Episode 26 · 19 minutes

Thinking, Fast and Slow

by Daniel Kahneman, 2011

Two systems, the biases a manager meets in practice, substitution, and the chapter whose evidence the author later said was weaker than he had believed. Substitution run through hiring and evaluation. For neurodivergent leaders: structured interviews and work samples are an accessibility measure arrived at for entirely different reasons, and they beat the loose conversation that rewards a fluent performance.

The argument,
and the pushback

The argument is the author's, stated at full strength. The three readings below are Stoar's, lifted from what the episode says on air. Logan Williamson, LPC, approves every script.

What the book argues
The mind runs two modes, one fast and automatic and one slow and effortful, and the fast one is generating most of your judgments. It is very good, and it is wrong in predictable ways you cannot introspect your way out of.
Where it holds up
The core has replicated widely: anchoring, availability, loss aversion, the planning fallacy and overconfidence. Prospect theory is a foundational result and the reason Kahneman received the Nobel prize in economics in 2002. Two tools in here are worth more than the whole catalogue of biases. Substitution, where a hard question is quietly swapped for an easy one that has an answer to hand. And the premortem, which he takes from Gary Klein: state that it is a year later and the project has failed completely, then have everyone write down why, which turns a prediction nobody wants to volunteer into an explanation, where being specific earns credit rather than costing it. Weigh it as the best grounded book on this shelf, and still a popular book rather than peer reviewed research.
What we would push back on
Its author pushed back first, which is rare enough to be the most credible passage in it. In 2017 Kahneman wrote publicly that the chapter on priming had placed too much faith in studies too small to carry it, and that the effects could not be as large as the chapter suggested. Ego depletion, the idea that self control draws down a limited resource, is in the book and has had serious replication trouble. The two systems are a narrative device and he says so on the page, which has not stopped a decade of readers drawing them as two boxes in a brain. And his own position on the remedy deflates more of the book than most readers notice: knowing about these effects does not protect you from them, he said he had not improved his own intuitions, and the fix is to design the decision process rather than to ask people to think harder.
If you or your team think differently
Substitution is the mechanism underneath most of what goes wrong in hiring. The hard question, will this person do the job well, needs evidence nobody in the room has, so the mind answers an easier one. Did the conversation feel comfortable. Did they seem confident. Do they remind me of someone who worked out. The answer arrives feeling like a judgment, and the confidence comes from the story hanging together rather than from being right, which is how a candidate who does not produce familiar social signals gets filtered out by an interviewer who would sincerely deny doing any such thing. Kahneman's own answer is structure: criteria fixed before you meet anyone, each dimension scored on its own from factual questions instead of as one impression. That is the most effective single change an organization can make for autistic candidates, and it was arrived at purely for accuracy.

Transcript

The whole episode in text, 100 lines. Miles and Nora are synthetic voices reading a script approved by Logan Williamson, LPC.

Read the full transcript

Miles: A bat and a ball cost one dollar and ten cents together. The bat costs one dollar more than the ball. How much does the ball cost?

Miles: Almost everyone's first answer is ten cents. It's wrong. If the ball were ten cents the bat would be a dollar ten and the total would be a dollar twenty. The ball costs five cents.

Miles: More than half of the students at several elite universities got that wrong. The interesting part isn't the error. It's that the wrong answer arrives instantly and feels correct, and the right one requires you to stop and check.

Miles: Today: Thinking, Fast and Slow, by Daniel Kahneman. In two sentences: the mind runs two systems, one fast and automatic and one slow and effortful, and the fast one is generating most of your judgments. It's very good, and it's wrong in predictable ways you can't introspect your way out of.

Miles: Sixty Books. Presented by Stoar Consulting and Coaching.

Miles: Sixty Books, day twenty six, Miles with you. The arrangement doesn't change: one book a day, sixty in all, out of the last hundred years of management writing. Each of them gets read twice over, once for leaders and teams who think differently, and once for a job that now has AI doing a share of it. Nora's arriving with the research.

Miles: Nora, yesterday ended on a judgment that felt like an assessment and wasn't one. Today we get the machinery behind that.

Nora: We do, and it's the most decorated book on the shelf. Its author won a Nobel prize in economics, which is remarkable for a psychologist who never took a course in economics. He's also the only author in this run who published a correction of his own chapter, in public, and that's the most candid thing I've read on this whole shelf.

Miles: Then we'll get to the correction, because it changes how you read the rest.

