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Collaboration Between Stanford and the Department of the Treasury: Black Taxpayers Are Targeted for Audit More Than Others

According to Stanford RegLab, Black taxpayers receive IRS audit notices at least 2.9 times more frequently than non-Black taxpayers and possibly as much as 4.7 times more often. The team’s research showed that a set of internal IRS algorithms causes racial differences in audit selection. Goldin compared them to the recipe for Coca-Cola: “It’s completely secret.”

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To better understand this audit selection bias, the research team modeled the racial impact that various alternative audit selection policies might have. The result showed how the IRS could change its secret algorithm to make it less unfair to people of different races.
To better understand this audit selection bias, the research team modeled the racial impact that various alternative audit selection policies might have. The result showed how the IRS could change its secret algorithm to make it less unfair to people of different races.

By Stacy M. Brown
NNPA Newswire Senior

According to Stanford RegLab, Black taxpayers receive IRS audit notices at least 2.9 times more frequently than non-Black taxpayers and possibly as much as 4.7 times more often.

The new study included research by Daniel E. Ho, the William Benjamin Scott and Luna M. Scott Professor of Law at Stanford Law School, faculty director of the Stanford RegLab, a senior fellow at the Stanford Institute for Economic Policy Research, Hadi Elzayn, a researcher at the Stanford RegLab, Evelyn Smith, Ph.D. candidate at the University of Michigan, and Arun Ramesh, a pre-doctoral fellow at the University of Chicago; Jacob Goldin, a professor of tax law at the University of Chicago; and economists in the U.S. Department of Treasury’s Office of Tax Analysis.

The researchers concluded that the disparity “is unlikely to be intentional on the part of IRS staff.”

The team’s research showed that a set of internal IRS algorithms causes racial differences in audit selection. Goldin compared them to the recipe for Coca-Cola: “It’s completely secret.”

To better understand this audit selection bias, the research team modeled the racial impact that various alternative audit selection policies might have.

The result showed how the IRS could change its secret algorithm to make it less unfair to people of different races.

“The IRS should drill down to understand and modify its existing audit selection methods to mitigate the disparity we’ve documented,” Ho said.

“And we’ve shown they can do that without sacrificing tax revenue.”

Although there have been long-standing questions about whether the IRS uses its audit powers somewhat, Ho said it was challenging to study because tax returns are private.

The IRS’s approach to audit decisions was confidential.

That changed when, on his first day in office, President Joe Biden signed Executive Order 13985. This order requires all federal agencies to examine how their programs affect racial and ethnic equity.

To apply that order to the IRS tax return audit program, economists at the Treasury Department worked with the Stanford RegLab team to analyze more than 148 million tax returns and about 780,000 tax returns for 2014. The RegLab team used anonymous data to do the analysis.

Even with all that information, the research team found that tax returns do not ask for a person’s race or ethnicity.

So, the team adapted and improved on a state-of-the-art approach that uses first names, last names, and geography (U.S. Census block groups) to predict the probability that a person identifies as Black.

And they confirmed their racial identification results using a North Carolina sample of voter registration records. In that state, until recently, when people registered to vote, they had to check a box for race and ethnicity.

After finding that Black taxpayers were 2.9 to 4.7 times more likely to be audited than non-Black taxpayers, the team looked at why this might be the case.

They suspected that the problem lay with an IRS algorithm’s use of the Dependent Database, which flags a potential problem and generates an audit letter to the taxpayer.

That instinct proved correct in that most racial differences were found in so-called “correspondence” audits. These audits are done by mail rather than in person.

The team also found that the IRS audits people more often who claim the Earned Income Tax Credit (EITC). The EITC helps low- and moderate-income people.

But claiming the EITC only explains a small percentage of the observed racial disparity.

The largest source of disparity occurs among EITC claimants. Indeed, Black taxpayers accounted for 21% of EITC claims but were the focus of 43% of EITC audits.

The racial disparity in audit rates persists regardless of whether EITC claimants are male or female, married or unmarried, raising children, or childless.

But it is most extreme for single male taxpayers claiming dependents (7.73% for Black claimants; 3.46% for non-Black claimants) and for single male taxpayers who did not claim dependents (5.66% for Black; 2% for non-Black).

Perhaps the most striking statistic is this: A single Black man with dependents who claims the EITC is nearly 20 times as likely to be audited as a non-Black jointly filing (married) taxpayer claiming the EITC.

Although the team does not know precisely what algorithm the IRS uses to choose audits, they thought of several possible reasons for high audit rates.

First, they tried an “Oracle” approach. They used a dataset called the National Research Project (NRP).

Because each tax return in this dataset was subjected to a line-by-line audit, the amount of underreported tax liability is known.

So, the researchers looked at what would happen if the IRS selected taxpayers based on the known amount of underreported tax in the NRP dataset.

The result: The racial difference in audit selection flips.

The IRS would audit more non-Black taxpayers than Black taxpayers to catch the most underreported income tax.

The team also used the NRP dataset to train a model to predict the likelihood that a taxpayer has underreported income and the magnitude of a taxpayer’s underreporting for the entire 2014 dataset.

