A developer browsing YC startup job boards this week encountered something that briefly set Hacker News ablaze: an application form with a field for SAT scores. This wasn’t a finance firm. Wasn’t a consulting giant with a famously brutal up-or-out culture. It was a small startup — the kind that supposedly represents the scrappy, credential-agnostic future of hiring. And there it was, asking a grown adult with professional experience what percentile they landed in at age 17.
The post, published Monday on Mr. Market, captured the exasperation of a moment. But the discussion that followed missed the real story. Commenters debated whether the SAT is a legitimate IQ proxy. They argued about test-retest reliability over decades. They litigated, yet again, whether cognitive screening is elitist or merely efficient.
That argument is a decoy. The more interesting question is why anyone reaches for a 20-year-old test score in the first place — and what that reach reveals about the collapse of every evaluation tool that was supposed to replace it.
The score is an admission, not a screen
When Bain, McKinsey, and Goldman Sachs ask mid-career candidates for SAT scores — a practice confirmed by the Wall Street Journal, which found firms requesting scores from applicants in their 40s and 50s — the impulse is typically framed as rigor. These firms, the logic goes, are so selective that they need every data point available. They’re leaving no stone unturned.
Here’s what they’re actually doing: admitting that they don’t know how to evaluate a 45-year-old.
Think about what a professional in their third decade of work has generated by way of signal. Performance reviews. Promotions. Projects shipped. Revenue attributed. Teams built, or not built. Client relationships sustained. A paper trail of work product that, in theory, tells you vastly more than a three-hour standardized test taken before the candidate could legally vote.
If an employer looks at all of that and still reaches for the SAT, one of two things is true. Either the employer’s own evaluation process is so broken that none of that information is legible to them — or the broader credentialing system has become so inflated that none of it is trustworthy. Both are confessions of institutional failure, not sophistication.
The great signal collapse
The uncomfortable fact that the SAT-is-IQ crowd doesn’t want to examine is this: employers clawing backward toward standardized test scores are responding to a real problem. They just won’t say what it is out loud.
Grade inflation has turned the college transcript into wallpaper. A 2024 analysis by the National Center for Education Statistics found that roughly 80% of grades awarded at four-year institutions are now A’s or B’s. The degree itself has been hollowed out by a decade of completion-at-all-costs initiatives. The job title — “VP,” “Director,” “Head of” — has suffered title inflation so severe that it now conveys almost nothing about scope or authority. Reference checks are legally neutered; former employers, terrified of defamation claims, will confirm dates of employment and little else. And the structured interview, once the gold standard, is increasingly gamed by candidates who’ve practiced with AI mock-interview tools trained on the same rubrics.
What’s left? A number from 2003 that nobody can retroactively inflate.
“We’ve spent 30 years making every other signal unusable,” one recruiter at a mid-market tech firm told me in a Slack DM. “Then we’re shocked when someone reaches for the one number nobody thought to ruin.”
That’s not a justification for asking 50-year-olds for SAT scores. It’s an indictment of a professional world that has systematically stripped its own ability to tell who can do what.
What actually predicts performance
The research on hiring validity is not mysterious. Structured work-sample tests — where candidates do a version of the actual job — outperform cognitive screening alone by a meaningful margin. Combining those with structured interviews, scored against a rubric, has been shown to produce better outcomes than any credential-based screen. The Society for Industrial and Organizational Psychology has been saying this for years. It is not controversial among people who study hiring for a living.
Work samples, however, require something that reaching for a test score does not. They require the employer to define what good work looks like. They require evaluators who can recognize it. They require the organization to invest in designing an assessment that maps to the role, rather than outsourcing judgment to a College Board database.
That’s the real asymmetry. Asking for an SAT score costs the employer nothing. Building a valid evaluation process costs time, skill, and institutional honesty about what the job actually entails. The startup that asked the Mr. Market blogger for a test score likely wasn’t being rigorous. It was being lazy.
The credential trap no one wants to name
The irony is that startups, of all employers, should need this crutch the least. A small company hiring employee number 12 does not have the problem of sifting through 3,000 indistinguishable résumés. It can talk to every candidate. It can give everyone a small, paid project. It can evaluate output directly.
And yet the gravitational pull toward pedigree-based shortcuts remains. The SAT field on that application form signals something to candidates before they ever speak to a founder. It says: we value signals generated by institutions more than signals generated by work. It says: the sorting mechanism that mattered when you were in high school still matters here.
That’s not a cognitive screen. That’s a cultural one — and it filters for a very specific kind of candidate, whether the startup realizes it or not. Candidates who did well on the SAT understand the signal and lean into it. Candidates who didn’t, or who grew up in school districts where nobody prepped for the test, or who came to professional life through non-traditional paths, read the message clearly: this place wasn’t built for you, and it probably won’t be honest about why.
An employer that cannot evaluate adults without asking what they scored before they were adults is an employer that has stopped trying. The SAT request is not a sign of standards. It’s a white flag.