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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.

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Activism

Up to the Job: How San Francisco’s PRC Is Providing Work Opportunities That Turn Into Lasting Stability

Each year, PRC serves more than 5,000 clients through a wide range of programs. These include housing navigation, legal advocacy to ensure access to health and public benefits, supportive housing, job and life-skills training, and residential treatment programs. 

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Black Leadership Council (BLC) Advocacy Day in Sacramento. BLC works to advance meaningful change through policy engagement to unlock the full potential of Black and low-income communities. Photo courtesy of PRC.
Black Leadership Council (BLC) Advocacy Day in Sacramento. BLC works to advance meaningful change through policy engagement to unlock the full potential of Black and low-income communities. Photo courtesy of PRC.

By Joe Kocurek, California Black Media

Seville Christian arrived in San Francisco in the 1990s from Kansas City, Mo., a transgender woman coming from a time and place still hostile to who she was.

San Francisco offered a deeper LGBTQ+ history and a more visible community of people like her, but even in a city known for acceptance, building a stable life from scratch was no small task.

After arriving in the city, she turned to Positive Resource Center (PRC) looking for work — and for a foothold — in a new place.

“PRC gave me my first job,” Christian said. “A simple gig — passing out magazines at the San Francisco Pride Parade.”

That first opportunity marked the beginning of a decades-long relationship with PRC, one that has seen Christian grow from client to valued employee, and eventually to policy fellow.

“Today, I’ve been with PRC for 27 years, going on 28,” she said.

Seville Christian’s decades-long relationship with PRC includes as a client, fellow and beloved employee. Photo courtesy of PRC.

Seville Christian’s decades-long relationship with PRC includes as a client, fellow and beloved employee. Photo courtesy of PRC.

Helping people access employment and build sustainable careers has been a cornerstone of PRC’s mission since its inception nearly four decades ago. In its most recent annual impact report, PRC served 443 clients through workforce development services, including career counseling, educational programs, hands-on training, and job search assistance. The average wage earned by PRC clients is $26.48 per hour — approximately 38% above San Francisco’s minimum wage.

To advance this work, organizations like PRC have benefited from funding through California’s Stop the Hate Program, which provides direct support to community-based organizations leading anti-hate initiatives.

Christian’s path was not without challenges. During some rocky years, she experienced periods of housing instability and struggled with addiction. Through PRC, she enrolled in a life-skills program that emphasized using her own lived experience as a means of helping others. The program helped set her on a path toward completing an associate’s degree and ultimately launching a career in case management.

“Today, whether someone is new to the city or has lived here their whole life, I know how to help them navigate to where they need to be,” Christian said.

Each year, PRC serves more than 5,000 clients through a wide range of programs. These include housing navigation, legal advocacy to ensure access to health and public benefits, supportive housing, job and life-skills training, and residential treatment programs.

Members of PRC’s Black Leadership Council meet with a lawmaker in Sacramento. Photo courtesy of PRC.

Members of PRC’s Black Leadership Council meet with a lawmaker in Sacramento. Photo courtesy of PRC.

While PRC was founded to serve people living with HIV, its mission has expanded over the decades to meet the needs of people with disabilities, individuals experiencing homelessness, and those facing mental health and substance use challenges.

According to PRC’s Chief of Public Policy and Public Affairs, Tasha Henneman, some of the organization’s earliest programs remain as vital today as they were at the start.

“Our emergency financial assistance program helped more than 1,200 people this year pay rent, cover medical bills, and keep the lights on,” Henneman said. “And over 1,400 people reached out for legal advocacy, resulting in more than $2.5 million in retroactive benefits unlocked.”

Beyond direct services, PRC is deeply committed to community empowerment and policy change. Programs such as the Black Leadership Council support community leaders in advocating for systemic reform, while the Black Trans Initiative focuses on addressing the unique challenges faced by Black transgender individuals.

A recent study from the Williams Institute highlighted findings that 71% of transgender homicide victims in the U.S. between 2010 and 2021 were Black and that nearly a third of the transgender homicides during that period were confirmed or suspected hate crimes.

PRC’s direct and indirect services can be a lifeline for people experiencing hate and are an example of the resources people can get connected with through the state’s CA vs Hate hotline.

PRC is now also producing a film project that centers the lived experiences of Black trans clients, including individuals like Christian.

PRC welcomed guests to their annual Open House in April, an evening dedicated to connection, reflection, and learning more about the programs and people working every day to support San Franciscans experiencing housing instability, unemployment, and behavioral health challenges. Photo courtesy of PRC.

PRC welcomed guests to their annual Open House in April, an evening dedicated to connection, reflection, and learning more about the programs and people working every day to support San Franciscans experiencing housing instability, unemployment, and behavioral health challenges. Photo courtesy of PRC.

“Our film highlights the health journeys and lived experiences of some of PRC’s Black trans clients,” Henneman said. “Our goal is to give voice, visibility, and agency to the participants — and to bring their stories, both harrowing and inspirational, to policymakers and the broader public.”

The film, expected to be released later this year, is directed by Yule Caise, with assistant director Zarina Codes, a Black transgender San Francisco resident.

Today, Christian continues her relationship with PRC as an ambassador, reflecting on a journey that began with a single job opportunity and grew into a lifelong commitment to service.

“Sometimes I’ll be riding the bus or standing in a grocery store, and someone will come up to me from a women’s shelter,” she said. “They’ll say, ‘Oh, Miss Seville, I just want to thank you. You really helped me with what I was dealing with.’”