Miles: Two systems.

Nora: System one is fast, automatic, associative, and effortless. It reads emotion on a face, completes familiar phrases, drives on an empty road. System two is slow, deliberate, effortful, and lazy. It does multiplication, fills in tax forms, and checks system one's work when it can be bothered.

Miles: Huh.

Miles: And he's clear these aren't real brain parts.

Nora: Explicitly. They're a narrative device for describing two modes of processing, and he says so in the book. That hasn't stopped a decade of people drawing them as boxes.

Miles: The biases.

Nora: Dozens, and the useful ones for a manager are a handful. Anchoring, where an initial number contaminates a later estimate even when it's obviously arbitrary. Availability, where you judge probability by how easily examples come to mind, which is why people fear the vivid and ignore the common.

Miles: Loss aversion.

Nora: From prospect theory, the work that won the prize, developed with Amos Tversky. Losses loom larger than equivalent gains, roughly by a factor of two. Which explains why organizations defend existing arrangements far harder than they pursue better ones.

Miles: And the substitution idea.

Nora: The one I'd keep if I kept nothing else. Faced with a hard question, the mind quietly swaps in an easier one and answers that instead, without noticing. How likely is this project to succeed becomes how confident does the person presenting it seem. You've answered a question. It wasn't the question.

Miles: Right.

Miles: What's WYSIATI?

Nora: What you see is all there is. His name for the fact that system one builds a coherent story out of whatever information is present and doesn't register what's missing. Confidence comes from the coherence of the story, not from the amount of evidence, which is why people are most certain when they know least.

Miles: And the planning fallacy.

Nora: Systematic underestimation of time and cost, robust across domains and decades. His remedy is the outside view: instead of reasoning from your specific plan, find the distribution of outcomes for similar projects and start there.

Miles: And the man who wrote it.

Nora: Daniel Kahneman, born nineteen thirty four in Tel Aviv, raised partly in occupied France, where his family hid from deportation and his father died shortly before liberation. He served in the Israeli army as a psychologist, designing selection systems, and that work turns up in the book as one of his earliest encounters with the limits of expert judgment.

Miles: And the partnership.

Nora: With Amos Tversky, one of the most productive collaborations in the history of psychology. Tversky died in nineteen ninety six. Kahneman received the Nobel prize in two thousand two, and has been consistent that the work was joint. He died in twenty twenty four.

Miles: Two more ideas before the reckoning, because managers use both.

Nora: The remembering self and the experiencing self. His finding is that our memory of an episode is dominated by its peak and its ending rather than by its duration, which he demonstrated with genuinely uncomfortable experiments on pain. And that we make decisions using the remembering self, which is a poor historian.

Miles: And the application.

Nora: Endings carry disproportionate weight. A meeting, a project, a working relationship, gets remembered largely by how it finished. Which is worth a leader knowing on the day they run five minutes over and skip the close.

Miles: And the second idea.

Nora: The premortem, which he takes from Gary Klein. Before committing to a plan, assemble the team, state that it's a year later and the project has failed completely, and have everyone write down why. It works because it converts a prediction task, where nobody wants to be the pessimist, into an explanation task, where being specific is socially rewarded.

Miles: And that's reachable in a way most pushback isn't.

Nora: Written, independent, and everybody does it at the same moment, so raising a concern isn't an act of individual dissent that costs standing. It's the best device for getting a worry into the room that we've found in this whole series, and it takes ten minutes.

Miles: Sure.

Miles: Now the reckoning, and this is the unusual part.

Nora: The author told us himself. The chapter on priming, the research suggesting that subtle cues can substantially influence subsequent behaviour, was hit hard by the replication crisis. In twenty seventeen, Kahneman wrote publicly that he had placed too much faith in underpowered studies and that the chapter's evidence was weaker than he'd believed.

Miles: A Nobel laureate saying chapter four of my book overstated the case.

Nora: And he went further, saying he'd known all he needed to know, since his own early paper with Tversky warned against trusting results that were statistically significant but based on small samples. It's the most credible passage in the book, and it's a correction.

Miles: What else is contested?

Nora: Ego depletion, the idea that self control draws on a limited resource that gets used up, features in the book and has had serious replication difficulty. Some of the specific effect sizes across the behavioural economics literature have shrunk under scrutiny.

Miles: And what has survived?

