National
How data helps — and hurts — LGBTQ communities
‘Even when we prove we exist, we don’t get the resources we need’
When Scotland voted to add questions about sexuality and transgender status to its census, and clarified the definition of “sex,” it was so controversial it led to a court case.
It got so heated that the director of Fair Play for Women, a gender-critical organization, argued: “Extreme gender ideology is deeply embedded within the Scottish Government, and promoted at the highest levels including the First Minister.”
Data, like the census, “is often presented as being objective, being quantitative, being something that’s above politics,” says Kevin Guyan, author of “Queer Data.”
Listening to the deliberations in parliament breaks that illusion entirely. “There’s a lot of political power at play here,” says Guyan, “It’s very much shaped by who’s in the room making these decisions.”
Great Britain has been a ‘hotspot’ for the gender-critical movement. “You just really revealed the politics of what was happening at the time, particularly in association with an expanded anti-trans movement,” explains Guyan.
Ultimately, the LGBTQ community was counted in Scotland, which was heralded as a historic win.
This makes sense, says Amelia Dogan, a research affiliate in the Data plus Feminism Lab at MIT. “People want to prove that we exist.”
Plus, there are practical reasons. “To convince people with power, especially resource allocation power, you need to have data,” says Catherine D’Ignazio, MIT professor and co-author of the book “Data Feminism.”
When data isn’t collected, problems can be ignored. In short, D’Ignazio says, “What’s counted counts.” But, being counted is neither neutral nor a silver bullet. “Even when we do prove we exist, we don’t get the resources that we need,” says Dogan.
“There are a lot of reasons for not wanting to be counted. Counting is not always a good thing” they say. D’Ignazio points to how data has repeatedly been weaponized. “The U.S. literally used census data to intern Japanese people in the 1940s.”
Nell Gaither, president of the Trans Pride Initiative, faces that paradox each day as she gathers and shares data about incarcerated LGBTQ people in Texas.
“Data can be harmful in some ways or used in a harmful way,” she says, “they can use [the data] against us too.” She points to those using numbers of incarcerated transgender people to stoke fears around the danger of trans women, even though it’s trans women who face disproportionate risk in prison.
This is one of the many wrinkles the LGBTQ community and other minority communities face when working with or being represented by data.
There is a belief by some data scientists that limited knowledge of the subject is OK. D’Ignazio describes this as the “hubris of data science” where researchers believe they can make conclusions solely off a data set, regardless of background knowledge or previous bodies of knowledge.
“In order to be able to read the output of a data analysis process, you need background knowledge,” D’Ignazio emphasizes.
Community members, on the other hand, are often primed to interpret data about their communities. “That proximity gives us a shared vocabulary,” explains Nikki Stevens, a postdoctoral researcher in D’Ignazio’s Data plus Feminism lab.
It can also make more rich data. When Stevens was interviewing other members of the transgender community about Transgender Day of Remembrance, they realized we “think more complicated and more meaningful thoughts, because we’re in community around it.”
Community members are also primed to know what to even begin to look for.
A community may know about a widely known problem or need in their community, but they are invisible to institutions. “It’s like unknown to them because they haven’t cared to look,” says D’Ignazio.
That is how Gaither got involved in tracking data about incarcerated LGBTQ people in Texas in the first place.
Gaither received her first letter from an incarcerated person in 2013. As president of the Trans Pride Initiative, Gaither had predominately focused on housing and healthcare for trans people. The pivot to supporting the LGBTQ incarcerated community came out of need—trans prisoners were not given access to constitutionally mandated healthcare.
Gaither sought a legal organization to help, but no one stepped in—they didn’t have expertise. So, Gaither figured it out herself.
As TPI continued to support incarcerated, queer Texans, the letters kept rolling in. Gaither quickly realized her correspondences told a story: definable instances of assault, misconduct, or abuse.
With permission from those she corresponded with and help from volunteers, Gaither started tracking it. “We’re hearing from people reporting violence to us,” says Gaither, “we ought to log these.” TPI also tracks demographic information alongside instances of abuse and violence, all of which are publicly accessible.
