from having to file Form 8938,” wrote Mabeline Baldwin, acting commissioner of the IRS’s Large Business and International Division, in response to the report. 

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