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Causal attribution

The stories we tell about why things happen, and who or what is responsible.

35 biases · 41 references on this page

Illustration for Apophenia

Apophenia

Causal attribution

Apophenia is our knack for seeing meaningful patterns in things that are actually unrelated - faces in clouds, streaks in coin flips, hidden messages in noise. The connections feel real and significant even when nothing links the dots but chance.

Everyday After wearing the same socks during two wins in a row, a fan becomes quietly convinced the socks decide the game.

Wikipedia

Illustration for Assumed similarity bias

Assumed similarity bias

Causal attribution

We quietly assume other people are more like us than they really are - sharing our values, tastes, and reactions. It saves mental effort, but it means our picture of 'most people' is often just a mirror.

Everyday Someone who loves spicy food orders for the whole table, genuinely surprised when half the group is in tears.

Wikipedia

Illustration for Context neglect bias

Context neglect bias

Causal attribution

When people build or judge technology, they tend to focus on the machine and forget the humans around it - the habits, fears, and social settings that decide whether the technology actually works in the world.

Everyday A gadget-lover gifts their grandparent a smart speaker, when what the grandparent actually wanted was bigger buttons on the phone.

Wikipedia

Illustration for Domain neglect bias

Domain neglect bias

Causal attribution

When solving problems that cross fields, we lean on our home discipline and ignore relevant knowledge from the other domains involved - even when that knowledge is sitting right there.

Everyday A software engineer builds a budgeting app without asking a single accountant how people actually budget.

Wikipedia

Illustration for Embodiment bias

Embodiment bias

Causal attribution

Our judgments about the world are quietly shaped by the kind of body we have - its senses, size, energy, and capacities. We do not perceive events neutrally; we perceive them as creatures with particular bodies.

Everyday The same hill genuinely looks steeper when you are tired or carrying a heavy backpack.

Wikipedia

Illustration for Form function attribution bias

Form function attribution bias

Causal attribution

We judge what a machine can do from what it looks like. A robot with eyes and a face gets credited with understanding and feelings; a boxy one gets underestimated. Either way, form drives our guess about function.

Everyday People say 'thank you' to a cute delivery robot but kick the shapeless vacuum cleaner that does more work.

Wikipedia

Illustration for G. I. Joe fallacy

G. I. Joe fallacy

Causal attribution

Named for the cartoon tagline 'knowing is half the battle', this is the mistaken belief that knowing about a bias protects you from it. Mostly it does not - biases run on autopilot underneath our knowledge.

Everyday You know all about the planning fallacy and still promise the report by Friday.

Wikipedia

Illustration for Group attribution error

Group attribution error

Causal attribution

We assume an individual member speaks for their whole group, and that a group's decisions match what its members privately believe - even when a vocal minority or a quirky rule actually decided the outcome.

Everyday Meeting one rude tourist from a country and concluding 'people from there are rude'.

Wikipedia

Illustration for Hostile attribution bias

Hostile attribution bias

Causal attribution

Reading hostility into behavior that is actually ambiguous or innocent. A bumped shoulder, an unanswered message - the biased mind concludes 'that was on purpose'.

Everyday A friend walks past without saying hi (they did not see you), and you spend the afternoon composing a confrontation.

Wikipedia

Illustration for Illusion of control

Illusion of control

Causal attribution

Overestimating how much our actions influence outcomes that are largely chance or other people's doing. Signs of skill - choosing, practicing, being involved - make us feel in control of things we do not control.

Everyday Pressing the crosswalk button five times, certain the light changes faster for you.

Wikipedia

Illustration for Intentionality bias

Intentionality bias

Causal attribution

Our default reading of any action is 'on purpose'. Judging something as accidental takes an extra mental step, which we often skip - especially when rushed or upset.

Everyday Someone steps on your foot on the bus and your first flash is that they meant it.

Wikipedia

Illustration for Just-world fallacy

Just-world fallacy

Causal attribution

The comforting belief that the world is basically fair, so people mostly get what they deserve. Faced with innocent suffering, this belief pushes us to find fault in the victim rather than accept that the world allowed something unfair.

Everyday Hearing about a scam victim and thinking 'well, I would never have fallen for that'.

Wikipedia

Illustration for Motonormativity (also windshield bias, car blindness, car brain)

Motonormativity (also windshield bias, car blindness, car brain)

Causal attribution

Because car use is a taken-for-granted norm, people excuse harms from driving that they would condemn from any other source. The same risk gets a shrug when a car causes it and outrage when anything else does.

