Cognitive Biases

CogBias

A practical cognitive-bias site with clear definitions, learning paths, assessments, self-audits, and debiasing tools.

Case Studies

A browsable library of bias teaching cases

These examples are meant to teach visible bias pressure in live contexts, not to claim mind-reading certainty about every actor in every story. Use them to compare patterns, not to overdiagnose strangers from a distance.

How to use this page

Search by bias name, source, or scenario type. Filter by category when you know what kind of judgment failed, and by pattern when you want to compare hidden pulls across contexts.

Why the library matters

A strong bias site needs concrete public and everyday cases so the label does not stay trapped at the level of definition. Case libraries make comparison teachable.

Abraham Wald and bullet holes on returning aircraft

Analysts first considered reinforcing the parts of planes that showed the most bullet holes, until Wald pointed out that the missing planes were the crucial unseen data.

Why it fits: The visible survivors looked like the full sample until the invisible failures were restored conceptually.

Wikipedia · World War II

Affect heuristic in technology and environmental risk

People frequently answer 'How risky is it?' by first answering 'How bad does this feel?' which lets a global like-or-dislike impression stand in for specific tradeoff analysis.

Why it fits: An easier emotional question silently substitutes for the harder one that was actually asked.

Wikipedia · Modern judgment research

Ambiguous peer behavior read as hostile intent

Dodge's work on children's social cognition showed how ambiguous provocations can be interpreted as hostile, especially among aggressive children.

Why it fits: Uncertain behavior gets filled in with threat before the evidence can support that conclusion.

Child Development · 1980

Ambiguous-intent attribution studies

Research on hostile attribution bias shows that some people systematically interpret ambiguous actions as hostile more often than warranted by the available cues.

Why it fits: The hostile reading gets promoted from one possibility to the leading explanation before ambiguity has been treated fairly.

Wikipedia · Modern social psychology

Asymmetric-dominance marketing experiments

Experiments on the decoy effect show that adding a dominated option can reliably shift choice toward the target it makes look stronger by contrast.

Why it fits: The added option changes preference without adding genuine value.

Wikipedia · Modern behavioral economics

Asymmetrically dominated alternatives shift preference

Adding an inferior option that is close to one target option can increase preference for the target, even when the target itself has not improved.

Why it fits: The choice set manufactures preference by changing relative comparison.

Journal of Consumer Research · 1982

Athletes narrate wins and losses asymmetrically

Wins are often explained as proof of preparation, grit, or talent, while losses are more easily framed as officiating, weather, or unlucky breaks.

Why it fits: The explanatory burden shifts with ego value rather than staying stable across outcomes.

Wikipedia · Modern examples

Attractiveness spills into competence judgments

Research tied to halo effect repeatedly shows that visual attractiveness can inflate judgments about unrelated traits such as intelligence, warmth, or credibility.

Why it fits: One socially potent cue begins licensing a much wider verdict than it deserves.

Wikipedia · Modern social psychology

Bad is stronger than good

Research collected under the phrase 'bad is stronger than good' shows that negative events, traits, and feedback often have more psychological impact than comparable positives.

Why it fits: The asymmetry is not only moral or strategic. It is a weighting pattern that makes bad signals dominate the record.

Wikipedia · 2001

Bay of Pigs planning as a groupthink teaching case

Janis used the Bay of Pigs decision process as a major example of cohesive groups suppressing dissent and overvaluing apparent consensus.

Why it fits: Group harmony and leadership pressure can make a plan feel more settled than the evidence warrants.

Victims of Groupthink · 1972

Belief-bias syllogism studies

People often judge invalid syllogisms as valid when the conclusion seems believable, and valid ones as weaker when the conclusion seems implausible.

Why it fits: Believability is quietly grading the argument instead of merely following it.

Wikipedia · Modern reasoning research

Bias literacy that points outward more than inward

People who can fluently identify many biases in other people may still assume that their own judgments are mainly evidence-driven and only minimally distorted.

Why it fits: Bias knowledge becomes diagnostic ammunition rather than a mirror.

Wikipedia · Modern social psychology

Biased assimilation and attitude polarization

People on opposing sides who read the same mixed evidence about capital punishment often came away more confident in the conclusion they already favored.

Why it fits: The asymmetry was not only in what was noticed but in how the same evidence was granted or denied force depending on the desired answer.

