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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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Biden’s acknowledgment of LGBTQ History Month ‘consequential’

Equality Forum honors 31 new ‘icons’ as annual commemoration kicks off

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Rep. Mark Pocan was honored with Equality Forum’s International Role Model Award. (Washington Blade file photo by Michael Key)

President Joe Biden signed a letter acknowledging Equality Forum’s LGBTQ History Month launch event held on Sunday, writing that, “by celebrating stories of bravery, resilience and joy, your example inspires hope in all people seeking a life true to who they are.”

Malcolm Lazin, Equality Forum executive director, said Biden’s letter is “consequential.” He noted that one year before the White House delivered a proclamation for Black History Month, it issued a letter signed by the president.

“It’s our hope that next year, our nation’s 47th president will issue that proclamation for LGBT History Month,” Lazin said.

Equality Forum is an LGBTQ civil rights organization with an educational focus based in Philadelphia. The group’s work includes coordinating LGBTQ History Month, producing documentary films and overseeing the application for and installation of government-approved queer historic markers.

When spearheading LGBTQ History Month for the first time back in 2006, Lazin said many pushed back against the idea. Some media outlets claimed it was trying to turn straight people gay or promote pedophilia. 

But Lazin said the homophobic reactions died down when people were educated on topics that typically weren’t taught in a widespread way.

“We were demonized, marginalized, and vilified,” Lazin said. “One of the certain principal ways you’re going to make headway is if you humanize who we are, and also educate people about the important contributions we make to our common society.”

Education has always been Equality Forum’s solution to societal backlash or controversy since its inception, Lazin said.

The organization got its start in 1993 under the name PrideFest Philadelphia. Lazin, who was the founder, said it was created during a time when Pride parades were the main focus of the LGBTQ community. 

In an effort to shift focus onto civil rights issues, PrideFest hosted its first LGBTQ summit that eventually transformed into an event featuring national and international organizations. Lazin said it was an effort to educate people on LGBTQ history as well as inform the community on queer rights around the world.

Though that event was terminated in 2020, Lazin is still focused on educating both queer and straight people on LGBTQ civil rights. Equality Forum honors 31 “LGBTQ icons” each year for every day in October.

This initiative began when Equality Forum started coordinating LGBTQ History Month back in 2006, but Lazin didn’t notice their efforts taking off until about five years in.

“In year one, people thought, ‘Oh yeah, those are like all the important names of the gay community,’” he said. “People paid a little bit more attention the following years, and all of a sudden they’re recognizing, ‘Oh, in a certain sense I was clueless about the role models that the gay community has.’”

This year’s icons being recognized include names like singers George Michael, Luther Vandross, and Sam Smith; pioneering drag queen William Dorsey Swann; “The Bachelor” star Colton Underwood; Wisconsin Congressman Mark Pocan; and longtime Washington Blade Editor Kevin Naff.

Pocan received the International Role Model Award during Sunday’s LGBTQ History Month launch event. It’s the longest-standing LGBTQ award in the nation, and has been presented to prominent figures like former Speaker of the House Nancy Pelosi and U.S. Secretary of Transportation Pete Buttigieg.

He said accepting the award allowed him to reflect on the progress that’s been made in a relatively short time.

“I was preparing to make some remarks for the event, and I realized that I’ve been kind of in the front row of a lot of the history making in the country, because more of our history is in the last several decades,” Pocan told the Washington Blade. “There are significant moments in the past, but where the real improvements have happened have been more recent.”

In 1995, former President Bill Clinton invited Pocan, who is gay, and other LGBTQ elected officials to The White House for the first time. When they arrived and were going through security, Pocan said they noticed everyone was wearing blue gloves.

Initially assuming it was due to enhanced security following the aftermath of the Oklahoma City Bombing, Pocan said they later discovered the Secret Service agents thought they could contract AIDS from out elected officials.

He said the Secret Service issued an apology letter and the Clinton administration made it clear that wasn’t their policy. Even more memorable for Pocan was when then-Vice President Al Gore made it a point to shake everyone’s hands at the event.

Comparing that memory to Biden’s recent letter puts the advancements of LGBTQ rights into perspective for Pocan. He said that’s the reason recognizing and remembering queer history is vital.

“If you don’t know the history, it’s too easy to repeat it,” he said.

The fight to recognize the global work done toward advancing LGBTQ civil rights, however, isn’t over, Lazin said.

Many states are working to restrict LGBTQ topics from being taught in schools. Florida Gov. Ron DeSantis signed HB 1069 last year, dubbed “Don’t Say Gay” by critics, to prohibit lessons on sexual orientation and gender identity.

The New College of Florida faced backlash when photos of hundreds of library books, many containing LGBTQ topics, overflowing a dumpster were shared online. A New College spokesperson said the books were “taken after discovering that the library did not follow all of the state administrative requirements while conducting the routine disposition of materials.”

