Chapter 11 of 13
Talent Is Uncaptured Data
What a Resume Is Actually For
Start with what a resume is, because the rest of this chapter doesn't work if that's fuzzy. A resume is a condensed, portable way to show professional experience: what roles you held, what you did in them, in what order. That's a real job, and the resume does it. It was never built to show what someone values, what motivates them, how they hold up under real pressure, or how they actually think. That's not a failure of the format. It's just outside what the format was ever asked to do.
The problem isn't that the resume does its job badly. It's that hiring exists to answer a bigger question than a resume can ever hold, and nothing has stepped in to answer the rest of it either.
Discovery Isn't Guaranteed
The obvious answer to all of this is: that's what interviews are for. And sometimes it's true. A real conversation can surface the person a resume never could. But it's worth being honest about how often that actually happens, because it isn't automatic, and treating it like it is is its own mistake.
Interviews aren't naturally two-sided, whatever the advice articles say. You're being evaluated, sometimes something closer to interrogated, by someone who needs to be convinced, under real time pressure, while you're stressed in a way that measurably changes how you come across. The research backs this up directly: stress degrades how a candidate performs independent of who they actually are, and interrogation-style questioning pushes people toward rehearsed, guarded answers instead of anything real. There's even research showing unstructured interviews, the kind most companies actually run, can hurt hiring decisions rather than help them, because the interviewer's gut impression feels reliable and usually isn't.
So the real person doesn't always show up. Sometimes the format gets in the way of the exact thing it's supposed to reveal.
Even When It Works, It Gets Thrown Away
But say it does work. Say someone gets a real conversation, gets past the stress and the performance, and the actual person comes through, more specific and more alive than anything a resume could show. Chapter 8 was built around exactly that moment.
Here's the part worth sitting with. What happens to it after?
Nowhere. It lived in that one conversation, in someone's memory of it, maybe in a few notes, and then it was gone. Say you land a job because you were great in that interview. Five years later, ask the person who hired you what specifically came through that day, and most of the time neither of you could fully reconstruct it. You've moved on to being good at the actual job. They've moved on to hiring the next person. And you, the one it was actually about, probably stopped building on whatever showed up that day the moment you didn't need to anymore. The insight existed. It just had nowhere to live once the interview ended, not in the company's memory of you, and not in your own record of yourself either.
Think about what that includes, because it's more than people assume. Someone's real values, what they'll fight for. Their actual motivations, the difference between doing a job and being genuinely pulled toward it. How they behave under real pressure, not the rehearsed answer about it. Judgment calls that never turn into a bullet point. Their range, life experience that shaped how they see problems, things that look unrelated on paper but say more about how someone actually operates than three years of job titles do. A resume's own content barely predicts job performance to begin with. This is the stuff that's missing instead, and unlike the resume, it isn't even hard to get. It shows up. It just doesn't stay.
The Assessment Industry Already Measures This
This territory isn't empty. The assessment industry, Hogan, SHL, Predictive Index, Criteria, Korn Ferry, and decades of assessment-center research, has been measuring values, judgment, and behavior under pressure for fifty-plus years. I'm not claiming to be the first person to notice that these things are measurable. What's missing isn't the measurement. It's the portability. Those assessments are employer-side, expensive, deployed late in the process, run once on a handful of finalists for a single role, and the result never leaves that hiring process. It's a gate a company builds for itself, not a profile a person owns and carries with them.
I want to be precise about what that gap is, because it's easy to hear "uncaptured" and think this data is somehow hidden or unknowable. It isn't. It surfaces readily, the moment someone actually listens. The gap is ownership, not visibility. When an employer runs an assessment, the employer keeps it. When it comes out in a real conversation, nobody structures or saves it at all, it just evaporates once the call ends. In both cases, there's no equivalent of what even a bad resume already is: a document a person owns, keeps, and reuses at the next opportunity without having to rebuild it from zero. I haven't seen a candidate-owned, continuously-enriched version of it become a standard layer anywhere yet.
"The gap is ownership, not visibility."
Self-Reported Doesn't Mean Fakeable
There's an obvious objection to a candidate-owned profile, and it deserves a direct answer instead of silence. Doesn't handing this record to the person it's about reopen the exact self-report problem this thesis started with, that you can't judge your own resume (Chapter 1)?