Nora: The core is robust. Anchoring, availability, loss aversion, the planning fallacy, and overconfidence have all replicated widely. Prospect theory is a foundational result. The two systems framing is a metaphor and not a finding, and it's still a useful one.

Miles: And the practical limit.

Nora: On debiasing, his published position was blunt. He said repeatedly that knowing about these effects doesn't protect you from them, that he hadn't improved his own intuitive judgments, and that the realistic remedy is organizational rather than personal. Design the decision process; don't expect people to think their way out.

Miles: Which tier?

Nora: The most rigorously grounded book on this shelf, and it's still a popular book and not peer reviewed research. A chapter its own author disowned, and an unusual amount of plain speaking about what it doesn't solve.

Miles: Now the turn.

Nora: Start with substitution, because it's the mechanism behind almost every hiring and evaluation problem this series has described.

Miles: Go on.

Nora: The hard question is will this person do the job well. That requires evidence you don't have. So the mind swaps in an easier question that has an immediate answer. Did this conversation feel comfortable. Did they seem confident. Do they remind me of people who worked out.

Miles: And the answer feels like an assessment.

Nora: It feels like judgment, and it arrives with confidence, and the confidence comes from the story hanging together rather than from its accuracy. That's culture fit, described mechanically. And it's why the person who doesn't produce familiar social signals gets filtered out by an interviewer who'd sincerely deny doing any such thing.

Miles: We met that in episode nine.

Nora: The naturalness bias, where experts preferred the performer described as a natural while stating they valued hard work. Same structure. Stated criterion, substituted criterion, no awareness of the swap.

Miles: What does a leader do about it?

Nora: Kahneman's own answer, which isn't think harder. It's structure. Decide the criteria before you see the candidate. Score dimensions separately rather than forming a global impression. Use work samples, which put the real question back in place of the substituted one. He used a version of it in the army, scoring traits one by one from factual questions, and the sum beat the interviewers' impressions.

Miles: And that structure is also an accessibility measure.

Nora: Precisely, and neither he nor anyone in that literature would describe it that way. A structured interview with predefined criteria and a work sample is the single most effective change an organization can make for autistic candidates, and it was arrived at purely for accuracy.

Miles: What about the biases themselves, in our context?

Nora: Two things. First, availability. When a manager thinks about how a neurodivergent employee is performing, the instances that come to mind most easily are the vivid ones, which are usually the difficulties. A person can have a strong quarter and one memorable bad afternoon, and the afternoon dominates the impression.

Miles: And the fix is a record.

Nora: Written contemporaneous notes on outcomes, which is what episode three's time log did for time. Memory isn't the instrument you think it is.

Miles: And the second thing.

Nora: The planning fallacy, which lands with extra force on anyone with a variable relationship to time. Everybody underestimates. If your internal sense of duration is unreliable as well, the errors compound. His outside view remedy applies directly: stop estimating from the plan and start estimating from your own history of similar tasks, which requires having kept a record of it.

Miles: Is there a flip side?

Nora: One worth naming carefully. Some autistic cognition shows less susceptibility to certain framing effects in laboratory studies, meaning decisions stay more consistent when the same choice is put in different wordings. That's an intriguing finding rather than a settled one, and I wouldn't build a claim on it. But it's a reminder that the biases in this book aren't universal constants.

Miles: Now AI.

Nora: The obvious framing is that these tools are a system two prosthetic, and I think that's exactly half right.

Miles: The half that's right.

Nora: They're tireless where system two is lazy. Checking a number, running the outside view by asking how long projects like this usually take, generating the disconfirming case. That's effortful work humans skip, and the skipping is the whole problem.

Miles: And the half that's wrong.

Nora: These systems produce fluent, coherent, confident output, which is precisely the signature that gets system one to accept something. His what you see is all there is applies at full force: a well written answer that leaves out a crucial consideration doesn't feel incomplete. It feels finished.

Miles: So the risk isn't that it's wrong.

Nora: Yeah. The risk is that it's wrong in the most persuasive format available, and that the reader's fast system won't flag it, because coherence is the only signal that system has.

Miles: There's an anchoring problem in here too.

Nora: A serious one, and it's the bias in this book I'd worry about most in daily use. Ask for an estimate and a number comes back instantly. That number is now the anchor for every figure that follows, including yours, and the book's own finding is that an anchor works even when you know it was arbitrary. A first draft is an anchor with paragraphs around it.

Miles: So what protects you?

Nora: Write your own number down before you ask. It costs you a moment, and it's the difference between using the thing and being led around by it.

