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How data helps — and hurts — LGBTQ communities

‘Even when we prove we exist, we don’t get the resources we need’

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‘To convince people with power, especially resource allocation power, you need to have data,’ says MIT professor Catherine D’Ignazio.

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.)

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Federal Government

Trump-appointed EEOC leadership rescinds LGBTQ worker guidance

The EEOC voted to rescind its 2024 guidance, minimizing formally expanded protections for LGBTQ workers.

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Equal Employment Opportunity Commission seal, gay news, Washington Blade

The U.S. Equal Employment Opportunity Commission voted 2–1 to repeal its 2024 guidance, rolling back formally expanded protections for LGBTQ workers.

The EEOC, which is composed of five commissioners, is tasked with enforcing federal laws that make workplace discrimination illegal. Since President Donald Trump appointed two Republican commissioners last year — Andrea R. Lucas as chair in January and Brittany Panuccio in October — the commission’s majority has increasingly aligned its work with conservative priorities.

The commission updated its guidance in 2024 under then-President Joe Biden to expand protections to LGBTQ workers, particularly transgender workers — the most significant change to the agency’s harassment guidance in 25 years.

The directive, which spanned nearly 200 pages, outlined how employers may not discriminate against workers based on protected characteristics, including race, sex, religion, age, and disability as defined under federal law.

One issue of particular focus for Republicans was the guidance’s new section on gender identity and sexual orientation. Citing the 2020 U.S. Supreme Court’s Bostock v. Clayton County decision and other cases, the guidance included examples of prohibited conduct, such as the repeated and intentional use of a name or pronoun an individual no longer uses, and the denial of access to bathrooms consistent with a person’s gender identity.

Last year a federal judge in Texas had blocked that portion of the guidance, saying that finding was novel and was beyond the scope of the EEOC’s powers in issuing guidance.

The dissenting vote came from the commission’s sole Democratic member, Commissioner Kalpana Kotagal.

“There’s no reason to rescind the harassment guidance in its entirety,” Kotagal said Thursday. “Instead of adopting a thoughtful and surgical approach to excise the sections the majority disagrees with or suggest an alternative, the commission is throwing out the baby with the bathwater. Worse, it is doing so without public input.”

While this now rescinded EEOC guidance is not legally binding, it is widely considered a blueprint for how the commission will enforce anti-discrimination laws and is often cited by judges deciding novel legal issues. 

Multiple members of Congress released a joint statement condemning the agency’s decision to minimize worker protections, including U.S. Reps. Teresa Leger Fernández (D-N.M.), Grace Meng (D-N.Y.), Mark Takano (D-Calif.), Adriano Espaillat (D-N.Y.), and Yvette Clarke (D-N.Y.) The rescission follows the EEOC’s failure to respond to or engage with a November letter from Democratic Caucus leaders urging the agency to retain the guidance and protect women and vulnerable workers.

“The Equal Employment Opportunity Commission is supposed to protect vulnerable workers, including women, people of color, and LGBTQI+ workers, from discrimination on the job. Yet, since the start of her tenure, the EEOC chair has consistently undermined protections for women, people of color, and LGBTQI+ workers. Now, she is taking away guidance intended to protect workers from harassment on the job, including instructions on anti-harassment policies, training, and complaint processes — and doing so outside of the established rule-making process. When workers are sexually harassed, called racist slurs, or discriminated against at work, it harms our workforce and ultimately our economy. Workers can’t afford this — especially at a time of high costs, chaotic tariffs, and economic uncertainty. Women and vulnerable workers deserve so much better.”

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Minnesota

Lawyer representing Renee Good’s family speaks out

Antonio Romanucci condemned White House comments over Jan. 7 shooting

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Protesters in Haymarket, Va., protest against U.S. Immigration and Customs Enforcement after an ICE agent shot Renee Good to death in Minneapolis. (Washington Blade photo by Michael Key)

A U.S. Immigration and Customs Enforcement agent shot and killed Renee Good in Minneapolis on Jan. 7 as she attempted to drive away from law enforcement during a protest.

Since Good’s killing, ICE has faced national backlash over the excessive use of deadly force, prompting the Trump-Vance administration to double down on escalating enforcement measures in cities across the country.

The Washington Blade spoke with Antonio Romanucci, the attorney representing Good’s family following her death.

Romanucci said that Jonathan Ross — the ICE agent seen on video shooting Good — acted in an antagonizing manner, escalated the encounter in violation of ICE directives, and has not been held accountable as ICE and other federal agents continue to “ramp up” operations in Minnesota.

A day before the fatal shooting, the Department of Homeland Security began what it described as the largest immigration enforcement operation ever carried out by the agency, according to DHS’s own X post.

That escalation, Romanucci said, is critical context in understanding how Good was shot and why, so far, the agent who killed her has faced no consequences for killing a queer mother as she attempted to disengage from a confrontation.