Wikipedia · 1979

Biased assimilation in polarized evidence review

People exposed to the same mixed evidence about a disputed topic often came away more convinced of the side they already favored.

Why it fits: The evidence did not merely persuade differently. It was interpreted through a preserving filter.

Wikipedia · 1979

Blind auditions in orchestras

When early-stage auditions hide non-musical identity cues, who advances can change, revealing how much visible social information had been steering judgment.

Why it fits: The procedural repair is informative because it reduces the influence of cues that should not have been doing the evaluative work.

Wikipedia · Modern hiring practice

Classic sunk-cost ticket experiments

Experimental work found that people often persist more when they have paid more, even when the higher price should not change the value of the next unit of action.

Why it fits: The added prior cost changes commitment even though it does not improve the future payoff.

Wikipedia · 1985

Clinical and cockpit automation examples

Research on automation bias shows that people may miss errors of omission or commission because the system recommendation becomes the assumed baseline.

Why it fits: The automation does not just assist. It begins shaping what the human treats as sufficiently checked.

Wikipedia · Modern human-factors research

Cockpit decision aids produce omission and commission errors

Automation-bias studies in aviation contexts found that people could miss problems or follow faulty recommendations when automated aids appeared to have the situation covered.

Why it fits: The system output became too much of the evidential baseline.

International Journal of Aviation Psychology · 1998

Comparative-risk optimism studies

People often rate themselves as less likely than comparable others to experience negative events and more likely to experience positive ones.

Why it fits: The desirable future becomes overrepresented in personal expectation relative to relevant comparators.

Wikipedia · Modern psychology research

Conspiracy-board style pattern hunting

Apophenia is often illustrated through situations where unrelated signals, names, dates, or events are woven into a hidden-order story that feels too meaningful to dismiss as coincidence.

Why it fits: The persuasive force comes from the pattern-feel itself long before the links have survived independent testing.

Wikipedia · Overview case

Corrected fire-warehouse narratives

People can continue citing corrected details from a fire story in later inferences when the correction does not provide a strong replacement explanation.

Why it fits: The mind keeps using the first causal frame because the retraction alone did not rebuild the story.

Wikipedia · Modern cognitive psychology

Crisis interventions chosen for visible motion

The action-bias literature is often used to explain why leaders, coaches, and managers prefer visibly doing something in crises even when restraint or more diagnosis would likely produce the better expected result.

Why it fits: The defensibility of motion becomes part of the decision rule, independent of whether motion improves the outcome.

Wikipedia · Modern decision contexts

Decisions judged differently after good or bad results

Baron and Hershey showed that people rated the quality of decisions differently depending on the known outcome, even when the decision process was held constant.

Why it fits: The result contaminates evaluation of the process that produced it.

Journal of Personality and Social Psychology · 1988

Deese-Roediger-McDermott false-memory experiments

Participants exposed to lists of related words often confidently recalled or recognized a closely associated lure word that had never actually been presented.

Why it fits: The mind experiences the lure as remembered because semantic fit and familiarity are standing in for genuine occurrence.

Roediger and McDermott · 1995

Detailed suspect profiles outrank broader categories

In case-style reasoning, richly detailed descriptions can make a narrow conjunction feel more probable than the simpler broader category that contains it.

Why it fits: Coherence and narrative fit are doing the work that probability should be doing.

Wikipedia · Modern probability research

Disaster underreaction and evacuation delay

Normalcy bias is often used to explain why people delay evacuation or preparation when early warning signs still feel too inconsistent with ordinary life to take fully seriously.

Why it fits: The familiar baseline keeps outranking the disturbing evidence until the cost of delay has already grown.

Wikipedia · Modern disaster research

Disaster warnings normalized before action

Disaster-warning research shows that people often reinterpret warnings through familiar routines and prior expectations before treating them as urgent.

Why it fits: The ordinary frame keeps absorbing evidence that the situation is no longer ordinary.

Social Problems · 1992

Disease maps and apparent hotspots

Clustering illusion is often taught through maps of disease, crime, or defects where visually concentrated points are treated as obvious causal hotspots before chance clustering has been compared.

Why it fits: The local concentration feels explanatory on sight even though randomness can produce pockets that invite overconfident stories.