Miles: And the premortem, given all that.

Nora: Run it on the output, not just on the plan. It's a year from now and following this answer went badly, tell me why. That's the same conversion the premortem makes, a prediction turned into an explanation, and it's the one prompt I'd teach before any other.

Miles: And the practical rule.

Nora: Use it for the disconfirming half. Ask what would have to be true for this to be wrong, and what a competent critic would say. That's the job it does that human system two reliably refuses to do.

Miles: Anything else before we finish.

Nora: The fixed caution on all of this now runs after the close, word for word the same every time, so it doesn't rely on me remembering to say it.

Miles: Then give me the book's last word.

Nora: He said the remedy is organizational rather than personal, and that's the sentence to carry out of here. Put the check into the process instead of into the reader, because the fast system is never going to ask for it.

Miles: That's Thinking, Fast and Slow.

Miles: Next time: Think Again, by Adam Grant, and the argument that the most valuable skill left is a willingness to be wrong on purpose.

Nora: After a book whose author rewrote his own chapter, that's the right one to follow with. I'll see whether Grant does it himself.

Miles: Nora, that was worth the wait.

Nora: I'll have finished it by then.

Miles: Read it, or don't. We did.

Miles: The credit for Sixty Books goes to Stoar Consulting and Coaching. Logan Williamson is a Licensed Professional Counselor in Texas and Louisiana. Consider this episode education about a book, made for the people who run teams and the people on them. It coached nobody, it counseled nobody, and it passed no judgment on you.

Nora: Every claim we made has a citation waiting on the episode page, right there with the transcript. And tomorrow, book twenty seven.

Miles: The part after the music. Miles and Nora are both generated voices. Neither voice belongs to a person, neither one is licensed, and nothing said here was pointed at you. AI has a hand in writing each script; Logan Williamson, a Licensed Professional Counselor in Texas and Louisiana, at Stoar Consulting and Coaching, then edits it and puts his name to it.

Nora: And one note about the AI segment. The evidence that these tools help neurodivergent people at work is early. There are controlled trials now, but they measure things like conversation skill rather than how a job actually goes, and for work itself most of what exists is individual providers reporting success. So take it as promising and not proven. The tools also get rebuilt every few months, so whatever you set up today is built on something that moves.

Sources

The claims in this episode, in the order they come up, with where each comes from. These were sourced after the episode was published, and a claim we could not trace to a source is left off rather than guessed at. 26 claims. Studies in psychology and medicine were checked on PubMed; everything else against the publisher, the paper or the original record.

See the sources
  1. A bat and a ball cost a dollar ten together and the bat costs a dollar more than the ball; the answer that comes to mind first, ten cents, is wrong, and the ball costs five cents.

    Frederick, S. (2005). Cognitive reflection and decision making. Journal of Economic Perspectives, 19(4), 25-42. DOI: 10.1257/089533005775196732 . Abstract checked on the American Economic Association record, https://www.aeaweb.org/articles?id=10.1257/089533005775196732 .

    Kahneman, D. (2011). Thinking, Fast and Slow. Farrar, Straus and Giroux. ISBN 9780374275631. 498 pages. Bibliographic details from the encyclopedia record, https://en.wikipedia.org/wiki/Thinking,_Fast_and_Slow .

  2. More than half of the students tested at Harvard, MIT and Princeton gave the intuitive wrong answer, and at less selective universities more than 80 percent did.

    Kahneman (2011), as in item 1, reporting Frederick's data. Quoted in Manji, I. (2012, 15 May). "Are You Smarter Than a Harvard Student?" Spear Education, https://www.speareducation.com/resources/spear-digest/are-you-smarter-than-a-harvard-student/ , and summarised in Bessis, D., "Thinking fast, slow, and super slow," https://davidbessis.substack.com/p/thinking-fast-slow-and-super-slow .

  3. The book in two sentences: the mind runs a fast, automatic system and a slow, effortful one; the fast one produces most judgments, works well, and errs in predictable ways that looking inward does not fix.

    Kahneman (2011), as in item 1. Excerpt published by Scientific American, "Of 2 Minds" (book excerpt), https://www.scientificamerican.com/article/kahneman-excerpt-thinking-fast-and-slow/ .