Despite what the future may hold for LGBTQ content in schools, Lazin said the resources Equality Forum promotes, including the website featuring 31 queer icons in October, are always available.

“At least on this site, students, teachers, and guidance counselors have resources,” he said. “So if you’re an English teacher and you want to be celebrating LGBT History Month, click on poets, or click on authors. You’ve got a whole rich range of people to be able to bring into your curriculum.”

The reality of what LGBTQ History Month has become today is more than the work of one organization; Lazin said it’s the combined effort of local communities that are curious about their own history.

“While we could not possibly take on doing the history of all the cities around the country or in North America or around the world, it really has helped to encourage people to appreciate that history and to make sure that it is well documented,” Lazin said.

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LGBTQ groups mark National Hispanic Heritage Month

GLAAD screened ‘Dímelo’ at Sept. 20 event in Los Angeles

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(GLAAD screenshot)

Advocacy groups across the country are marking National Hispanic Heritage Month.

The Creative Artists Agency in Los Angeles on Sept. 20 hosted a comedy night that featured Danielle Perez, Gabe González, Lorena Russ, and Roz Hernandez. The event, which GLAAD organized, also included a screening of “Dímelo,” a digital series the organization produced with LatiNation that features interviews with Latino comedians. 

A press release notes Damian Terriquez, Mimi Davila, Salina EsTitties, and Tony Rodriguez attended the event. GLAAD in a post on its website on Sept. 25 highlighted Essa Noche and other Latino drag queens.

“The art of drag has always been a vibrant expression of resistance, creativity, and identity, particularly within marginalized communities,” reads the post. “Latine drag artists not only embody the resilience and power of their heritage but also elevate queer voices in spaces where their visibility is often limited.”

EsTitties on Sept. 29 hosted Queerceañera, “an inclusive take on the coming-of-age quinceañera tradition throughout Latin America and the United States” the Los Angeles LGBT Center organized.

Celebrate Orgullo, which describes itself as the “first Hispanic and Indigenous LGBTQ+ festival in Greater Miami and Miami Beach,” will take place from Oct. 4-14. Unity Coalition|Coalición Unida, is organizing the events.

“The festival invites you to experience a warm and welcoming ‘wave’ of pride that celebrates what makes us unique while uniting us in a shared spirit of inclusion,” reads a press release.

GLSEN has posted to its website a list of resources for undocumented students.

“Especially in this political climate, it’s important not only to affirm LGBTQ Latinx identities with positive representation but also to ensure that students know how they’re protected, especially those who are among the most marginalized,” says GLSEN.

National Hispanic Heritage Month is from Sept. 15-Oct. 15.

Fenway Health in Boston on its website notes National Hispanic Heritage Month “honors and celebrates the vibrant histories, cultures, languages, traditions, values, and contributions of people whose ancestors came from Spain, Mexico, the Caribbean, and Central and South America.”

Hispanic Heritage Week began in 1968. It became National Hispanic Heritage Month in 1988.

Costa Rica, El Salvador, Guatemala, Honduras, and Nicaragua mark their respective Independence Days on Sept. 15. Mexico’s Independence Day is on Sept. 16, and Chile’s Independence Day is on Sept. 18. Día de la Raza is Oct. 12.

“Here at Fenway Health, we are grateful every day for the many Latino/a/é staff members, clients, patients, volunteers, and supporters that are part of our community,” said Fenway Health. Their contributions and perspectives help drive Fenway’s mission: To advocate for and deliver innovative, equitable, accessible health care, supportive services, and transformative research and education and to center LGBTQIA+ people, BIPOC (Black, Indigenous, and other people of color) individuals, and other underserved communities to enable our local, national, and global neighbors to flourish.”

President Joe Biden in his National Hispanic Heritage Month proclamation made a similar point.

“In our country, Latino leaders are striving for the American Dream and helping those around them reach it too,” he said. “From those who have been here for generations to those who have recently arrived, Latinos have pushed our great American experiment forward.”  

The proclamation also acknowledges Homeland Security Secretary Alejandro Mayorkas, Education Secretary Miguel Cardona, Health and Human Services Secretary Xavier Becerra, Small Business Administration Administrator Isabel Guzman, and other Latino members of his administration.

“I am proud to work with incredible Latino leaders, who are dedicated to bettering our nation every day,” said Biden.

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Advocacy groups mark Banned Books Week

‘Book bans have no place in our democracy’

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"All Boys Aren't Blue" and "Gender Queer" (Photos via Amazon)

People across the country from Sept. 22-28 are observing Banned Books Week, which has taken on added significance amid a surge of censorship efforts.

Banned Books Week, organized by PFLAG and a coalition of other advocacy groups, literary organizations, and educational institutions, seeks to raise awareness about efforts to remove content from public libraries, schools, and bookstores.