They found that an approach focused just on the likelihood that there’s underreporting of at least $100 would result in auditing more Black taxpayers (as was observed).

By contrast, focusing on the magnitude of underreporting (the amount of money unpaid by a taxpayer) would yield a result much closer to the oracle: More non-Black taxpayers would be audited than Black.

“The choice to focus on whether there is underreporting, as opposed to the magnitude of underreporting, is connected to broader structural sources of economic inequality and racial justice,” Smith said.

Because far more Black taxpayers have lower income, they have less opportunity to underreport substantial amounts of income, the researchers concluded.

By contrast, Smith said, “focusing audits on the amount of underreported income will disproportionately end up focusing on higher income individuals who are less likely to be Black taxpayers.”

Finally, the team wondered if the racial disparity in audits springs from IRS and congressional concerns about refundable tax credits, including the EITC and several others.

When someone claims one of these social security tax credits, they receive a refund even if they did not pay any taxes.

And some in government think it’s more important to avoid paying money to someone who claims it inappropriately than to collect all the tax dollars due from someone engaged in some other form of tax evasion.

To test the hypothesis that this approach would have a disparate impact on Black taxpayers, the team examined what would happen if the IRS focused audits specifically on the underreporting due to over-claiming of refundable tax credits (the EITC as well as two others) rather than total underreporting.

Their findings: This policy would result in Black taxpayers being audited at rates like what the team observed in the 2014 data.

Seventy percent of IRS audits happen through the mail, and 50% involve EITC claimants.

The team found that correspondence audits of EITC claimants are easy to trigger compared to labor-intensive field audits, cost very little, and require minimal effort by IRS personnel.

Unfortunately, the burden of correspondence audits on EITC claimants is more likely to fall on lower-income individuals, whose tax returns are less complex and less likely to lead to litigation, according to a recent study by the same research team.

In their new work, the team found that additional aspects of the IRS audit selection process have a racially disparate impact in the United States.

For example, even among correspondence audits of EITC claimants, the IRS devotes fewer resources to auditing EITC returns with business income.

The team concluded suggested that it’s because it would be more expensive to audit EITC returns with business income (about $385 per audit compared to $29 per audit for EITC claimants with no business income), Elzayn said.

And the team found this cost-saving measure has a disparate impact on Black taxpayers, who make up only 10% of EITC claimants reporting business income but 20% of EITC claimants who don’t report business income.

Yet even if IRS resource limits explain some of the racial disparities the team observed, they don’t explain all of them.

“Even holding fixed how many audits are devoted to EITC claimants who report business income, we still observe racial disparities,” Elzayn said.

The study’s authors have not made any formal recommendations for making the IRS audit selection algorithm more just.

Instead, they have written about the possible effects of alternative policies. This allows the IRS to reduce the racial impact of its system of choosing auditors.

These include predicting and focusing on the magnitude of taxpayers’ underreported income rather than just the likelihood of it; using IRS resources to audit more complex returns rather than focusing only on the simpler ones that are cheaper to audit; and viewing dollars as equal whether they are to be paid in refundable credits or received in taxes.

Before Biden signed the Racial Justice Executive Order that engendered this research project, the IRS needed more impetus and the ability to do that.

Now that they know the equity implications of how they select audits, Ho hopes they will tweak their confidential audit selection algorithm.

“Racial disparities in income are well known, and what the IRS chooses to focus on has big implications for whether audits complement, or undercut, a progressive tax system,” Ho said.

Advice

Financial Wellness and Mental Health: Managing Money Stress in College 

While everyone’s financial situation is unique, several common sources of stress have the potential to strain your financial health. These include financial and economic uncertainty, existing debts, unexpected expenses, and mental or physical health changes. Financial stress may differ from situation to situation, but understanding the factors contributing to yours may help you begin to craft a plan for your unique circumstances. 

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As a college student, managing financial responsibilities can be stressful.

If you’ve found yourself staying up late thinking about your finances or just feeling anxious overall about your financial future, you’re not alone. In one survey, 78% of college students who reported financial stress had negative impacts on their mental health, and 59% considered dropping out. While finances can impact overall stress, taking steps to manage your finances can support your mental, emotional and physical well-being.

When it comes to money, the sources of stress may look different for each student, but identifying the underlying causes and setting goals accordingly may help you feel more confident about your financial future.

Consider these strategies to help improve your financial wellness and reduce stress.

Understand what causes financial stress

While everyone’s financial situation is unique, several common sources of stress have the potential to strain your financial health. These include financial and economic uncertainty, existing debts, unexpected expenses, and mental or physical health changes. Financial stress may differ from situation to situation, but understanding the factors contributing to yours may help you begin to craft a plan for your unique circumstances.

2. Determine your financial priorities

Start by reflecting on your financial priorities. For students this often includes paying for school or paying off student loans, studying abroad, saving for spring break, building an emergency fund, paying down credit card debt or buying a car. Name the milestones that are most important to you, and plan accordingly.

3. Create a plan and stick to it

While setting actionable goals starts you on the journey to better financial health, it’s essential to craft a plan to follow through. Identifying and committing to a savings plan may give you a greater sense of control over your finances, which may help reduce your stress. Creating and sticking to a budget allows you to better track where your money is going so you may spend less and save more.