“It started off as just a spreadsheet, and then it eventually grew over the years into a database,” says Gaither, who constructed the MySQL database for the project.
Gaither’s work especially focuses on the Prison Rape Elimination Act (PREA), which ostensibly includes specific protections for transgender people.
To be compliant with PREA, prisons must be audited once every three years. Numerous investigations have shown that these audits are often not effective. TPI has filed numerous complaints with the PREA Resource Center, demonstrating inaccuracies or bias, in addition to tracking thousands of PREA-related incidents.
“We are trying to use our data to show the audits are ineffective,” says Gaither.
Gaither has been thinking about data since she was a teenager. She describes using a computer for the first time in the 1970s and being bored with everything except for dBASE, one of the first database management systems.
“Ever since then, I’ve been fascinated with how you can use data and databases to understand what your work with data,” Gaither says. She went on to get a master’s in Library and Information Sciences and built Resource Center Dallas’s client database for transgender health.
But gathering, let alone analyzing, and disseminating data about queer people imprisoned in Texas has proven a challenge.
Some participants fear retaliation for sharing their experiences, while others face health problems that make pinpointing exact dates or times of assaults difficult.
And, despite being cited by The National PREA Resource Center and Human Rights Clinic at the University of Texas School of Law, Gaither still faces those who think her data “doesn’t seem to have as much legitimacy.”
Stevens lauds Gaither’s data collection methods. “TPI collect their data totally consensually. They write to them first and then turn that data into data legible to the state and in the service of community care.”
This is a stark contrast to the current status quo of data collection, says Dogan, “people, and all of our data, regardless of who you are, is getting scraped.” Data scraping refers to when information is imported from websites – like personal social media pages – and used as data.
AI has accelerated this, says D’Ignazio, “it’s like a massive vacuum cleaning of data across the entire internet. It’s this whole new level and scale of non-consensual technology.”
Gaither’s method of building relationships and direct correspondence is a far cry from data scraping. Volunteers read, respond to, and input information from every letter.
Gaither has become close to some of the people with whom she’s corresponded. Referring to a letter she received in 2013, Gaither says: “I still write to her. We’ve known each other for a long time. I consider her to be my friend.”
Her data is queer not simply in its content, but in how she chooses to keep the queer community centered in the process. “I feel very close to her so that makes the data more meaningful. It has a human component behind it,” says Gaither.
Guyan says that data can be seen as a “currency” since it has power. But he emphasizes that “people’s lives are messy, they’re complicated, they’re nuanced, they’re caveated, and a data exercise that relies on only ones and zeros can’t necessarily capture the full complexity and diversity of these lives.”
While Gaither tallies and sorts the incidents of violence, so it is legible as this “currency,” she also grapples with the nuance of the situations behind the scenes. “It’s my family that I’m working with. I think it makes it more significant from a personal level,” says Gaither.
Guyan explains that queer data is not just about the content, but the methods. “You can adopt a queer lens in terms of thinking critically about the method you use when collecting, analyzing, and presenting all types of data.”
(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
Gay Venezuelan man ‘forcibly disappeared’ to El Salvador files claim against White House
Andry Hernández Romero had asked for asylum in US
A gay Venezuelan asylum seeker who the U.S. “forcibly disappeared” to El Salvador has filed a claim against the federal government.
Immigrant Defenders Law Center, who represents Andry Hernández Romero, on Friday announced their client and five other Venezuelans who the Trump-Vance administration “forcibly removed” to El Salvador under the Alien Enemies Act of 1798, filed “administrative claims” under the Federal Tort Claims Act.
The White House on Feb. 20, 2025, designated Tren de Aragua, a Venezuelan gang, as an “international terrorist organization.”
President Donald Trump less than a month later invoked the Alien Enemies Act of 1798, which the Associated Press notes allows the U.S. to deport “noncitizens without any legal recourse.” The White House then “forcibly removed” Hernández, who had been pursuing his asylum case in the U.S., and more than 250 other Venezuelans to El Salvador.