The current wave of book bans, which began intensifying in 2021, is driven primarily by conservative groups who disproportionately target titles featuring the voices and experiences of LGBTQ people and people of color.

“This is part of an organized effort to divide our communities by stoking fears against LGBTQ+ people, Black people, and immigrants,” PFLAG Vice President of Advocacy Katie Blair said. “[It] is targeted not only to banning books and censoring schools, but to infiltrating the lives of LGBTQ+ people and those who love them.”

While LGBTQ books have always been a target of book bans, censorship efforts in recent years are more focused on restricting access to LGBTQ content than in the past.

The Washington Post reports “LGBTQ books were the targets of between less than 1 and 3 percent of book challenges filed in schools” from the 2000s to the early 2010s. In 2022, however, 45.5 percent of unique titles that were challenged were written by or about LGBTQ people.

“Book bans have no place in our democracy,” the Congressional Equality Caucus said in a post to its X account.

On the American Library Association’s 2023 list of the 10 most challenged books, seven books featured LGBTQ voices; with Maia Kobabe’s “Gender Queer,” George M. Johnson’s “All Boys Aren’t Blue,” and Juno Dawson’s “This Book is Gay” topping the list.

The consequences of restricting access to LGBTQ stories and voices are far reaching especially for young people, Blair said.

“These bans contribute to the erasure of our communities and our histories, and all our stories deserve to be told. We believe that all students deserve the freedom to learn. They deserve to be able to develop their critical thinking skills, to be in schools that are open and affirming,” she said.

Deborah Caldwell-Stone, the director of the ALA’s Office of Intellectual Freedom, said another difference in the current wave of censorship is that most calls to censor books in school libraries and public libraries are now driven by organized advocacy groups.

She explained that in the past, most book challenges were initiated by parents and guardians who were concerned about a particular book their child was reading and brought those concerns to a teacher or librarian.

“But now we’re seeing organized groups or their spokespersons showing up at board meetings demanding the censorship of sometimes hundreds of titles all at once. And we’re seeing state legislatures pass laws that are intended to remove hundreds of books, if not thousands of books, all at once, from library shelves,” she said.

Between Jan. 1 and Aug. 31, 2024, ALA’s Office for Intellectual Freedom tracked 1,128 unique titles targeted for censorship. While this number marks a decline from the 1,915 titles challenged during the same period in 2023, it remains far higher than pre-2020 levels, when challenges hovered between 200 and 300 unique titles annually.

Moreover, PEN America, which tracks the total number of book bans rather than unique titles, counted more than 10,000 books that were banned in public schools during the 2023-2024 school year, nearly triple the amount from the previous year. Both ALA and PEN America’s reports exclude instances of soft censorship, where libraries and organizations preemptively avoid purchasing certain books or restrict access due to fear of potential challenges.

According to PEN America, around 8,000 books were banned in Florida and Iowa alone. Both states passed laws in recent years restricting access to books in schools that depict or describe sex. The vague language of the laws has drawn criticism for exacerbating soft censorship, and has often been interpreted to ban books with discussions of gender and LGBTQ identities.

Vera Eidelman, a staff attorney with the American Civil Liberties Union’s Speech, Privacy, and Technology Project, said, it is “not clear what [the language] means, and that is a problem in and of itself, because if teachers and librarians and other educators face discipline for violating that law, and they don’t know what the law means, that’s a due process problem.”

She noted that the laws have been and are being challenged on grounds of vagueness, and for violating the First Amendment.

Banned Books Week, which library activist Judith Krug founded in 1982, will culminate in “Let Freedom Read Day” on Saturday, on which organizers urge people to take at least one action to defend the freedom to read, such as participating in this year’s elections.

Caldwell-Stone emphasized the importance of being engaged at all levels of government.

“This is an intensely local issue,” she said. “While we are seeing state legislation intended to engage in broad censorship across the state, primarily these decisions are made at the local level.”

Moreover, PEN America, which tracks each instance of a book ban, recorded a preliminary total of more than 10,000 books banned in public schools during the 2023-2024 school year in a preliminary count, nearly triple the amount from the previous year.

Throughout the week, filmmaker Ava DuVernay and student activist Julia Garnett, the honorary chairs of this year’s Banned Books Week, are discussing the various ways people can stand up against censorship attempts in virtual events accessible through the Banned Books Week website.

Libraries in D.C. and across the nation, meanwhile, are hosting readings, art exhibitions, and other activities to educate families about the freedom to read.

The Anne Arundel County Public Library system on Wednesday held an event to celebrate its launch as a “book sanctuary,” designating its libraries as “safe havens where the freedom to read is fiercely protected.”

Caldwell-Stone recommends those who are interested in countering up to censorship efforts view the action toolkit available at www.uniteagainstbookbans.org and the ALA’s “Reader. Voter. Ready.” guide at www.ala.org.

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