Wikipedia · Overview case

Effort-justification and dissonance reduction research

Classic dissonance research shows that people often revise attitudes or rationales after costly effort or contradictory behavior in order to reduce inner inconsistency.

Why it fits: The repair is aimed at restoring coherence, not merely at discovering a neutral truth.

Wikipedia · Modern social psychology

Electoral and consumer momentum examples

Bandwagon effects are often discussed where visible growth in support creates more support simply because the growth is visible.

Why it fits: The popularity signal itself becomes one of the main causal drivers of later preference.

Wikipedia · Modern politics and markets

Ellsberg's urn-choice experiments

People often preferred gambles with known probabilities over comparable gambles with unknown probabilities even when the expected structure gave no clean reason for the strong preference.

Why it fits: The missing probability detail becomes aversive in its own right and starts overpowering the underlying comparison.

Wikipedia · 1961

Everyday workplace trait inflation

Ordinary judgments about lateness, bluntness, or hesitation often drift from local pressures into character verdicts very quickly.

Why it fits: The person gets treated as the whole explanation before the setting gets its share.

Wikipedia · Overview source

Everyday-mechanism explanation studies

People often rate their understanding of familiar mechanisms highly until they are asked to explain in detail how those mechanisms actually work.

Why it fits: The explanatory confidence collapses once the smooth surface summary has to become structure.

Wikipedia · Modern cognition research

Experts write for novices as if key steps were obvious

Teachers, product designers, and subject-matter experts often skip intermediate steps because once they know the structure, it becomes hard to imagine what it feels like not to know it.

Why it fits: Possession of the knowledge compresses the apparent distance between expert and novice.

Wikipedia · Modern communication research

Goalkeeper penalty-kick studies

Goalkeepers often dive on penalty kicks even though staying centered can sometimes be statistically better, because visible action feels more defensible than stillness.

Why it fits: The action is partly chosen because inaction feels harder to justify socially if the outcome goes badly.

Wikipedia · Modern sports research

Hard-sell pressure turns the message into a threat

Strong pressure campaigns can prompt people to reject a recommendation partly because following it would now feel like yielding autonomy rather than choosing freely.

Why it fits: The threatened-freedom feeling becomes part of the motivational picture.

Wikipedia · Modern social psychology

Household and group-task contribution estimates

Egocentric bias is classically taught through joint projects and household labor, where each participant recalls their own contribution more readily and therefore estimates it as larger than others do.

Why it fits: Availability from the first-person seat is being mistaken for objective proportion.

Cambridge chapter · 1982

Hungry-shopper and state-dependent planning examples

Projection bias is often illustrated by cases where current hunger, heat, mood, or desire leads people to make plans and purchases that their future selves do not actually endorse.

Why it fits: The present state is being mistaken for a stable future preference structure.

Wikipedia · Modern behavioral economics

Identifiable-victim donations outpace large-group appeals

People often give more readily to a single named victim than to a far larger but more statistical group, even when the larger need is objectively greater.

Why it fits: Emotional uptake is being driven by vivid identifiability rather than scaling with total harm.

Wikipedia · Modern decision research

Identity-protective cognition in risk judgment

Research summarized under motivated reasoning shows that high reasoning ability can intensify the defense of identity-consistent answers rather than neutralize the pull of identity.

Why it fits: The problem is not lack of intelligence. It is intelligence recruited into an uneven evidential fight.

Wikipedia · Modern research

Informed sellers struggle to model uninformed buyers

Camerer, Loewenstein, and Weber showed that people with privileged information often fail to adjust enough when predicting what less-informed others will infer.

Why it fits: Knowing the answer makes the ignorant perspective harder to reconstruct.

Journal of Political Economy · 1989

Inherited portfolio allocations stay sticky

Investors and institutions often preserve existing allocations longer than the forward-looking case justifies because reallocation feels like added responsibility.

Why it fits: The inherited setup is treated as safer than it really is simply because its risks have become normalized.

Wikipedia · Modern finance examples

Interview and product-sequence judgments

Contrast effect is commonly illustrated when an average candidate looks excellent after a weak one, or mediocre after a very strong one, despite the target not changing at all.

Why it fits: The verdict is being pulled by sequence and juxtaposition rather than by a fixed standard alone.

Wikipedia · Overview case

Lerner's victim-derogation studies

Research tied to the just-world hypothesis found that observers often shift toward blaming or devaluing victims when they cannot stop the injustice they are witnessing.