  4. Kahneman won the Nobel prize in economics in 2002, and he had never taken a course in economics.

    The Daily Princetonian (2002, October), "Kahneman wins Nobel Prize in economics for behavioral study," https://www.dailyprincetonian.com/article/2002/10/kahneman-wins-nobel-prize-in-economics-for-behavioral-study : "he has never taken a course in economics," and the prize citation, "for having integrated insights from psychological research into economic science."

    Daniel Kahneman, encyclopedia record, https://en.wikipedia.org/wiki/Daniel_Kahneman , which also records that he never took an economics course.

  5. System 1 is fast and automatic: it detects hostility in a voice, completes familiar phrases and drives a car on an empty road. System 2 is slow and effortful: it fills out a tax form, works through a sum like 17 times 24, and checks a complex argument. The book's chapter on System 2 is titled "The Lazy Controller."

    Kahneman (2011), as in item 1, chapter 1, lists of System 1 and System 2 activities, as reproduced in the Scientific American excerpt in item 3.

    LitCharts summary of part 1, chapter 3, https://www.litcharts.com/lit/thinking-fast-and-slow/part-1-chapter-3 .

  6. The two systems are not parts of the brain; the book calls them fictitious characters.

    Kahneman (2011), as in item 1, in the Scientific American excerpt in item 3: Systems 1 and 2 are "fictitious characters," and "there is no one part of the brain that either of the systems would call home."

  7. Anchoring is the pull of an initial number on a later estimate; availability is judging how likely something is by how easily examples come to mind.

    Tversky, A., & Kahneman, D. (1974). Judgment under uncertainty: Heuristics and biases. Science, 185(4157), 1124-1131. PMID: 17835457. DOI: 10.1126/science.185.4157.1124 . Checked on PubMed 2026-10-09.

  8. Loss aversion comes from prospect theory, developed with Amos Tversky: losses weigh more than gains of the same size, by roughly a factor of two.

    Kahneman, D., & Tversky, A. (1979). Prospect theory: An analysis of decision under risk. Econometrica, 47(2), 263 (first page as given in the DOI record). DOI: 10.2307/1914185 . Bibliographic record checked through the journal's DOI metadata.

    Brown, A. L., Imai, T., Vieider, F. M., & Camerer, C. F. (2024). Meta-analysis of empirical estimates of loss aversion. Journal of Economic Literature, 62(2), 485-516. DOI: 10.1257/jel.20221698 . Abstract via the American Economic Association record, https://www.aeaweb.org/doi/10.1257/jel.20221698 : mean loss aversion coefficient 1.955 (95 percent interval 1.820 to 2.102) across 607 estimates from 150 articles.

  9. Substitution: faced with a hard question, the mind answers an easier one in its place without noticing.

    Kahneman, D., & Frederick, S. (2002). Representativeness revisited: Attribute substitution in intuitive judgment. In T. Gilovich, D. Griffin, & D. Kahneman (Eds.), Heuristics and Biases: The Psychology of Intuitive Judgment. Cambridge University Press. Publisher record, https://www.cambridge.org/core/books/heuristics-and-biases/representativeness-revisited-attribute-substitution-in-intuitive-judgment/AAB5D933A3F944CFB5CB02265D376C8F .

    Kahneman (2011), as in item 1, where the idea is presented for general readers.

  10. "What you see is all there is": the fast system builds a coherent story from the information at hand and does not register what is missing, and confidence follows the coherence of the story.

    Kahneman (2011), as in item 1. Reader's notes quoting the book, Sivers, D., https://sive.rs/book/ThinkingFastAndSlow : "The combination of WYSIATI and associative coherence tends to make us believe in the stories we spin for ourselves."

  11. The planning fallacy is the systematic underestimation of time and cost; the remedy the book offers is the outside view, which starts from the outcomes of similar projects rather than from the plan in hand.

    Buehler, R., Griffin, D., & Ross, M. (1994). Exploring the "planning fallacy": Why people underestimate their task completion times. Journal of Personality and Social Psychology, 67(3), 366-381. DOI: 10.1037/0022-3514.67.3.366 . Full text at https://bear.warrington.ufl.edu/brenner/mar7588/Papers/buehler-et-al-1994.pdf .

    Kahneman (2011), as in item 1, chapter on the outside view, quoted in Sivers (item 10): the baseline prediction is "the prediction you make about a case if you know nothing except the category to which it belongs."

  12. Daniel Kahneman was born in 1934 in Tel Aviv and spent the war years in occupied France, where his family went into hiding; his father died of untreated diabetes in 1944, weeks before the Allied landings in France.

