National
The queer couple fighting for DEI — with math
‘My activism and my quantitative skills could be brought together’

When faced with questions of diversity, equity, and inclusion, detractors often respond with demands for evidence or complaints about cost.
Husbands Chad Topaz and Jude Higdon spend their time trying to find answers to those questions — on top of their other jobs as math professor, university administrator, and parents to a son and two dogs.
It started when Topaz, a mathematician, found himself as one of the only people in justice spaces able to quantify some of the issues facing marginalized communities. When community members pointed out that all the artists in the new wing of a local museum were white, Topaz then researched the diversity of artists at major museums. The study found that in 18 major U.S. museums, artists are 85% white and 87% male. On top of that research, Topaz determined more diversity existed in regions, time periods, and even museum permanent collections than was being displayed. “You’re taking a bad problem and making it worse through your curatorial decisions and practice,” says Topaz.
As it turned out, it also meant that Topaz was sometimes one of a few mathematicians with a concern for justice. When a colleague pointed out that there was only one woman on a 50-person mathematics editorial board—one of the highest professional achievements for an academic—Topaz set out to figure out if that was the exception or the trend. He looked at 435 journals, and it was indeed the trend.
These experiences were transformative. “My activism and sense of justice and my quantitative skills could be brought together,” said Topaz.
But finding projects was another story. Higdon, the administrator who Topaz praises as an “organizational genius,” was able to channel some of Topaz’s math-justice energy into collaborations with community partners. “I’m not afraid of tech nerds [and] mathematicians,” said Higdon, looking affectionately at his husband, “I know how to speak their language enough, but I also know how to build an organization and how to connect that work with other folks.”
So, following the success of early projects, the two co-founded the non-profit research institute QSIDE in 2017, which “uses data science to promote justice.” Citing Ida B. Wells’s famous quote, “the way to right wrongs is to turn the light of truth upon them,” Topaz says they believe that “data science can be a potent form of that light of truth.”
Since then, the team—which has grown beyond Higdon and Topaz—has published more than 15 peer-reviewed research articles, in addition to writing white papers and creating data tools.
One of their biggest projects bucks up against some of the biggest arguments against any work concerned with diversity, equity, and inclusion: that it’s too expensive. At least in one case, they have the numbers to prove otherwise.
QSIDE works with community partners who make programs to lower incarceration rates. People of color are more likely to be incarcerated. Community partners make programs for youth to “disrupt these cycles of incarceration and poverty,” says Higdon.
Regardless of how effective the programs are, state governments often opt not to fund them because of their cost. That cost analysis fails to acknowledge broader economic benefits from the programs—and losses from incarceration.
“We’ve built this econometric model that models out what’s the true cost of incarceration versus the cost of a program that can be used by community-based organizations,” says Higdon.
Topaz is also the author of a forthcoming book on the intersection of data and criminal justice, titled Counting on Justice. It explores the numbers behind inequality in the U.S. criminal justice system.
In the recent weeks, Higdon, Topaz, and QSIDE have been hit by the wave of anti-science and anti-DEI actions washing over the nation.
Higdon said that QSIDE lost a major corporate funder out of the blue, despite being assured they were set for renewal two days prior. “Is this because we have DEI in our name?” Higdon asked the grant manager, “and he kind of hemmed and hawed about it,” before saying no, but Higdon was not convinced.
Topaz, a career academic, has been watching the cuts to scientific agencies with horror. As a member of an advisory subcommittee at the National Science Foundation, Topaz had a mechanism to lodge an official complaint against the cuts, but the rest of the group balked, citing unspecific rules. When the group didn’t budge, Topaz publicly resigned.
“The director of the NSF is complying with illegal executive orders and not complying with stays that judges have put on those illegal actions,” Topaz said, “It seems to me like now is exactly the time we should be speaking out about these cuts.”
Topaz said the idea that any of these actions will promote better science or a meritocracy is a lie. “[It] is essentially segregation and keeping a vast pool of talent away from opportunities so that those opportunities can belong to white men. I won’t even use the word meritocracy to describe what they’re doing because that is a lie.”
With the widespread cuts to science funding, especially science concerned with DEI, the team is dedicated to doing the work. “We can weather this storm in a way that organizations that have a bigger infrastructure are not,” Higdon said. “We can stick to our principles despite the headwinds that we’re facing right now.”
At every point in the interview, Topaz and Higdon emphasized that while they are excited about the power of math and data, they don’t view their contributions as more important than others. Each project has partners from “boots on the ground, community members or community-based organizations that can represent the voices of affected people,” alongside any other subject-matter experts they may need.
“We don’t think our technical skills are better in any way,” said Higdon. “They have superpowers. We have superpowers. Together, we have a Justice League.”
(This story is part of the Digital Equity Local Voices Fellowship lab through News is Out. The lab initiative is made possible with support from Comcast NBCUniversal.)
Federal Government
UPenn erases Lia Thomas’s records as part of settlement with White House
University agreed to ban trans women from women’s sports teams