Everyday 'People should not smoke in places where others have to breathe it' wins broad agreement; swap the smoke for exhaust fumes and the agreement collapses.

Wikipedia

Illustration for Plant blindness

Plant blindness

Causal attribution

The tendency not to really see plants - to treat them as background scenery rather than living things, and to underrate how much life on earth depends on them.

Everyday You remember the dog you passed on your walk, but not one of the two hundred trees.

Wikipedia

Illustration for Pro-innovation bias

Pro-innovation bias

Causal attribution

Excessive optimism that a new invention will spread everywhere, help everyone, and have no downsides worth planning for. The innovation's fans see adoption as inevitable and resistance as ignorance.

Everyday Declaring in 2010 that 3D printers would sit in every home by 2015.

Wikipedia

Illustration for Proportionality bias

Proportionality bias

Causal attribution

Big events feel like they need big causes. A lone accident toppling something huge seems wrong to our minds, so we hunt for grander explanations - masterminds, plots, destiny.

Everyday Finding 'a virus crossed over at a market' harder to accept than an elaborate plot, because the pandemic was so enormous.

Wikipedia

Illustration for Puritanical bias

Puritanical bias

Causal attribution

Blaming bad outcomes on an individual's weak character or poor self-control while ignoring the circumstances that shaped their options. It turns social problems into personal moral failings.

Everyday Calling a coworker lazy for missed deadlines, not knowing they are caring for a sick parent at night.

Wikipedia

Illustration for Surrogation

Surrogation

Causal attribution

Forgetting that a metric is only a stand-in for the thing you care about, and starting to treat the number itself as the goal. Once that happens, you optimize the measure and lose the mission.

Everyday A call center rewards short calls, so staff rush customers off the line - calls get shorter, service gets worse.

Wikipedia

Illustration for System justification

System justification

Causal attribution

A motivated pull to defend the way things already are - to see existing arrangements as fair, natural, and legitimate, sometimes even when we ourselves are harmed by them.

Everyday 'If this fee were really unfair, someone would have changed it by now.'

Wikipedia

Illustration for Teleological bias

Teleological bias

Causal attribution

The pull to explain things by purpose - what they are 'for' - even for things no one designed. It feels explanatory to say the sun shines 'so that' life can grow, but the sun has no plans.

Everyday Saying 'everything happens for a reason' after a canceled flight, as if delays had intentions.

Wikipedia

Illustration for Turkey illusion

Turkey illusion

Causal attribution

Trusting a smooth trend to continue, and being blindsided when it breaks. The name comes from the turkey who is fed generously every day - right up until the day before Thanksgiving - and whose confidence peaks at the worst possible moment.

Everyday 'House prices have gone up every year I can remember, so they always will.'

Wikipedia

Illustration for Actor-observer bias

Actor-observer bias

Causal attribution

We explain our own behavior by the situation ('I snapped because I was exhausted') but other people's behavior by their character ('she snapped because she is rude'). We star in a story with context; everyone else just has traits.

Everyday 'I cut in because I am late for something important; he cut in because he is a jerk.'

Wikipedia

Illustration for Defensive attribution hypothesis

Defensive attribution hypothesis

Causal attribution

Our blame judgments bend to protect ourselves. The more we can imagine being in someone's shoes, the gentler we judge their role in a mishap - and the more different they seem from us, the more blame we pile on.

Everyday Drivers call a crash 'something that could happen to anyone'; non-drivers call it recklessness.

Wikipedia

Illustration for Egocentric bias

Egocentric bias

Causal attribution

Memory keeps the camera pointed at us. We recall our own contributions, words, and efforts more vividly than anyone else's, so our share of joint work honestly feels bigger than it was.

Everyday Both partners privately estimate doing 70 percent of the housework.

Wikipedia

Illustration for Experimenter's bias (also expectation bias)

Experimenter's bias (also expectation bias)

Causal attribution

Researchers tend to find what they expect. Expectations leak into how studies are run, how data are read, and which results get believed and published - usually without anyone intending it.

Everyday A teacher grading a favorite student's essay reads the ambiguous sentences generously.

Wikipedia

Illustration for False uniqueness bias

False uniqueness bias

Causal attribution

Seeing ourselves and our projects as rarer and more special than they are - underestimating how many other people share our virtues, skills, or good ideas.

Everyday Regular gym-goers guess that far fewer people exercise than actually do, enjoying the feeling of being the disciplined few.

Wikipedia

Illustration for Fundamental attribution error

Fundamental attribution error

Causal attribution

When explaining other people, we reach for character and skip the circumstances. Behavior that is really produced by pressures, incentives, or roles gets read as revealing who someone deep-down is.