“You have to look at this in the totality of the circumstances … One of the first things we need to look at is what was the mission here to begin with — with ICE coming into Minneapolis,” Romanucci told the Blade. “We knew the mission was to get the worst of the worst, and that was defined as finding illegal immigrants who had felony convictions. When you look at what happened on Jan. 7 with Renee and Rebecca [Good, Renee’s wife], certainly that was far from their mission, wasn’t it? What they really did was they killed a good woman — someone who was a mother, a daughter, a sister, a committed companion, an animal lover.”

Romanucci said finding and charging those responsible for Good’s death is now the focus of his work with her family.

“What our mission is now is to ensure that we achieve transparency, accountability, and justice … We aim to get it in front of, hopefully, a judge or a jury one day to make that determination.”

Those are three things Homeland Security Secretary Kristi Noem and DHS has outright rejected while smearing Good in the official record — including accusing her of being a “domestic terrorist” without evidence and standing by Ross, who Noem said acted in self-defense.

The version of events advanced by Noem and ICE has been widely contradicted by the volume of video footage of the shooting circulating online. Multiple angles show Good’s Honda Pilot parked diagonally in the street alongside other protesters attempting to block ICE agents from entering Richard E. Green Central Park Elementary School.

The videos show ICE officers approaching Good’s vehicle and ordering her to “get out of the car.” She then puts the car in reverse, backs up briefly, shifts into drive, and steers to the right — away from the officers.

The abundance of video evidence directly contradicts statements made by President Donald Trump, Noem, and other administration officials in interviews following Good’s death.

“The video shows that Renee told Jonathan Ross that ‘I’m not mad at you,’ so we know that her state of mind was one of peace,” Romanucci said. “She steered the car away from where he was standing, and we know that he was standing in front of the car. Reasonable police practices say that you do not stand in front of the car when there’s a driver behind the wheel. When you leave yourself with only the ability to use deadly force as an option to escape, that is not a reasonable police practice.”

An autopsy commissioned by Good’s family further supports that account, finding that her injuries were consistent with being shot from the direction of someone driving away.

The autopsy found three gunshot wounds: one to Good’s left forearm, one that struck her right breast without piercing major organs, and a third that entered the left side of her head near the temple and exited on the right side.

Romanucci said Ross not only placed himself directly in harm’s way, but then used deadly force after creating the conditions he claimed justified it — a move that violates DHS and ICE policy, according to former Assistant Homeland Security Secretary Juliette Kayyem.

“As a general rule, police officers and law enforcement do not shoot into moving cars, do not put themselves in front of cars, because those are things that are easily de-escalated,” Kayyem told PBS in a Jan. 8 interview.

“When he put himself in a situation of danger, the only way that he could get out of danger is by shooting her, because he felt himself in peril,” Romanucci said. “That is not a reasonable police practice when you leave yourself with only the ability to use deadly force as an option. That’s what happened here. That’s why we believe, based on what we’ve seen, that this case is unlawful and unconstitutional.”

Romanucci said he was appalled by how Trump and Noem described Good following her death.

“I will never use those words in describing our client and a loved one,” he said. “Those words, in my opinion, certainly do not apply to her, and they never should apply to her. I think the words, when they were used to describe her, were nearly slanderous … Renee Good driving her SUV at two miles per hour away from an ICE agent to move down the street is not an act of domestic terrorism at all.”

He added that his office has taken steps to preserve evidence in anticipation of potential civil litigation, even as the Justice Department has declined to open an investigation.

“We did issue a letter of preservation to the Department of Justice, Department of Homeland Security, and other agencies to ensure that any evidence that’s in their possession be not destroyed or altered or modified,” Romanucci said. “We’ve heard Todd Blanche say just in the last couple of days that they don’t believe that they need to investigate at all. So we’re going to be demanding that the car be returned to its rightful owner, because if there’s no investigation, then we want our property back.”

The lack of accountability for Ross — and the continued expansion of ICE operations — has fueled nationwide protests against federal law enforcement under the Trump-Vance administration.

“The response we’ve seen since Renee’s killing has been that ICE has ramped up its efforts even more,” Romanucci said. “There are now over 3,000 ICE agents in a city where there are only 600 police officers, which, in my opinion, is defined as an invasion of federal law enforcement officers into a city … When you see the government ramping up its efforts in the face of constitutional assembly, I think we need to be concerned.”

As of now, Romanucci said, there appears to be no meaningful accountability mechanism preventing ICE agents from continuing to patrol — and, in some cases, terrorize — the Minneapolis community.

“What we know is that none of these officers are getting disciplined for any of their wrongdoings,” he said. “The government is saying that none of their officers have acted in a wrongful manner, but that’s not what the courts are saying … Until they get disciplined for their wrongdoings, they will continue to act with impunity.”