Why it fits: The deservedness story helps restore moral balance even when the evidence for it is thin.

Wikipedia · 1960s onward

Market bubbles fed by visible momentum

During manias and bubbles, visible adoption can attract more adopters who fear missing the move or assume the crowd has already vetted the opportunity.

Why it fits: Popularity is operating as a cause of preference rather than merely a report of it.

Wikipedia · Modern finance

Milgram's obedience experiments

Participants often continued administering what they believed were painful shocks when prompted by an experimenter in an authoritative setting.

Why it fits: The authority cue changed what participants treated as permissible, expected, and evidentially settled.

Journal of Abnormal and Social Psychology · 1963

Minimal-group favoritism studies

Even trivial and arbitrary group assignments can produce preferential treatment toward one's own group and harsher distribution toward outsiders.

Why it fits: Group membership begins influencing fairness judgments before substantive merit has earned the difference.

Wikipedia · Modern social psychology

Mug-trading experiments

People randomly given mugs often demand more to give them up than others are willing to pay to acquire equivalent mugs.

Why it fits: Possession itself is changing the valuation, not just the object's objective features.

Wikipedia · 1980s onward

New word or new car suddenly appearing everywhere

The classic teaching case is learning a new word, buying a car, or noticing a new category and then immediately feeling surrounded by examples that supposedly were not there before.

Why it fits: Attention has changed sharply, and the mind is reading the attentional shift as if it were direct evidence of prevalence.

Language Log / overview cases · 2005 onward

Organ donation defaults and consent rates

Countries with opt-out organ donation defaults often showed much higher consent rates than opt-in systems, despite the same underlying decision being available.

Why it fits: Preselection changes behavior by making one option feel normal, endorsed, or frictionless.

Science · 2003

Organ donation opt-in versus opt-out defaults

Enrollment rates in organ donation and similar systems often shift dramatically when the default changes, even if the substantive options stay the same.

Why it fits: The architecture is doing persuasive work that people often mistake for preference.

Wikipedia · Modern policy comparisons

Owners price their own holdings above market peers

People often assign extra value to houses, collectibles, or equipment once those items are theirs, leading them to ask more to give them up than others would pay to acquire them.

Why it fits: Ownership itself is inflating the valuation.

Wikipedia · Modern behavioral economics

Passive disease risk preferred to active side-effect risk

In health decisions, some people judge harms caused by a chosen intervention as morally worse than similar or greater harms caused by refusing the intervention.

Why it fits: The action pathway feels uniquely blameworthy even when it is not uniquely harmful.

Wikipedia · Modern decision research

People rate themselves as less biased than others

Research on bias blind spot finds that people often judge themselves as less susceptible to bias than other people even while endorsing the general reality of bias.

Why it fits: The concept is accepted in the abstract but self-application lags far behind other-application.

Wikipedia · Modern social psychology

Performance lessons drawn only from surviving funds and firms

Mutual funds, startups, and careers can look more successful than they are when the failures disappear from the visible sample and the lesson is drawn only from who remains.

Why it fits: Selection by survival makes the visible sample look stronger, cleaner, and more repeatable than reality.

Wikipedia · Modern finance and business

Popcorn and subscription menus shifted by a dominated option

Pricing menus can steer people toward a target option by including a strategically weaker alternative that makes the target look like the obviously sensible choice.

Why it fits: The comparison set changes the preference even though the buyer's underlying needs have not.

Wikipedia · Modern behavioral economics

Post-choice reevaluation studies

People often remember selected options as better than they originally judged them and rejected options as worse after the fact.

Why it fits: Commitment invites memory repair in favor of the chosen path.

Wikipedia · Modern memory research

Prestige cues dominating weak domain fit

Authority bias shows up when a famous or high-status figure receives extra deference on issues where the real expertise is only loosely connected to the claim at hand.

Why it fits: Status starts impersonating evidence even though domain fit is thin.

Wikipedia · Modern examples

Psychological reactance in persuasion and restriction

Research on reactance shows that overt pressure or perceived restriction can create a motivation to restore threatened freedom, including by rejecting the very message being pushed.

Why it fits: The push itself becomes part of what the person is now deciding against.