The honest answer is that it depends entirely on what the format is asking for. A resume and a LinkedIn profile ask for the same handful of generic fields, titles, dates, a few lines of self-description, and everyone can fill those in regardless of what's actually true underneath. That's exactly why they carry so little signal, and AI made it worse, not better: polished phrasing now costs nothing (Chapter 4).
A different kind of question doesn't have that floor. Ask someone what they're most proud of, and some people have a specific, textured answer, and some people don't have one at all. That gap is real, and it's information a checkbox field can never produce. A Storyboard is built the same way: from real external anchors, not adjectives about yourself. Media coverage, being quoted or interviewed. A body of writing, posts and articles, accumulated over years, not drafted the night before an application. Specific, checkable outcomes.
AI can help someone write a more polished paragraph. It can't manufacture a television appearance you were never on, an article that never quoted you, or two years of consistent public writing you never wrote. It can't delete a real track record, and it can't invent one from nothing either. That's the actual difference between a resume and a Storyboard. Not who owns the file. What the file is built out of.
I'd be lying if I said this makes the format permanently ungameable. The same forces flattening resumes will eventually come for open-ended formats too, and staying ahead of that is an ongoing job, not a solved one. But "harder to fake today, by design" is a real, meaningful difference from a resume. It isn't just hoping people report on themselves honestly.
Nobody's Going to Build This For You Yet
Until something does, this isn't just a design problem for someone else to solve. It's a real, practical reason for you to stop waiting and start owning it yourself, whether you're actively job hunting right now or not.
No employer is going to hand you a portable file of your own values, judgment, and range when they let you go, or when you move on to something else. No platform has fully built it yet either. That means the only party positioned to accumulate this proof over time is the person it's actually about, regardless of what job they currently hold or how long they've held it. If you're employed right now, comfortably, this applies to you too, maybe especially to you, because you have the runway to build it before you ever need it.
It also travels further than most people give it credit for. Most hires still start with someone who already knows you, a referral, a warm intro, not a cold application, and referrals convert far better than a cold application even when that channel routinely gets lost anyway. A person can vouch for you with words alone, but the moment they can also hand the person they're vouching to something real, an Impact Page, a body of work, the intro stops being just a nice word and starts being evidence. Proof of work doesn't only help you apply cold. It's what makes a warm intro actually land.
That's a real part of what a personal brand is for, and it's not vanity. A website, a body of work, a running record of the real decisions you made and what they taught you, built over years, not assembled in a panic the week you need it, is the closest thing to a candidate-owned profile that already exists today. Nobody is coming to build it for you. And it's not only that no one else will keep this record, it's that even you tend to stop. The interview that got you the job fades from your own memory almost as fast as it fades from the interviewer's, because once you don't need it anymore, nothing forces you to keep building on it. Whether you're a job seeker right now or a fully employed person who hasn't thought about this in years, the move is the same: start now, add to it as you go, and don't wait until you're desperate to have something to show. More on exactly how, in Chapter 13.
This Runs Into Real Regulation, And Should
Capturing this layer at all runs straight into real regulation, and it should. I practiced law for five years before leaving the profession, so I'd rather be precise than vague about what applies.
Two different laws, doing two different jobs. New York City's Local Law 144 doesn't ban any category of data. It requires any automated tool that scores or recommends candidates to pass an independent bias audit on outcomes, race and gender specifically, every year, with the results made public. You could legally build a tool that assesses values and motivation under this law, you'd just have to audit it and say so. GDPR is the one that actually restricts categories, and it's narrower than people assume: political opinions and religious or philosophical beliefs, specifically, plus trade union membership, health, sexual orientation, and racial or ethnic origin. General motivation and values constructs, the kind Hogan's own commercial assessment already measures under the name Motives, Values, Preferences, aren't automatically restricted. They only become sensitive if they shade into someone's politics or faith specifically, which is why "what they'll fight for" has to be asked carefully, not why it can't be asked at all.
Consent covers whether someone agreed to be evaluated. It does nothing to protect a company if the evaluation itself produces a biased outcome. Those are two different problems with two different fixes, and treating consent as if it solves both is exactly the mistake that gets systems like this in trouble.