Everyday The cashier who barely greets you is 'cold' - not eight hours into a double shift.

Wikipedia

Illustration for Ingroup bias

Ingroup bias

Causal attribution

We favor people we count as 'us' - with trust, resources, and the benefit of the doubt - even when the group boundary is meaningless. Teams minutes old, based on nothing, already show it.

Everyday Strangers in your team's jersey get a friendlier read than strangers in the rival's colors.

Wikipedia

Illustration for Objectivity illusion

Objectivity illusion

Causal attribution

The conviction that we see the world as it is, while people who disagree must be biased, misinformed, or motivated. Everyone in a dispute can hold this belief at once, and usually does.

Everyday In a family argument, each side sincerely wonders how the other got so brainwashed.

Wikipedia

Illustration for Ostrich effect

Ostrich effect

Causal attribution

Avoiding information that might hurt - not checking, not opening the letter, not looking - to dodge the bad feeling of knowing. The situation stays exactly as bad; we just stay in the dark about it.

Everyday Not checking your bank balance for the whole week after the holidays.

Wikipedia

Illustration for Outgroup favoritism

Outgroup favoritism

Causal attribution

Sometimes members of lower-status groups absorb the wider culture's rankings and favor a higher-status group over their own - preferring its members, styles, and judgments to their own group's.

Everyday A speaker with a regional accent rates their own accent as less intelligent-sounding than the 'prestige' one.

Wikipedia

Illustration for Pygmalion effect

Pygmalion effect

Causal attribution

Other people's expectations of us leak into how they treat us, and their treatment nudges our actual performance. Expected to bloom, people often do; written off, they often wilt.

Everyday A new hire labeled 'high potential' gets more feedback and stretch assignments - and a year later, looks like high potential.

Wikipedia

Illustration for Selective perception

Selective perception

Causal attribution

What we expect shapes what we literally notice and remember. Two people can watch the same event and, without either lying, see different events.

Everyday Two parents watch the same youth soccer match and each honestly sees the referee favoring the other team.

Wikipedia

Illustration for Self-serving bias

Self-serving bias

Causal attribution

Wins are ours; losses had other causes. We take credit for successes and find outside explanations for failures, protecting how we feel at the cost of what we learn.

Everyday 'I aced it because I studied; I failed it because the questions were tricky.'

Wikipedia

Illustration for Ultimate attribution error

Ultimate attribution error

Causal attribution

The fundamental attribution error, scaled up to groups: an outgroup's bad acts get explained by 'what those people are like', while their good acts get explained away as luck, exceptions, or special circumstances.

Everyday 'That driver from the rival city cut me off - typical of them; the one who let me merge was just an exception.'