    Davidson Institute of Science Education, Weizmann Institute, "Daniel Kahneman: the psychologist who transformed economic thinking," https://davidson.weizmann.ac.il/en/online/sciencehistory/daniel-kahneman-psychologist-who-transformed-economic-thinking : the family went into hiding, fled to the Vichy zone and hid again; his father died "just weeks before the Allied invasion of France."

  13. Memory of an unpleasant experience is dominated by its worst moment and its ending rather than its length, shown in studies of pain.

    Redelmeier, D. A., & Kahneman, D. (1996). Patients' memories of painful medical treatments: real-time and retrospective evaluations of two minimally invasive procedures. Pain, 66(1), 3-8. PMID: 8857625. DOI: 10.1016/0304-3959(96)02994-6 . Checked on PubMed 2026-10-09.

    Kahneman, D., Fredrickson, B. L., Schreiber, C. A., & Redelmeier, D. A. (1993). When more pain is preferred to less: Adding a better end. Psychological Science, 4(6). DOI: 10.1111/j.1467-9280.1993.tb00589.x . Abstract via the Association for Psychological Science record: a 60 second immersion in 14 degree water against a 90 second one ending slightly warmer; a significant majority chose to repeat the longer one.

  14. The book holds that decisions are made by the remembering self rather than the experiencing self.

    Kahneman (2011), as in item 1, quoted in Sivers (item 10): "The remembering self is sometimes wrong, but it is the one that keeps score and governs what we learn from living."

  15. The premortem, taken from Gary Klein: before committing, the team imagines it is a year later and the plan has failed, and each person spends five to ten minutes writing down why; the method makes it safer for people with reservations to raise them.

    Klein, G. (2007). Performing a project premortem. Harvard Business Review, 85(9), 18-19. https://hbr.org/2007/09/performing-a-project-premortem : team members "assume that the project they are planning has just failed," and the method involves "making it safe for dissenters" to speak.

    Kahneman (2011), as in item 1, quoting Klein's procedure: "Imagine that we are a year in the future... The outcome was a disaster. Please take 5 to 10 minutes to write a brief history of that disaster." Quoted in Sookocheff, K., "The premortem," https://sookocheff.com/post/business/the-premortem/ , and in Sivers (item 10).

  16. The book's priming chapter is chapter four, "The Associative Machine." In February 2017 a statistical analysis of the studies it cites rated them as having low replicability, and Kahneman replied in public that he had placed too much faith in underpowered studies and that behavioural priming effects cannot be as large and robust as the chapter suggested.

    Schimmack, U., Heene, M., & Kesavan, K. (2017, 2 February). "Reconstruction of a train wreck: How priming research went off the rails." Replicability-Index, https://replicationindex.com/2017/02/02/reconstruction-of-a-train-wreck-how-priming-research-went-of-the-rails/ . Kahneman's comment of 14 February 2017 is on the comment page, https://replicationindex.com/2017/02/02/reconstruction-of-a-train-wreck-how-priming-research-went-of-the-rails/comment-page-1/ .

    Retraction Watch (2017, 20 February). "'I placed too much faith in underpowered studies:' Nobel Prize winner admits mistakes," https://retractionwatch.com/2017/02/20/placed-much-faith-underpowered-studies-nobel-prize-winner-admits-mistakes .

  17. In the same reply Kahneman wrote that the evidence for the ideas in the chapter was significantly weaker than he believed when he wrote it, that he had known all he needed to know to moderate his enthusiasm, since his 1971 paper with Tversky had warned against small samples, and that he was still attached to every study he had cited.

    Retraction Watch (2017, 20 February), as in item 18, quoting the comment: "significantly weaker than I believed when I wrote it," "I knew all I needed to know to moderate my enthusiasm," and "I am still attached to every study that I cited, and have not unbelieved them." Checked 2026-10-09.

  18. Ego depletion, the idea that self control draws on a limited resource that gets used up, is in the book and has had serious replication difficulty: a preregistered replication across 23 laboratories found an effect close to zero.

    Hagger, M. S., Chatzisarantis, N. L. D., et al. (2016). A multilab preregistered replication of the ego-depletion effect. Perspectives on Psychological Science, 11(4), 546-573. PMID: 27474142. DOI: 10.1177/1745691616652873 . Checked on PubMed 2026-10-09.

  19. Several core results have held up in large replication projects: anchoring, the patterns of prospect theory, and loss aversion, though some effect sizes came out smaller than first reported.