What Responsible Actually Looks Like
The profile belongs to the candidate, not to any one company that happens to look at it. What a company gets is scoped access, for this hire, this decision, and nothing beyond it.
A job seeker isn't agreeing to be profiled forever by every employer who ever considers them. They're agreeing to let one company see what's relevant for one specific reason, finding a role, and once that's resolved, hired or not, that company's access ends. What stays is the person's own copy, theirs to add to, export, or delete entirely, on their own timeline.
If the law hasn't fully caught up to what a model like this could look like, that's normal, it rarely does. That's not a reason to build carelessly. It's a reason to build toward the stricter version now, on purpose.
The Real Reframe
The reframe I want to leave you with is this. The dominant hiring infrastructure today is still built to capture the wrong layer. Job titles, keyword matches, years of tenure, the inputs an ATS can parse and score in an instant. Meanwhile the layer that actually shows who someone is, the one Chapter 8 showed exists and comes out the moment someone truly listens, has no home in that infrastructure.
Need over paper cuts both ways, and this is the second edge of it. On the hiring side, it means defining the real problem, and the actual function it requires, instead of letting a title stand in for both. On this side, it means the real person instead of the document standing in for them. Same principle, both ends of the same exchange, and paper is winning at both ends.
It's not that this data is hard to get. People will tell you, at length, the moment you ask a real question and actually wait for the answer. It's that nothing exists to catch it, structure it, and hand it back to the person it describes.
Once you see it that way, the whole shape of the problem changes. This isn't a story about writing better resumes, or training recruiters to be more patient, useful as both might be. It's a story about a category of human data that has been measured before, by the assessment industry, but never captured in a form the person actually owns and carries with them. Whoever finally builds that isn't writing a better resume, or a better assessment. They're building the first version of this layer that belongs to the candidate instead of the employer.
That's the asset. What's missing isn't a better way to see people, real conversation already does that, imperfectly, inconsistently, but really. What's missing is a way to keep what gets seen. The next chapter is about what it takes to build for that.
Sources
- Impact Of Stress On Candidate Performance In A Job Interview. Stress measurably degrades interview performance independent of a candidate's actual ability.
- Kausel, Culbertson & Madrid, "Overconfidence in personnel selection," Organizational Behavior and Human Decision Processes. Unstructured interview impressions can actively hurt hiring decisions, not just fail to help.
- Hogan, SHL, Predictive Index, Criteria, Korn Ferry, and 50+ years of assessment-center research — established measurement of values, judgment, and behavior under pressure, run by employers, for employers. Hogan's own product line includes one named Motives, Values, Preferences.
- NYC Local Law 144. Requires a public bias audit for automated scoring tools but doesn't restrict data categories.
- GDPR Article 9. Restricts specific categories (political opinions, religious belief, health, and a few others), not general values/motivation constructs.
Q&A
Do interviews always reveal who someone actually is?
No, and it's a mistake to assume they do. Interviews aren't naturally two-sided: candidates are evaluated under real stress and time pressure, which measurably changes how they come across, and unstructured interviews, the kind most companies actually run, can hurt hiring decisions rather than help them.
Is it even legal to assess someone's values or motivation in hiring?
Generally yes. NYC's Local Law 144 requires a public bias audit for automated scoring tools, it doesn't ban input categories. GDPR restricts specific categories, political opinions, religious beliefs, health, and a few others, but general motivation and values constructs aren't automatically included; assessment companies already measure them commercially today.
What does "uncaptured data" mean in hiring, and why hasn't it been captured before now?
It's the layer a resume never asks about, values, judgment, how someone handles pressure, real motivations, formative life experience. I'm not claiming this layer determines who'll succeed in a role, that's a question for psychologists, not this thesis. What I am pointing at is narrower and still real: resume content itself captures very little of a person to begin with, this richer layer has been measured by the assessment industry for fifty-plus years, and none of it is hard to get, people reveal it readily in a real conversation. What's missing isn't the measurement. It's that hiring infrastructure was built around what's easy to parse, resumes, titles, keywords, and assessment tools that do measure this richer layer have always been run and owned by the employer, for one hire, never handed back to the person it describes.