She paused, smiling.

“And in those moments,” Christian said, “I think to myself, “Well!.”

A single word that sums up pride in a journey to find the best in herself.

Get Support After Hate:

California vs Hate is a non-emergency, multilingual hotline and online portal offering confidential support for hate crimes and incidents. Victims and witnesses can get help anonymously by calling 833-8-NO-HATE (833-866-4283), Monday to Friday, 9 a.m.–6 p.m. PT, or online at any time. Anonymous. Confidential. No Police. No ICE.

This story was produced in partnership with CA vs Hate. Join them for the first-ever CA Civil Rights Summit on May 11, 2026. More information at www.cavshate.org/summit.

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Activism

Oakland Post: Week of April 22 – 28, 2026

The printed Weekly Edition of the Oakland Post: Week of April 22 – 28, 2026

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Activism

Mayor Barbara Lee Proclaims April 9 as ‘100 Black Men of the Bay Area Day’

“Today, the 100th day of the year, I proclaim 100 Black Men Day,” said Mayor Barbara Lee standing with newly appointed Oakland Port Commissioner Derek Mohammad, a 100 Black Men member. “Whereas the 100 Black Men of the Bay Area has demonstrated decades of unwavering commitment to uplifting youth and strengthening families and advancing opportunity and access in Oakland and the greater Bay Area with their signature programs…the chapter has impacted thousands of young people and contributed thousands of hours of community service…”

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At D. Monaghan’s on the Hill, a resolution declaring April 9 ‘100 Black Men of the Bay Area Day’ was witnessed by (l.-r.) 100 Black Men leaders Maurice Harold, Marco T. Lindsey, Danny Lee Williams, Oakland Mayor Barbara Lee, Oakland City Council President Kevin Jenkins, Port of Oakland Commissioner Derek Mohammad, and Oakland Councilmember Janani Ramachandran. Photo by Carla Thomas.
At D. Monaghan’s on the Hill, a resolution declaring April 9 ‘100 Black Men of the Bay Area Day’ was witnessed by (l.-r.) 100 Black Men leaders Maurice Harold, Marco T. Lindsey, Danny Lee Williams, Oakland Mayor Barbara Lee, Oakland City Council President Kevin Jenkins, Port of Oakland Commissioner Derek Mohammad, and Oakland Councilmember Janani Ramachandran. Photo by Carla Thomas.

By Carla Thomas 

When Oakland Mayor Barbara Lee announced that she would proclaim Thursday, April 9, as “100 Black Men of the Bay Area Day,” the organization’s board chairman and owner of D. Monaghan’s on the Hill, Danny Lee Williams knew he wanted to mark the historic moment with fanfare his community could share.

Standing at the podium on the patio of his restaurant in the Oakland Hills, he welcomed about 150 members of the organization and the broader community who gathered to celebrate.

“This is a special day, and we are in the midst of our Economic Empowerment week,” he said. Williams also welcomed four vendors to sell their gifts and accessories during the event free of charge.

“Today, the 100th day of the year, I proclaim 100 Black Men Day,” said Mayor Barbara Lee standing with newly appointed Oakland Port Commissioner Derek Mohammad, a 100 Black Men member. “Whereas the 100 Black Men of the Bay Area has demonstrated decades of unwavering commitment to uplifting youth and strengthening families and advancing opportunity and access in Oakland and the greater Bay Area with their signature programs…the chapter has impacted thousands of young people and contributed thousands of hours of community service…”

Lee shared how as a single parent of two boys, she was grateful to have the organization’s support in mentoring her sons.

“Today, my adult son is a member in Illinois, and I thank the organization for supporting so many Black boys.”

The idea for the proclamation originated with Oakland City Councilmember Kevin Jenkins, who praised the organization for its leadership and contributions to Oakland and the greater Bay Area.

“This work that we do would not be possible without partnerships with organizations like the 100 Black Men,” said Jenkins. “We’re saving lives, restoring communities, and giving people hope and opportunities.”

“This is Oakland,” said Mayor Lee. “This is what we’re about. It’s about new ideas, thinking outside the box and being who we are. It’s about bringing joy. This is our holiday.”

The mayor also thanked the organization for volunteering during Oakland Cleanup days.

Councilmember Janani Ramachandran added that while many complain about problems in the city, “the 100” put in the work.

“It’s hard to be in the community and do the work, but that is exactly what the 100 Black Men does,” she said.

The organization’s economic chair and associate director of Diversity Equity and Inclusion at the University of California Berkeley’s Business School, Marco T. Lindsey, shared his enthusiasm for change.

“Today is the culmination of our work and something special is happening in our organization and our city,” he said.  “We have a special opportunity to show up for our community now in ways that we haven’t had in the past. We have a mayor that supports us and it’s important that each and every one of us do our part. We all need our fingerprints on whatever we want to see in our city.”

Lindsey also expressed that if underserved youth and their parents had access to the resources needed for success, “Our youth wouldn’t be breaking windows and joining gangs if they had a pathway to earn $75k to $100k a year.”

The 100 Black Men were hosts of an Economic Empowerment Forum at McClymonds High School on April 11 educating students on entrepreneurship and financial literacy. On Sat., April 18, they will hold their fifth annual Career Expo at Contra Costa College 2600 Mission Bell Drive (G225) in San Pablo from 8 a.m. to 3 p.m. The 100 Black Men chapter of the Bay Area was established in 1988, one of the earliest in the nation.

For more information visit 100blackmenba.org

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