When asked what the public should remember about Good, Romanucci emphasized that she was a real person — a mother, a wife, and a community member whose life was cut short. Her wife lost her partner, and three children lost a parent.

“I’d like the public to remember Renee about is the stories that Rebecca has to tell — how the two of them would share road trips together, how they loved to share home-cooked meals together, what a good mother she was, and what a community member she was trying to make herself into,” Romanucci said. “They were new to Minneapolis and were really trying to make themselves a home there because they thought they could have a better life. Given all of that, along with her personality of being one of peace and one of love and care, I think that’s what needs to be remembered about Renee.”

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The White House

Trump-Vance administration ‘has dismantled’ US foreign policy infrastructure

Current White House took office on Jan. 20, 2025

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President Donald Trump took office on Jan. 20, 2025. (Public domain photo courtesy of the White House's X page)

Jessica Stern, the former special U.S. envoy for the promotion of LGBTQ and intersex rights, on the eve of the first anniversary of the Trump-Vance administration said its foreign policy has “hurt people” around the world.

“The changes that they are making will take a long time to overturn and recover from,” she said on Jan. 14 during a virtual press conference the Alliance for Diplomacy and Justice, a group she co-founded, co-organized.

Amnesty International USA National Director of Government Relations and Advocacy Amanda Klasing, Human Rights Watch Deputy Washington Director Nicole Widdersheim, Human Rights First President Uzra Zeya, PEN America’s Jonathan Friedman, and Center for Reproductive Rights Senior Federal Policy Council Liz McCaman Taylor also participated in the press conference.

The Trump-Vance administration took office on Jan. 20, 2025.

The White House proceeded to dismantle the U.S. Agency for International Development, which funded LGBTQ and intersex rights organizations around the world.

Thousands of people on Feb. 5, 2025, gathered outside the U.S. Capitol to protest the Trump-Vance administration’s efforts to dismantle the U.S. Agency for International Development. (Courtesy photo)

Secretary of State Marco Rubio last March announced the State Department would administer the 17 percent of USAID contracts that had not been cancelled. Rubio issued a waiver that allowed PEPFAR and other “life-saving humanitarian assistance” programs to continue to operate during the U.S. foreign aid freeze the White House announced shortly after it took office.

The global LGBTQ and intersex rights movement has lost more than an estimated $50 million in funding because of the cuts. The Washington Blade has previously reported PEPFAR-funded programs in Kenya and other African countries have been forced to suspend services and even shut down.

Stern noted the State Department “has dismantled key parts of foreign policy infrastructure that enabled the United States to support democracy and human rights abroad” and its Bureau of Democracy, Human Rights, and Labor “has effectively been dismantled.” She also pointed out her former position and others — the Special Representative for Racial Equity and Justice, the Ambassador-at-Large for Global Women’s Issues, and the Ambassador-at-Large for Global Criminal Justice — “have all been eliminated.”

President Donald Trump on Jan. 7 issued a memorandum that said the U.S. will withdraw from the U.N. Entity for Gender Equality and the Empowerment of Women and more than 60 other U.N. and international entities.

Rubio in a Jan. 10 Substack post said UN Women failed “to define what a woman is.”

“At a time when we desperately need to support women — all women — this is yet another example of the weaponization of transgender people by the Trump administration,” said Stern.

US ‘conducting enforced disappearances’

The Jan. 14 press conference took place a week after a U.S. Immigration and Customs Enforcement agent killed Renee Good, a 37-year-old woman who left behind her wife and three children, in Minneapolis. American forces on Jan. 3 seized now former Venezuelan President Nicolás Maduro and his wife, Cilia Flores, at their home in Caracas, the Venezuelan capital, during an overnight operation. Trump also continues to insist the U.S. needs to gain control of Greenland.

Colombians protest against U.S. President Donald Trump in Plaza Bolívar in Bogotá, Colombia, on Jan. 7, 2026. (Washington Blade photo by Michael K. Lavers)

Widdersheim during the press conference noted the Trump-Vance administration last March sent 252 Venezuelans to El Salvador’s Terrorism Confinement Center, a maximum-security prison known by the Spanish acronym CECOT.

One of them, Andry Hernández Romero, is a gay asylum seeker who the White House claimed was a member of Tren de Aragua, a Venezuelan gang the Trump-Vance administration has designated as an “international terrorist organization.” Hernández upon his return to Venezuela last July said he suffered physical, sexual, and psychological abuse while at CECOT.

“In 2025 … the United States is conducting enforced disappearances,” said Widdersheim.

Zeya, who was Under Secretary of State for Civilian Security, Democracy, and Human Rights from 2021-2025, in response to the Blade’s question during the press conference said her group and other advocacy organizations have “got to keep doubling down in defense of the rule of law, to hold this administration to account.”

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