4. Pay down debt

Many students have some form of debt and want to make progress toward reducing their debt obligations. One option is the debt avalanche method, which focuses on paying off your debt with the highest interest rate first, then moving on to the debt with the next-highest interest rate. Another is the debt snowball method, which builds momentum by paying off your smallest debt balance, and then working your way up to the largest amounts.

5. Build your financial resilience

Some financial stress may be inevitable, but building financial resilience may allow you to overcome obstacles more easily. The more you learn about managing your money, for instance, the more prepared you’ll feel if the unexpected happens. Growing your emergency savings also may increase resilience since you’ll be more financially prepared to cover unexpected expenses or pay your living expenses.

6. Seek help and support 

Many colleges have resources to help students experiencing financial stress, like financial literacy courses or funds that provide some assistance for students in need. Talk to your admissions counselor or advisor about your concerns, and they can direct you to sources of support. Your school’s counseling center can also be a great resource for mental health assistance if you’re struggling with financial stress.

The bottom line

Financial stress can affect college students’ health and wellbeing, but it doesn’t have to derail your dreams. Setting smart financial goals and developing simple plans to achieve them may help ease your stress. Revisit and adjust your plan as needed to ensure it continues to work for you, and seek additional support on campus as needed to help keep you on track.

 JPMorgan Chase Bank, N.A. Member FDIC

© 2026 JPMorgan Chase & Co.

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Oakland Post: Week of March 11 -17, 2026

The printed Weekly Edition of the Oakland Post: Week of March 11 – 17, 2026

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Advice

Women & Wealth: Tips for Navigating Your Lifelong Financial Journey

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Sponsored by J.P. Morgan Wealth Management

We are in the midst of a seismic shift in wealth. This phenomenon, often referred to as the “Great Wealth Transfer,” describes the unprecedented movement of assets from the Baby Boomer generation to their heirs – an estimated $105 trillion by 2048. And women are poised to inherit most of this.

J.P. Morgan Wealth Management’s 2025 Investor Study found that women are not only set to receive significant wealth – they’re actively working to build it on their own. Ninety-three percent of women surveyed who are expecting an inheritance aren’t relying on it to reach their goals.

Here are a few tips for women to consider in their wealth-building journey:

Create a financial roadmap

A detailed, well thought out plan is important. J.P. Morgan’s study found that 90% of those surveyed with a plan feel confident about reaching their financial goals, compared to 49% without one.

Your plan should reflect your unique goals, priorities and circumstances. Consider your investment horizon and risk tolerance, and remember to revisit your plan regularly as life evolves.

Are you saving up for goals like buying a house, sending your kids off to college or retiring early? Where do you want to be in the next five, ten or twenty years? Everyone’s financial situation is unique, so it’s important to think about these questions and build a plan that is unique to your life.

Women tend to live longer than men on average. Many take career breaks or care for family members, which can influence long-term planning. It’s important to adjust your strategy with these factors in mind.

Where to start with investing

Don’t let misconceptions hold you back. Starting to invest doesn’t require a large sum, and beginning early can be beneficial. The earlier you start, the more time your money has to potentially grow over the years. Understand your overall financial situation, set clear goals and develop a long-term plan.

It’s important to also make sure you’re covered for unexpected expenses that come up before you start to invest. Build up a cash emergency fund, typically enough to cover three to six months of expenses, and pay down any high-interest debt.

Taking charge of your finances

The good news is that women are taking charge of their finances. J.P. Morgan’s research found that 75% of women respondents make financial decisions with their partner or take the lead themselves. For those who have a spouse or partner, it’s important for each person in the relationship to play an active role in the process.

Building wealth can be empowering for many women. The same survey found that 73% of women respondents said money gives them “security,” while 64% of Gen Z and Millennial women associated it with “freedom.”

The power of having a team

Some people find it helpful to work with a financial advisor, so you don’t have to tackle things alone. An advisor can help you craft a plan tailored to your needs and keep you on track throughout your lifelong financial journey. If you expect to receive an inheritance, you should also consult with estate planning and tax professionals.

No matter where you are on your wealth-building path, education is key. It’s so important to be an informed investor, and there are plenty of resources out there to help. You can find a library of free educational resources at chase.com/theknow.

As the landscape of wealth continues to evolve, women have a unique opportunity to shape their financial futures and those of generations to come. By staying informed and planning ahead, women have the tools to help them confidently navigate the Great Wealth Transfer and set themselves up for financial freedom.

The views, opinions, estimates and strategies expressed herein constitutes the author’s judgment based on current market conditions and are subject to change without notice, and may differ from those expressed by other areas of J.P. Morgan. This information in no way constitutes J.P. Morgan Research and should not be treated as such. You should carefully consider your needs and objectives before making any decisions. For additional guidance on how this information should be applied to your situation, you should consult your advisor.  

JPMorgan Chase & Co., its affiliates, and employees do not provide tax, legal or accounting advice. You should consult your own tax, legal and accounting advisors before engaging in any financial transaction.  

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