    Klein, R. A., Ratliff, K. A., Vianello, M., et al. (2014). Investigating variation in replicability: A "Many Labs" replication project. Social Psychology, 45(3), 142-152. DOI: 10.1027/1864-9335/a000178 . Full text, https://research.unipd.it/bitstream/11577/2688304/1/ManyLabs.2014.SP.fulltext.pdf : 36 samples, 6,344 participants, 13 effects; all four anchoring effects replicated; the gain and loss framing effect replicated at about half its original size (d = 1.13 originally, about 0.60 to 0.62 in replication).

    Ruggeri, K., Alí, S., Berge, M. L., et al. (2020). Replicating patterns of prospect theory for decision under risk. Nature Human Behaviour, 4(6), 622-633. DOI: 10.1038/s41562-020-0886-x . Abstract via RePEc, https://ideas.repec.org/a/nat/nathum/v4y2020i6d10.1038_s41562-020-0886-x.html : 4,098 participants in 19 countries; 94 percent of items replicated, with some attenuation.

    Brown and colleagues (2024), as in item 8, for loss aversion.

  20. The book's position on debiasing: knowing about an illusion does not change how it looks, and organizations are better placed than individuals to avoid these errors.

    Kahneman (2011), as in item 1, quoted in Sivers (item 10): "What you learned about the Müller-Lyer illusion did not change the way you see the lines," and "Organizations are better than individuals when it comes to avoiding errors."

  21. The naturalness bias: professional musicians said effort mattered more than innate talent, yet rated a performer described as a natural as more talented, more likely to succeed and more hirable than the same performer described as a striver.

    Tsay, C.-J., & Banaji, M. R. (2011). Naturals and strivers: Preferences and beliefs about sources of achievement. Journal of Experimental Social Psychology. DOI: 10.1016/j.jesp.2010.12.010 . Full text, https://banaji.sites.fas.harvard.edu/research/publications/articles/2011_Tsay_JESP.pdf .

  22. In the army, Kahneman replaced an unstructured interview with one that scored about six traits separately on a one to five scale using factual questions, and added the scores; the sum predicted soldiers' performance far more accurately than the interviewers' overall impressions.

    Kahneman (2011), as in item 1, pages 232 to 233, as quoted in Clennett, R. (2024, April). "Recruiters have much to thank Daniel Kahneman for, although it's mostly ignored," https://rossclennett.com/2024/04/recruiters-have-much-to-thank-daniel-kahneman-for-although-its-mostly-ignored/ .

  23. In a study of mock job interviews, employment experts rated autistic interviewees less favourably than non-autistic interviewees on standard questions; when the questions were adapted, ratings improved for both groups and the gap narrowed.

    Maras, K., Norris, J. E., Nicholson, J., Heasman, B., Remington, A., & Crane, L. (2021). Ameliorating the disadvantage for autistic job seekers: An initial evaluation of adapted employment interview questions. Autism, 25(4), 1060-1075. PMID: 33339462. DOI: 10.1177/1362361320981319 . Checked on PubMed 2026-10-09.

  24. Autistic adults have shown a smaller framing effect in laboratory choice tasks, choosing more consistently when the same gamble is worded as a loss or as a gain.

    De Martino, B., Harrison, N. A., Knafo, S., Bird, G., & Dolan, R. J. (2008). Explaining enhanced logical consistency during decision making in autism. Journal of Neuroscience, 28(42), 10746-10750. PMID: 18923049. DOI: 10.1523/JNEUROSCI.2895-08.2008 . Checked on PubMed 2026-10-09.

    Shah, P., Catmur, C., & Bird, G. (2016). Emotional decision-making in autism spectrum disorder: the roles of interoception and alexithymia. Molecular Autism, 7, 43. PMID: 27777716. DOI: 10.1186/s13229-016-0104-x . Checked on PubMed 2026-10-09.

  25. An anchor works even when the number is plainly arbitrary.

    Kahneman (2011), as in item 1, quoted in Sivers (item 10): "Any number that you are asked to consider as a possible solution to an estimation problem will induce an anchoring effect."

    Tversky and Kahneman (1974), as in item 7.

  26. The next book is Think Again, by Adam Grant (2021).

    Adam Grant, encyclopedia record, https://en.wikipedia.org/wiki/Adam_Grant : Think Again: The Power of Knowing What You Don't Know, Penguin, 2021.

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