Wikipedia · Modern social psychology

Public-risk scares amplified by repetition

Availability cascades describe how repeated public claims can gain plausibility and policy traction mainly through visibility and reinforcement.

Why it fits: The claim's social uptake becomes part of why it feels increasingly true.

Wikipedia · Modern public discourse

Reactive devaluation in negotiation

Negotiators often judge the same proposal differently depending on who offers it, because their own reading feels like common sense while the rival side's move feels strategic or suspect.

Why it fits: The perspective gap is hidden inside the feeling that one's own interpretation is simply the facts.

Wikipedia · Modern conflict research

Residents wait for one more confirming sign before leaving

People often delay preparation or evacuation because each early warning can still be interpreted as consistent with ordinary life, so action gets postponed until the window is worse.

Why it fits: The normal baseline keeps winning successive rounds of interpretation.

Wikipedia · Modern disaster research

Resume callback studies with racially marked names

Studies summarized in discussions of implicit stereotype found that equivalent resumes can receive different callback rates when names carry different social signals.

Why it fits: Visible identity cues change the treatment of the same apparent qualifications before evaluators can give a neutral-sounding explanation.

Wikipedia · 2004

Retirement saving keeps losing to immediate consumption

People who sincerely endorse long-term goals can still repeatedly underfund or postpone them when a smaller immediate reward or relief is on the table right now.

Why it fits: Temporal nearness is changing the weights, not just revealing stable preferences.

Wikipedia · Modern behavioral economics

Retrospective reports of past opinions

Consistency bias is often discussed through cases where people remember their past beliefs, tastes, or political positions as having been more similar to their current views than contemporaneous records suggest.

Why it fits: The memory error preserves a coherent self-narrative by pulling the past toward the present.

The Seven Sins of Memory review · 2021

Retrospectives that inflate predictability

Business, policy, and investing postmortems often overstate how clearly the warning signs pointed to the eventual result.

Why it fits: The outcome changes not just the lesson, but the remembered evidence path.

Wikipedia · Overview source

Risk judged by affect

People often answer how risky something is by answering how good or bad it feels, letting affect stand in for analytic risk judgment.

Why it fits: An easier evaluative question replaces the harder target attribute while still feeling like the same judgment.

Wikipedia · Modern judgment research

Risk judgments dominated by vivid low-probability threats

Research summarized under neglect of probability shows that once a feared outcome is vivid enough, people often respond similarly across quite different probability levels.

Why it fits: The scenario's psychological force overwhelms the probability information that should have differentiated the choices.

Wikipedia · Modern decision research

Roulette and coin-flip reversal expectations

The classic case is expecting tails to be especially due after a run of heads, even though the next flip's probability has not changed.

Why it fits: The streak's imbalance is being treated as if it imposes a correcting pressure on the next independent event.

Wikipedia · Overview case

Same-decision different-outcome evaluations

People often rate identical decisions differently when they are told different outcomes, even though the decision quality under uncertainty was held constant.

Why it fits: The ending is quietly grading the process instead of merely following it.

Wikipedia · Modern decision research

Samuelson and Zeckhauser's status quo experiments

Participants disproportionately preferred options framed as the existing state, even when the same options lost that advantage once the frame changed.

Why it fits: The current arrangement was receiving psychological credit for being current rather than for being substantively best.

Wikipedia · 1988

Satanic-panic rumor amplification

The satanic-panic episode is a classic example of repeated, mutually reinforcing claims gaining social force through media attention, retelling, and institutional uptake faster than reliable evidence supported them.

Why it fits: Repetition and circulation made the narrative feel increasingly self-validating.

Wikipedia · 1980s and 1990s

Schoolyard bumps read as deliberate slights

In classic social-cognition examples, ambiguous behaviors like being bumped, excluded, or laughed near are interpreted as deliberately hostile more often than the cues warrant.

Why it fits: Ambiguity is being resolved toward threat by default.

Wikipedia · Modern social psychology

Shoppers buy for the appetite they feel now, not later

Hungry shoppers routinely buy more food than they later want because they treat the present craving state as a good model of the future self's preferences.

Why it fits: The current state is being projected forward as though it were durable.

Wikipedia · Modern behavioral economics

Silent systems treated as all-clear signals

When automated monitors fail to flag a problem, operators can treat the silence itself as evidence that everything is fine and skip checks they would otherwise have performed.

