







After years of scoffing at talk of prejudice in the information technology field -- as a white male with good hair --, I'm starting to call prejudice against my being old(er). It’s true: age discrimination is a real thing.
AI Age Checks Are Here—And They’re Not Fair To Everyone
Research shows that AI age checks misclassify women & Black people as older, raising concerns over bias, safety, and future workplace use.

Opinion | You’re How Old? We’ll Be in Touch (Published 2016)
Ageism in the workplace is toxic, and it hurts everyone.

Researchers uncover AI bias against older working women
AI is perpetuating inaccurate gender and age stereotypes, influencing everything from hiring practices to workplace perceptions.

Trial Data Reveals Racial Bias in Age Verification Software
New trial data reveals racial bias in age verification software used for social media restrictions. Discover how unreliable these systems really are now.
Women portrayed as younger than men online, and AI amplifies the bias - Haas News | UC Berkeley Haas
In a sweeping study published today in Nature, researchers at UC Berkeley Haas, Stanford, and Oxford/Autonomy University documented extensive age and gender distortion across online media—and found that common algorithms are amplifying the bias.

Home Office knew AI age checks for migrants were flawed – but rolled it out anyway
Exclusive: Government advisers describe the tool as ‘hideously flawed’ amid concern facial age estimation has ‘baked-in racial bias’ – and can wrongly identify a 14-year-old as an adult

Age verification on porn sites is putting queer adult industry workers at risk
The laws requiring digital age checks — sold as child protection — are tanking the income of adult industry workers, risking their safety and even forcing them out of business.

Imagination — Ruha Benjamin
Race After Technology (Polity) cuts through tech-industry hype to understand how emerging technologies can reinforce white supremacy and deepen social inequity. Benjamin argues that automation has the potential to hide, speed, and even deepen discrimination, while appearing neutral and even benevole

So, You’ve Hit An Age Gate. What Now?
EFF is against age gating and age verification mandates, and we hope we’ll win in getting existing ones overturned and new ones prevented. But mandates are already in effect, an…

Toward People’s Community Control of Technology: Race, Access, and Education
This field review explores how the benefits of access to computing for racialized and minoritized communities has become an accepted fact in policy and research, despite decades of evidence that technical fixes do not solve the kinds of complex social problems that disproportionately affect these communities.

‘Age Verification’ could force trans people to out themselves to use the internet
Automated online ID checking systems add new potential dangers to having a mismatching ID.

Age verification is coming for the internet — and it’s already raising red flags
Legislative efforts to age-gate parts of the internet are gaining traction. Some experts warn of compliance complications and data security breaches.

Who’s Harmed by Age Verification Mandates?
Age-verification laws may sound straightforward to some: protect young people online by making everyone prove their age. But in reality, these mandates force users into one of two flawed

Age Assurance Methods Explained
This blog also appears in our Age Verification Resource Hub: our one-stop shop for users seeking to understand what age-gating laws actually do, what’s at stake, how to protect yourself, and why EFF

age verification – Techdirt
Posts about age verification written by Michael McGrady Jr and Mike Masnick

Not My Type | Stanford University Press
In the world of online dating, race-based discrimination is not only tolerated, but encouraged as part of a pervasive belief that it is simply a neutral, personal choice about one's romantic partner. Indeed, it is so much a part of our inherited wisdom about dating and romance that it actually directs the algorithmic infrastructures of most major online dating platforms, such that they openly reproduce racist and sexist hierarchies.
