Hegel Knew: We Judge the Climb, Not the Summit
A study published in Nature Human Behaviour by Kyle J. LaFollette, Doroteja Rubez, Heath A. Demaree, and Amit Goldenberg ran racing diffusion models on 115,601 IAT sessions across 39 topics and found that IAT scores mostly reflect conscious response caution â a strategic decision to slow down and prioritize accuracy over speed â not automatic mental association at all. Thatâs a direct hit against the assumption the Implicit Association Test was built on: that a hidden bias lives beneath your conscious opinions, a truer, automatic self that a few thousand sorting trials can catch before it has time to lie to you. Jean-Paul Sartre spent Being and Nothingness (1943) arguing there was never a hidden, fixed self dictating your behavior from below consciousness in the first place. He wasnât being contrarian. He was describing exactly the kind of thing this study just measured.
| Question | What we found |
|---|---|
| What was studied? | Whether IAT scores (D-scores) reflect automatic associative memory, as long assumed, or something more deliberate |
| Who ran it? | Kyle J. LaFollette, Doroteja Rubez, Heath A. Demaree, and Amit Goldenberg â Case Western Reserve University and Harvard University |
| Where and when? | Nature Human Behaviour, covered by PsyPost on September 15, 2026 and Chicago Booth Review |
| Sample size | 115,601 IAT sessions across 39 topics (race, age, sexuality, politics, economic systems, and more) |
| The method | Racing diffusion models, which split reaction time into decision ease, response caution, and non-decision time |
| The twist | Response caution â a conscious tradeoff of speed for accuracy â explained significantly more variance in D-scores than decision ease, the automatic component the test was designed to isolate |
| What mattered most | Response caution also best predicted peopleâs own explicitly reported biases â better than the âautomaticâ component did |
| What Sartre already argued | In Being and Nothingness (1943), thereâs no fixed unconscious self dictating behavior beneath conscious control. Consciousness is radically free, and even reactions that look automatic are choices youâre responsible for |
The Quick Version
A 2026 study of 115,601 Implicit Association Test sessions across 39 topics found that scores are driven mainly by response caution â a conscious decision to slow down and be careful â not by the automatic, unconscious associations the test claims to reveal. Sartre argued in 1943 that the whole idea of a fixed hidden self pulling the strings beneath your awareness doesnât hold up. What looks automatic is still something youâre doing, and doing means youâre responsible for it.
The Implicit Association Test asks you to sort words and images into categories as fast as you can â pleasant words with one group, unpleasant words with another, over and over, with the pairings swapped partway through. The idea, going back to the testâs origins in the 1990s, is that youâll be faster when the pairing matches an association already wired into your head, and slower when it doesnât. That speed gap becomes your D-score. Faster on the âcompatibleâ block than the âincompatibleâ one, and the test infers a hidden preference â one you might not endorse, or even know about.
LaFolletteâs team didnât run a new experiment so much as re-examine the reaction-time data thatâs been piling up for decades, using a tool built to pull that data apart more carefully. A racing diffusion model doesnât just clock how long a response took. It decomposes the process into separate pieces: how much evidence you needed before committing to an answer (response caution), how easily that evidence pointed toward one option over the other (decision ease, the piece closest to what âautomatic associationâ is supposed to mean), and time thatâs just mechanical â reading the word, moving your hand.
Run across 115,601 sessions and 39 different topics, the pattern held with unusual consistency: response caution explained more of the variance in D-scores than decision ease did. People werenât mostly struggling to sort words because of a conflict buried in memory. They were mostly choosing, session by session and block by block, how much accuracy to demand of themselves before answering â and that choice, not the automatic pull of association, is what the score was largely tracking.
The detail that should worry anyone who treats the IAT as a diagnostic instrument: response caution also did a better job predicting what people said their own attitudes were â their explicit, self-reported biases â than decision ease did. The piece of the score thatâs supposed to be irrelevant noise turned out to be the piece most connected to what people actually, consciously believe about themselves. As LaFollette put it in PsyPostâs coverage, âIAT scores arenât as simple as theyâre often made out to be. In short, an IAT score reflects a blend of factors, and part of that blend is more deliberate than the âimplicitâ label suggests.â
Two people can post the identical D-score for entirely different reasons. One might be experiencing something closer to the genuine associative conflict the test was designed to catch. The other might just be a careful test-taker â someone who, on this topic, decided accuracy mattered enough to slow down for. Same number. Different story. The test, as currently scored, canât tell you which one youâre looking at.
Jean-Paul Sartre wrote Being and Nothingness in 1943, and a good chunk of its early sections are a direct argument against Freudâs model of the mind â the Conscious, the Preconscious, the Unconscious, or later, the Id, Ego, and Superego. Sartreâs objection wasnât squeamishness about the unconscious as a concept. It was structural. Freudâs model, he argued, tries to explain self-deception â how a person can lie to themselves â by splitting the mind into a part that knows the truth and hides it (the unconscious) and a part that gets lied to (the conscious ego). But that just relocates the problem. Something in you still has to know the truth well enough to hide it from the rest of you, and that something is doing exactly the deceiving that the unconscious was supposed to explain away. Sartre thought this was less an explanation than a shell game â pushing the mystery one level down and calling it solved.
His alternative, laid out through the concept of bad faith (mauvaise foi), was that consciousness isnât split into a knowing part and a deceived part at all. Itâs one thing, radically free, and what looks like an automatic reaction beneath your control is still, structurally, something you are doing. Not a fixed trait being revealed. An ongoing choice, renewed moment to moment, that you can fail to notice youâre making â but a choice all the same. This site has covered bad faith before: the waiter who performs âwaiterâ so completely he treats it as his essential nature, rather than a role heâs continuously choosing to inhabit.