Why it fits: The absence of a machine warning becomes overtrusted even though it is just another fallible output.

Wikipedia · Modern human-factors research

Smaller-sooner versus larger-later choice studies

People often reverse preferences in favor of smaller sooner rewards once the immediate option moves close enough to the present, even when they previously preferred the larger later reward.

Why it fits: The temporal closeness itself changes the weighting rather than the underlying values alone.

Wikipedia · Modern behavioral economics

Survey answers that shift under anonymity

Self-reports on sensitive topics often move when anonymity or indirect questioning changes, suggesting that some of the original answer was shaped by audience pressure rather than by private truth alone.

Why it fits: The reporting environment is influencing what gets said, not just what gets believed.

Wikipedia · Modern measurement research

Team silence mistaken for broad agreement

Groups often overread local conversational ease or silence as evidence that most members privately share the same view.

Why it fits: The available local sample is treated like a clean read of wider consensus even though dissent cost and sampling limits remain uninspected.

Wikipedia · Modern group dynamics

The Asian disease framing problem

Equivalent public-health outcomes produced different preferences when described in lives-saved versus lives-lost language.

Why it fits: The wording changed risk preference while the underlying outcome structure stayed equivalent.

Science · 1981

The Asian disease problem

People often reverse risk preferences depending on whether identical outcomes are framed in terms of lives saved or lives lost.

Why it fits: The choice structure stays constant while the description changes the felt meaning of the choice.

Wikipedia · 1981

The Barry Manilow T-shirt experiment

People wearing an embarrassing T-shirt often greatly overestimate how many others noticed it, illustrating how personal salience gets mistaken for public salience.

Why it fits: The focal person's own awareness of the cue becomes a bad estimate of the audience's attention.

Wikipedia · 2000

The Bay of Pigs planning failure

The event is often used in teaching as a case where group cohesion and leadership dynamics muted the scrutiny the plan needed.

Why it fits: The room's social dynamics appear to have narrowed its willingness to test the preferred story seriously.

Wikipedia · 1961

The Challenger launch decision

The Challenger disaster is frequently studied for how organizational pressure and normalized risk can overwhelm dissenting technical concerns.

Why it fits: A socially and administratively charged context can make challenge feel harder precisely when it is most needed.

Wikipedia · 1986

The Concorde fallacy

Governments kept funding the Concorde project long after its economic case had weakened, partly because the amount already spent kept acting like a reason to continue.

Why it fits: Prior investment became psychologically fused with current justification even though the earlier costs could not be recovered.

Wikipedia · Late 20th century

The disposition effect in investing

Investors often hold losing positions too long while selling winners too quickly.

Why it fits: Realizing a loss feels worse than delaying it, even when delay harms forward-looking judgment.

Wikipedia · Modern examples

The endowment and mug-pricing experiments

People often demand much more to give up an item they already possess than they would have paid to acquire it in the first place.

Why it fits: Parting with the item is encoded as a loss rather than as a neutral exchange.

Wikipedia · Classic behavioral economics

The engineer-lawyer description problem

Participants often ignored the known proportion of engineers and lawyers when a personality sketch sounded engineer-like.

Why it fits: The vivid description outran the population it was supposed to update.

Wikipedia · Classic judgment task

The hostile media effect

Opposing groups can watch the same coverage and each experience it as biased against them while regarding their own reading as straightforward.

Why it fits: Shared evidence does not feel shared once each side mistakes its own interpretive lens for reality itself.

Wikipedia · Modern media research

The Jones-Harris Castro essay experiment

Participants often inferred sincere beliefs from pro- or anti-Castro essays even when they knew the writers had been assigned their positions.

Why it fits: The visible statement outweighed the situational fact that the speaker's role had constrained the content.

Wikipedia · 1967

The Linda problem

In the famous Linda problem, many people judge a more specific description of Linda as more probable than the broader one that logically contains it.

Why it fits: Representativeness and vivid fit defeat the simpler probability rule.

Wikipedia · 1983

The Milgram obedience experiments

Participants often continued harmful actions because the institutional authority of the experimenter strongly shaped what felt permissible and required.

Why it fits: The pressure of authority changed behavior and judgment even when personal hesitation remained present.

Wikipedia · 1961 onward

The original humor, grammar, and logic studies

Lower-performing participants often overestimated their relative standing, while stronger performers were less aware of how unusual their competence was.