Immigrant Defenders Law Center disputed claims that Hernández is a Tren de Aragua member.
Hernández was held at El Salvador’s Terrorism Confinement Center, a maximum-security prison known by the Spanish acronym CECOT, until his release on July 18, 2025. Hernández, who is back in Venezuela, claims he suffered physical and sexual abuse while at CECOT.
“As a Venezuelan citizen with no criminal record anywhere in the world, I would like to tell not only the government of the United States but governments everywhere that no human being is illegal,” said Hernández in the Immigrant Defenders Law Center press release. “The practice of judging whole communities for the wrongdoing of a single individual must end. Governments should use their power to help every person in the nation become more aware and informed, to strengthen our cultures and build a stronger generation with principles and values — one that multiplies the positive instead of destroying unfulfilled dreams and opportunities.”
Immigrant Defenders Law Center filed claims on behalf of Hernández and the five other Venezuelans less than three months after American forces seized then-Venezuelan President Nicolás Maduro and his wife, Cilia Flores, at their home in Caracas, the Venezuelan capital.
Maduro and Flores have pleaded not guilty to federal drug charges. Delcy Rodríguez, who was Maduro’s vice president, is Venezuela’s acting president.
‘Due process and accountability cannot be optional’
Immigrant Defenders Law Center on Friday also made the following demands:
- The Trump administration must officially release the names of all people the United States sent to CECOT to ensure that everyone has been or will be released.
- The federal government must clear the names of the 252 men wrongfully labeled as criminal gang members of Tren de Aragua.
- DHS (Department of Homeland Security) must end the practice of outsourcing torture through third‑country removals, restore humanitarian parole, and rebuild a functioning, humane asylum system.
- DHS must reinstate Temporary Protected Status for all individuals who cannot safely return to their home countries, halt mass deportations and unlawful raids and arrests, and guarantee due process for everyone navigating the immigration system.
- Congress must pass the Neighbors Not Enemies Act, which would repeal the Alien Enemies Act.
“In all my years as an immigration attorney, I have never seen a client simply vanish in the middle of their case with no explanation,” said Immigration Defenders Legal Fund Legal Services Director Melissa Shepard. “In court, the government couldn’t even explain where he was — he had been disappeared.”
“When the government detains and transfers people in secrecy, without transparency or access to the courts, it tears at the basic protections a democracy is supposed to guarantee,” added Shepard. “What this experience makes painfully clear is that due process and accountability cannot be optional. They are the only safeguards standing between people and the kind of lawlessness our clients suffered. We must end third country transfers, restore the asylum system, and humanitarian parole, and reinstate temporary protective status so this nightmare never happens again.”
The White House
Trump proclamation targets trans rights as State Dept. shifts visa policy
Recent policy actions from the White House limit transgender rights in sports, immigration visas, and overarching federal policy.
In a proclamation issued by the Trump White House Thursday night, the president said he would, among other things, “restore public safety” and continue “upholding the rule of law,” while promoting policies that restrict the rights of transgender people.
“We are keeping men out of women’s sports, enforcing Title IX as it was originally written, and ensuring colleges preserve — and, where possible, expand — scholarships and roster opportunities for female athletes,” the proclamation reads. “At the same time, we are restoring public safety and upholding the rule of law in every city so women, children, and families can feel safe and secure.”
The statement comes amid a broader series of actions by the Trump administration targeting transgender people across multiple federal policy areas, including education, health care, and immigration. A nearly complete list of policies the current administration has put forward can be found on KFF.org.
One day before the proclamation was issued, the U.S. State Department announced changes to visa regulations that could impact transgender and gender-nonconforming people seeking entry into the United States.
The policy, published March 11 and scheduled to take effect April 10, introduces changes to the Diversity Immigrant Visa Program, commonly known as the “DV Program.” The rule is framed by the department as an effort to strengthen oversight and prevent fraud within the visa lottery system, which allocates a limited number of immigrant visas annually to applicants from countries with historically low rates of immigration to the United States.