In a settlement with the Trump-Vance administration announced on Tuesday, the University of Pennsylvania will ban transgender athletes from competing and erase swimming records set by transgender former student Lia Thomas.
The U.S. Department of Education’s Office for Civil Rights found the university in violation of Title IX, the federal rights law barring sex based discrimination in educational institutions, by “permitting males to compete in women’s intercollegiate athletics and to occupy women-only intimate facilities.”
The statement issued by University of Pennsylvania President J. Larry Jameson highlighted how the law’s interpretation was changed substantially under President Donald Trump’s second term.
“The Department of Education OCR investigated the participation of one transgender athlete on the women’s swimming team three years ago, during the 2021-2022 swim season,” he wrote. “At that time, Penn was in compliance with NCAA eligibility rules and Title IX as then interpreted.”
Jameson continued, “Penn has always followed — and continues to follow — Title IX and the applicable policy of the NCAA regarding transgender athletes. NCAA eligibility rules changed in February 2025 with Executive Orders 14168 and 14201 and Penn will continue to adhere to these new rules.”
Writing that “we acknowledge that some student-athletes were disadvantaged by these rules” in place while Thomas was allowed to compete, the university president added, “We recognize this and will apologize to those who experienced a competitive disadvantage or experienced anxiety because of the policies in effect at the time.”
“Today’s resolution agreement with UPenn is yet another example of the Trump effect in action,” Education Secretary Linda McMahon said in a statement. “Thanks to the leadership of President Trump, UPenn has agreed both to apologize for its past Title IX violations and to ensure that women’s sports are protected at the university for future generations of female athletes.”
Under former President Joe Biden, the department’s Office of Civil Rights sought to protect against anti-LGBTQ discrimination in education, bringing investigations and enforcement actions in cases where school officials might, for example, require trans students to use restrooms and facilities consistent with their birth sex or fail to respond to peer harassment over their gender identity.
Much of the legal reasoning behind the Biden-Harris administration’s positions extended from the 2020 U.S. Supreme Court case Bostock v. Clayton County, which found that sex-based discrimination includes that which is based on sexual orientation or gender identity under Title VII rules covering employment practices.
The Trump-Vance administration last week put the state of California on notice that its trans athlete policies were, or once were, in violation of Title IX, which comes amid the ongoing battle with Maine over the same issue.
New York
Two teens shot steps from Stonewall Inn after NYC Pride parade
One of the victims remains in critical condition

On Sunday night, following the annual NYC Pride March, two girls were shot in Sheridan Square, feet away from the historic Stonewall Inn.
According to an NYPD report, the two girls, aged 16 and 17, were shot around 10:15 p.m. as Pride festivities began to wind down. The 16-year-old was struck in the head and, according to police sources, is said to be in critical condition, while the 17-year-old was said to be in stable condition.
The Washington Blade confirmed with the NYPD the details from the police reports and learned no arrests had been made as of noon Monday.
The shooting took place in the Greenwich Village neighborhood of Manhattan, mere feet away from the most famous gay bar in the city — if not the world — the Stonewall Inn. Earlier that day, hundreds of thousands of people marched down Christopher Street to celebrate 55 years of LGBTQ people standing up for their rights.
In June 1969, after police raided the Stonewall Inn, members of the LGBTQ community pushed back, sparking what became known as the Stonewall riots. Over the course of two days, LGBTQ New Yorkers protested the discriminatory policing of queer spaces across the city and mobilized to speak out — and throw bottles if need be — at officers attempting to suppress their existence.
The following year, LGBTQ people returned to the Stonewall Inn and marched through the same streets where queer New Yorkers had been arrested, marking the first “Gay Pride March” in history and declaring that LGBTQ people were not going anywhere.
New York State Assemblywoman Deborah Glick, whose district includes Greenwich Village, took to social media to comment on the shooting.
“After decades of peaceful Pride celebrations — this year gun fire and two people shot near the Stonewall Inn is a reminder that gun violence is everywhere,” the lesbian lawmaker said on X. “Guns are a problem despite the NRA BS.”
New York
Zohran Mamdani participates in NYC Pride parade
Mayoral candidate has detailed LGBTQ rights platform

Zohran Mamdani, the candidate for mayor of New York City who pulled a surprise victory in the primary contest last week, walked in the city’s Pride parade on Sunday.
The Democratic Socialist and New York State Assembly member published photos on social media with New York Attorney General Letitia James, telling followers it was “a joy to march in NYC Pride with the people’s champ” and to “see so many friends on this gorgeous day.”
“Happy Pride NYC,” he wrote, adding a rainbow emoji.
Mamdani’s platform includes a detailed plan for LGBTQ people who “across the United States are facing an increasingly hostile political environment.”
His campaign website explains: “New York City must be a refuge for LGBTQIA+ people, but private institutions in our own city have already started capitulating to Trump’s assault on trans rights.
“Meanwhile, the cost of living crisis confronting working class people across the city hits the LGBTQIA+ community particularly hard, with higher rates of unemployment and homelessness than the rest of the city.”
“The Mamdani administration will protect LGBTQIA+ New Yorkers by expanding and protecting gender-affirming care citywide, making NYC an LGBTQIA+ sanctuary city, and creating the Office of LGBTQIA+ Affairs.”