The IAT was built on something close to the Freudian model Sartre spent his career arguing against â a fixed unconscious attitude, sitting beneath awareness, that the testâs timing mechanism catches red-handed before the conscious mind can intervene. LaFolletteâs study didnât set out to test Sartre. It set out to test a psychometric assumption using diffusion modeling. But what it found â that the score everyone read as âyour hidden self, unfilteredâ turns out to be driven mainly by a conscious strategic choice about how carefully to respond â is close to a live demonstration of Sartreâs argument. There wasnât a hidden thing being revealed underneath the response time. There was a person deciding, in real time, how much caution this particular sorting task deserved.
The connection here isnât that Sartre predicted diffusion modeling â he didnât, and it would be a stretch to pretend a 1943 phenomenology book anticipated a specific psychometric finding eighty-three years later. The connection is narrower and, I think, more interesting: both the study and the philosophy are pushing back on the same assumption from different directions. The assumption is that thereâs a truer, more automatic version of you sitting underneath your conscious responses, and that if you can just get fast enough or clever enough in your measurement, youâll catch it before it composes itself into something presentable.
LaFolletteâs team found that the measurement everyone trusted to catch that hidden self mostly caught something else: a conscious decision about how much evidence to gather before answering. Sartre argued that the hidden self was never going to be there to catch, because consciousness doesnât work by hiding a truer self in a locked room and sending out a manicured spokesperson. It works by choosing, continuously, including choosing not to look closely at what itâs choosing. Thatâs not the same claim as ânobody has biasesâ or âstereotypes donât shape behaviorâ â the siteâs own coverage of implicit bias research elsewhere doesnât make that argument and neither does this study. Itâs a narrower, sharper claim: the specific instrument built to catch bias operating below conscious control turns out to be substantially measuring something operating quite close to conscious control. Caution is a strategy. Strategies are chosen.
The piece on akrasia â acting against your own better judgment â draws a related distinction worth bringing in here. Akrasia is knowing what you should do and failing to do it. Bad faith is refusing to acknowledge that youâre doing anything at all, recasting a choice as a fixed fact about who you are. The old reading of IAT scores leaned toward treating bias as something closer to a diagnosis than a choice â a number revealing what you secretly are, independent of anything youâre doing on purpose. That framing has its own kind of bad faith built into it, just distributed at the level of an entire testing paradigm rather than one personâs self-story: it lets both the test-taker and the institutions using the test treat the number as a revealed fact about an unconscious self, rather than as a measurement partly constructed by a conscious act the test wasnât designed to isolate.
The post on Rawls and self-respect covered a different 2026 study where a psychological state â depression â changed what people could consciously perceive as fair, without their awareness that perception had shifted. Thatâs a genuinely different mechanism from whatâs happening here. But both studies share a caution worth stating plainly: measuring a number and confidently narrating whatâs happening beneath it are two different acts, and itâs easy to let the second one run ahead of what the first one actually supports.
This study doesnât show implicit bias is fake, that stereotypes donât shape behavior, or that the IAT measures nothing real. It shows that the specific mechanism long assumed to explain D-scores â automatic associative memory â explains less of the variance than a conscious process the test wasnât designed to isolate. Those are different claims, and collapsing them would be its own kind of overreach in the other direction.
Itâs also worth being precise about what âresponse cautionâ is and isnât. Itâs not the same as consciously endorsing a bias, or deliberately manipulating your score. Itâs a general strategic setting â how much accuracy you demand of yourself before answering â that can shift based on the topic, your mood, how tired you are, or how much the topic feels like it matters to get right. The study found this factor predicts explicit attitudes better than decision ease does. It didnât find that people are secretly aware of manufacturing their IAT results in real time.
And Sartreâs argument, useful as the resonance is here, was not built as a psychometrics critique. Being and Nothingness is a work of phenomenological ontology, concerned with the structure of consciousness and freedom generally, not with the internal validity of a specific reaction-time test invented five decades after his death. The honest version of this piece says the two are describing something structurally similar â a rejection of the idea that a fixed, hidden mental layer explains what looks automatic â without claiming Sartre foresaw diffusion modeling of IAT data. He didnât need to. He was arguing against the shape of that assumption wherever it showed up, in whatever century it showed up in.
If youâre working through your own biases â implicit, explicit, or somewhere in between â a single test score, old model or new, was never going to settle the question on its own. That work is closer to what Sartre would call an ongoing project than a diagnosis you receive once and carry around as fact.
Neither LaFolletteâs team nor Sartre wrote a self-help program, but the shared shape of what theyâre pointing at suggests something specific to try.
The IATâs appeal was always partly about relief â the promise that a number could finally settle an anxious, recursive question (am I secretly biased?) that ordinary introspection canât seem to close. Sartre would have found that appeal familiar, and worth suspecting for exactly that reason. He thought the wish for a fixed, discoverable self â good or bad, biased or clean â was itself a form of bad faith. Itâs the wish to be a thing, an inkwell, something with a settled nature you could look up rather than a project youâre continuously choosing and answerable for.
What LaFolletteâs team found doesnât hand you the diagnostic certainty the test seemed to promise. It hands you something closer to what Sartre was arguing for all along: even the reactions that feel fastest and most automatic are still, structurally, yours. Not a hidden verdict revealed. An ongoing choice, most of it unexamined, waiting for exactly the kind of attention you just gave it by reading this far.
This post discusses a 2026 psychology study and a classical work of existentialist philosophy. It isnât a diagnosis of anyoneâs biases or a substitute for the harder, ongoing work of examining them. If questions about bias or discrimination are affecting your relationships, workplace, or wellbeing, a therapist or diversity-focused professional can help in ways a philosophy essay canât.