Why it fits: The skills needed for performance and self-evaluation were partly the same skills.

Wikipedia · 1999

The sandwich-board choice experiment

Participants who agreed or refused to wear a sandwich-board sign each tended to overestimate how many other people would make the same choice.

Why it fits: One's own response became a poor estimate of the broader distribution.

Journal of Experimental Social Psychology · 1977

The sandwich-board studies

People who agreed to wear a sandwich board often overestimated how many others would make the same choice, while refusers made the opposite overestimate.

Why it fits: Each side used its own preference as a noisy estimator of the population's likely preference.

Wikipedia · 1977

The Scottish Parliament Building

The building's schedule and cost grew far beyond initial forecasts, making it a routine planning-fallacy teaching case.

Why it fits: The project shows how detail and commitment do not automatically produce calibrated estimates.

Wikipedia · 1999 to 2004

The Sydney Opera House build

The project is a classic large-scale example of costs and timelines outrunning early expectations by a wide margin.

Why it fits: Ambition, complexity, and revision made the inside story far more optimistic than the eventual path.

Wikipedia · 1959 to 1973

The tappers-and-listeners demonstration

People tapping out a tune often wildly overestimate how recognizable it will be to listeners because the melody is vivid in the tapper's own head.

Why it fits: Knowing the answer collapses how large the listener's perspective gap seems.

Wikipedia · Modern communication research

The wheel-of-fortune anchoring experiment

Participants exposed to a random number from a wheel later gave higher or lower estimates in line with that arbitrary anchor.

Why it fits: A plainly irrelevant opener still dragged later quantitative judgment.

Wikipedia · 1974

Thorndike's military rating studies

Officers who were rated strongly on one dimension were often rated strongly across many others, even when the dimensions should not have moved together so tightly.

Why it fits: A single favorable impression was spilling across trait boundaries instead of staying local to the evidence that earned it.

Wikipedia · 1920

Unknown-odds choices penalized beyond the payoff gap

In finance, medicine, and policy examples, people often avoid options with unclear probability distributions even when the ambiguity itself does not justify such a steep discount relative to the known-odds alternative.

Why it fits: Uncertainty about the distribution becomes a disqualifier beyond the underlying payoff comparison.

Wikipedia · Modern decision research

Vaccination and omission-bias scenarios

People often judge harms caused by intervention more harshly than comparable harms caused by abstaining, including in vaccine-related moral scenarios.

Why it fits: The active pathway feels more blameworthy even when the preserved omission path can be just as harmful.

Wikipedia · Modern decision research

Vaccination decisions and harmful inaction

Ritov and Baron studied reluctance to vaccinate when harm caused by action felt more blameworthy than comparable harm allowed by inaction.

Why it fits: Inaction is treated as psychologically cleaner even when its consequences belong in the same comparison.

Journal of Behavioral Decision Making · 1990

Valid arguments discounted when the conclusion sounds wrong

The same logical form can be rated differently depending on whether the conclusion fits prior belief, with valid structures discounted when their conclusions sound wrong to the participant.

Why it fits: Perceived truth of the conclusion is standing in for assessment of validity.

Wikipedia · Modern reasoning research

Victims recast as responsible so the world feels orderly

Observers may infer that targets of poverty, abuse, or misfortune must have invited some part of their fate because a morally legible world feels easier to hold than random unfairness.

Why it fits: Blame is being recruited to protect the intuition that outcomes usually track deserts.

Wikipedia · Modern social psychology

Wason's card-selection task

Participants often preferred cards that could confirm the rule they had in mind rather than the cards that could genuinely falsify it.

Why it fits: The task is a compact classroom model of how people confuse confirmation with testing.

Wikipedia · 1966 onward

When Prophecy Fails and doubled-down belief

Festinger's famous case study described believers who responded to disconfirming prophecy not simply by abandoning it, but by reinterpreting events in ways that restored coherence and commitment.

Why it fits: Contradiction created pressure for belief repair rather than straightforward revision.

Wikipedia · 1956

Zajonc's repeated-exposure studies

Repeated exposure to words, symbols, and other stimuli can increase liking even when people have little substantive reason for the stronger preference.

Why it fits: Familiarity itself is doing evaluative work before the reasons catch up.

Wikipedia · 1968 onward