Racial profiling keeps getting reinvented.

Fuck that.

They then used data on these individuals’ labour-market outcomes to see whether the Photo Big Five had any predictive power. The answer, they conclude, is yes: facial analysis has useful things to say about a person’s post-mba earnings and propensity to move jobs, among other things.

Correlation vs causation. More attractive people will be defaulted to better negotiating positions. People with richer backgrounds will probably look healthier. People from high stress environments will show signs of stress through skin wrinkles and resting muscles.

This is going to do nothing but enforce systemic biases, but in a kafkaesque Gattica way.

And then of course you have the garden of forking paths.

These models have zero restraint on their features, so we have an extremely large feature space, and we train the model to pick features predictive of the outcome. Even the process of training, evaluating, then selecting the best model at this scale ends up being essentially P hacking.

This is just phrenology with extra steps

"Imagine appearing for a job interview and, without saying a single word, being told that you are not getting the role because your face didn’t fit. You would assume discrimination, and might even contemplate litigation. But what if bias was not the reason?

Uh… guys…

Discrimination: the act, practice, or an instance of unfairly treating a person or group differently from other people or groups on a class or categorical basis

Prejudice: an adverse opinion or leaning formed without just grounds or before sufficient knowledge

Bias: to give a settled and often prejudiced outlook to

Judging someone’s ability without knowing them, based solely on their appearance, is, like, kinda the definition of bias, discrimination, and prejudice. I think their stupid angle is “it’s not unfair because what if this time it really worked though!” 😅

I know this is the point, but there’s no way this could possibly end up with anything other than a lazily written, comically clichéd, Sci Fi future where there’s an underclass of like “class gammas” who have gamma face, and then the betas that blah blah. Whereas the alphas are the most perfect ughhhhh. It’s not even a huge leap; it’s fucking inevitable. That’s the outcome of this.

I should watch Gattaca again…

Woaw, we skipped right from diversity hiring to phrenology hiring without wasting a single beat. Boy has the modern world become efreceint.

Wow. If a black box analysis of arbitrary facial characteristics is more meritocratic than the status quo, that speaks volumes about the nightmare hellscape shitshow of policy, procedure and discretion that resides behind the current set of ‘metrics’ being used.

“okay, okay, hear me out: what if nazi methods, but for getting a job. we could even tattoo their number on their arms. it’s only consequent, we already devide by skin colour”

WTF

It’s completely normal for fascists to promote pseudo-science. Always had been.

Indeed their publication is named after one of the worst pseudo-sciences.

Wait a minute, this sounds suspiciously familiar… I think I heard about the psudoscience of a government measuring the size of people’s heads to try to find out their ethnicity… somewhere in Rwanda… 🧐

I looked for the original article, abstract:

Human capital—encompassing cognitive skills and personality traits—is critical for labor market success, yet the personality component remains difficult to measure at scale. Leveraging advances in artificial intelligence and comprehensive LinkedIn data, we extract the Big 5 personality traits from facial images of 96,000 MBA graduates, and demonstrate that this novel" Photo Big 5" predicts school rank, compensation, job seniority, industry choice, job transitions, and career advancement. Using administrative records from top-tier MBA programs, we find that the Photo Big 5 exhibits only modest correlations with cognitive measures like GPA and standardized test scores, yet offers comparable incremental predictive power for labor outcomes. Unlike traditional survey-based personality measures, the Photo Big 5 is readily accessible and potentially less susceptible to manipulation, making it suitable for wide adoption in academic research and hiring processes. However, its use in labor market screening raises ethical concerns regarding statistical discrimination and individual autonomy.

The PDF is downloadable here: https://scholar.google.com/citations?view_op=view_citation&hl=en&user=2eia4X4AAAAJ&sortby=pubdate&citation_for_view=2eia4X4AAAAJ%3A_FxGoFyzp5QC

I don’t have the time nor the expertise to read everything to understand how they take into account the bias that good looking white men with educated parents are way more likely to succeed at life.

Last time did not end well for about 6 million people…

Boeing CEO: “We’re always innovating, and sometimes we need to boldly embrace the wisdom of the past if it can be re-examined in light of current technology. From now on, our airplane navigation systems will be based on the Flat Earth model. This makes navigation so much more computationally efficient, guys.”

Not April fool’s or the onion? What the fuck?

Everyone is kind of focusing on the hiring part, which is incredibly nazi already, but they’re saying for lending too. Fucking yikes.