However, the updated language also standardizes the use of the term “sex” in federal regulations in place of “gender,” a change that LGBTQ advocates say could create additional barriers for transgender and gender-diverse applicants.
The policy states: “The Department of State (‘Department’) is amending regulations governing the Diversity Immigrant Visa Program (‘DV Program’) to improve the integrity of, and combat fraud in, the program. These amendments require a petitioner to the DV Program to provide valid, unexpired passport information and to upload a scan of the biographic and signature page in the electronic entry form or otherwise indicate that he or she is exempt from this requirement. Additionally, the Department is standardizing and amending its regulations to add the word ‘shall’ to simplify guidance for consular officers; ensure the use of the term ‘sex’ in lieu of ‘gender’; and replace the term ‘age’ in the DV Program regulations with the phrase ‘date of birth’ to accurately reflect the information collected and maintained by the Department during the immigrant visa process.”
Advocates say the shift toward using “sex” rather than “gender” in federal immigration rules reflects a broader push by the administration to roll back recognition of transgender identities in federal policy.
According to the National Center for Transgender Equality, an estimated 15,000 to 50,000 undocumented transgender immigrants currently live in the United States, with many entering the country to seek refuge from persecution and hostile governments in their home countries.
Florida
Fla. House passes ‘Anti-Diversity’ bill
Measure could open door to overturning local LGBTQ rights protections
The Florida House of Representatives on March 10 voted 77-37 to approve an “Anti-Diversity in Local Government” bill that opponents have called an extreme and sweeping measure that, among other things, could overturn local LGBTQ rights protections.
The House vote came six days after the Florida Senate voted 25-11 to pass the same bill, opening the way to send it to Republican Gov. Ron DeSantis, who supports the bill and has said he would sign it into law.
Equality Florida, a statewide LGBTQ advocacy organization that opposed the legislation, issued a statement saying the bill “would ban, repeal, and defund any local government programming, policy, or activity that provides ‘preferential treatment or special benefits’ or is designed or implemented with respect to race, color, sex, ethnicity, sexual orientation, or gender identity.”
The statement added that the bill would also threaten city and county officials with removal from office “for activities vaguely labeled as DEI,” with only limited exceptions.
“Written in broad and ambiguous language, the bill is the most extreme of its kind in the country, creating confusion and fear for local governments that recognize LGBTQ residents and other communities that contribute to strength and vibrancy of Florida cities,” the group said in a separate statement released on March 10.
The Miami Herald reports that state Sen. Clay Yarborough (R-Jacksonville), the lead sponsor of the bill in the Senate, said he added language to the bill that would allow the city of Orlando to continue to support the Pulse nightclub memorial, a site honoring 49 mostly LGBTQ people killed in the 2016 mass shooting at the LGBTQ nightclub.
But the Equality Florida statement expresses concern that the bill can be used to target LGBTQ programs and protections.
“Debate over the bill made expressly clear that LGBTQ people were a central target of the legislation,” the group’s statement says. “The public record, the bill sponsors’ own statements, and hours of legislative debate revealed the animus driving the effort to pressure local governments into pulling back from recognizing or resourcing programs targeting LGBTQ residents and other historically marginalized communities,” the statement says.
But the statement also notes that following outspoken requests by local officials, sponsors of the bill agreed to several amendments “ensuring local governments can continue to permit Pride festivals, even while navigating new restrictions on supporting or promoting them.”
The statement adds, “Florida’s LGBTQ community knows all too well how to fight back against unjust laws. Just as we did, following the passage of Florida’s notorious ‘Don’t Say Gay or Trans’ law, we will fight every step of the way to limit the impact of this legislation, including in the courts.”
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Trump proclamation targets trans rights as State Dept. shifts visa policy
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Gay Cameroonian immigrant will be freed from ICE detention — for now
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PHOTOS: ‘Defrosted’