Wikipedia

References

  1. 1. Fyfe, Williams, Mason and Pickup 2008, Cortex People prone to perceiving meaning in randomness (apophenia) also over-attributed intentionality to moving shapes, linking pattern-seeing to schizotypal thinking.
  2. 2. Cronbach 1955, Psychological Bulletin Classic analysis showing that scores on 'understanding of others' are contaminated by assumed similarity - raters projecting their own traits onto the people they judge.
  3. 3. Wikipedia: List of cognitive biases
  4. 4. Mike and Hazzan 2022, IEEE Transactions on Education Engineering and data science students systematically ignored the application domain when interpreting machine learning performance, a pattern the authors call the domain neglect bias.
  5. 5. Wilson 2002, Psychonomic Bulletin and Review Influential review of embodied cognition: cognitive processes are rooted in the body's interactions with the world. Note: the specific label 'embodiment bias' comes from Wikipedia's list rather than one classic study.
  6. 6. Haring, Watanabe, Velonaki, Tossell and Finomore 2018, IEEE Transactions on Cognitive and Developmental Systems People attribute functions and social capacities to robots based on visual form rather than actual capability.
  7. 7. Santos and Gendler 2014, Edge (annual question essay) Argue that for many cognitive and social biases, knowing about the bias does surprisingly little to prevent it.
  8. 8. Rothgerber 2020, Appetite Framework of meat-related cognitive dissonance: meat eaters deploy many strategies to prevent or reduce discomfort about eating animals, largely independent of new information.
  9. 9. Allison and Messick 1985, Journal of Experimental Social Psychology People inferred group members' attitudes from group decisions even when the decision rules made that inference clearly invalid.
  10. 10. Orobio de Castro, Veerman, Koops, Bosch and Monshouwer 2002, Child Development Meta-analysis of 41 studies with 6,017 participants: hostile attribution of intent is robustly associated with aggressive behavior.
  11. 11. Langer 1975, Journal of Personality and Social Psychology Introducing skill cues like choice, familiarity, and involvement into pure-chance tasks made people inappropriately confident they could control the outcomes.
  12. 12. Rosset 2008, Cognition Under speeded judgment, people default to interpreting described actions as intentional; overriding that default takes deliberate effort.
  13. 13. Lerner and Simmons 1966, Journal of Personality and Social Psychology Observers who watched an innocent victim receive shocks and were powerless to help devalued and rejected her - evidence for a motivated belief in a just world.
  14. 14. Bastian, Loughnan, Haslam and Radke 2012, Personality and Social Psychology Bulletin Meat eaters reminded of the link between meat and animal suffering denied more mind to food animals, and expecting to eat meat increased mind denial, which in turn eased discomfort.
  15. 15. Walker, Tapp and Davis 2023, International Journal of Environment and Health UK adults (n=2157) judged identical harms far more leniently when framed as coming from cars: 75 percent would restrict smoking near others but only 17 percent driving.
  16. 16. Wandersee and Schussler 1999, The American Biology Teacher Coined 'plant blindness': the widespread failure to notice plants or to rate them as worthy of attention and care.
  17. 17. Rogers 1983, Diffusion of Innovations (3rd edition), Free Press Names pro-innovation bias as a core weakness of diffusion research: the built-in assumption that an innovation should be adopted by everyone, rapidly, without rejection or reinvention.
  18. 18. Leman and Cinnirella 2007, Social Psychological Review People were more likely to endorse conspiracy explanations when a fictional assassination succeeded than when it failed - bigger consequences invited bigger causes.
  19. 19. Fitouchi, Andre and Baumard 2023, Behavioral and Brain Sciences Target article on puritanical morality: condemnation of apparently harmless pleasures tracks intuitions about self-control and cooperation. Note: the label 'puritanical bias' itself comes from Wikipedia's list rather than this literature.
  20. 20. Faunalytics 2014, Study of Current and Former Vegetarians and Vegans (Faunalytics is an animal advocacy research nonprofit) Survey of over 11,000 US adults: former vegetarians and vegans outnumber current ones roughly five to one, and the leading reasons for lapsing are practical - food satisfaction, health, social issues - not moral change.
  21. 21. Choi, Hecht and Tayler 2012, The Accounting Review Experiments: managers compensated on a single measure came to treat the measure as the strategy itself, and incentive pay intensified this surrogation.
  22. 22. Jost and Banaji 1994, British Journal of Social Psychology Introduced system justification theory: people are motivated to defend and rationalize existing social arrangements, even against their own interests.
  23. 23. Piazza, Ruby, Loughnan, Luong, Kulik, Watkins and Seigerman 2015, Appetite The 4Ns - natural, normal, necessary, nice - captured 83 to 91 percent of people's spontaneous justifications for eating meat; stronger 4N endorsement went with denying animals minds.
  24. 24. Kelemen and Rosset 2009, Cognition Under speeded conditions, adults endorsed scientifically unwarranted purpose-based explanations of natural phenomena, revealing a persistent teleological default.
  25. 25. Taleb 2007, The Black Swan, Random House The turkey parable: a thousand days of friendly feeding produce maximum confidence precisely when catastrophic surprise is nearest - the problem of induction made vivid.
  26. 26. Gigerenzer 2014, Risk Savvy, Viking Names the 'turkey illusion': mistaking a world of genuine uncertainty for a world of calculable risk, and so expecting continuous trends to hold.
  27. 27. Malle 2006, Psychological Bulletin Meta-analysis of 173 studies: the actor-observer asymmetry proposed by Jones and Nisbett (1971) is surprisingly small overall, holding mainly for negative events and idiosyncratic actors.
  28. 28. Burger 1981, Psychological Bulletin Meta-analysis of 22 studies: observers similar to an accident perpetrator assigned less responsibility as severity rose, while dissimilar observers assigned more - blame as self-protection.
  29. 29. Ross and Sicoly 1979, Journal of Personality and Social Psychology Across couples, basketball teams, and discussion groups, individuals recalled their own contributions best and claimed more than their share of joint outcomes.
  30. 30. Rosenthal and Fode 1963, Behavioral Science Student experimenters told their (actually identical) rats were 'maze-bright' obtained better performance than those told 'maze-dull' - the first systematic demonstration of experimenter expectancy effects.
  31. 31. Suls and Wan 1987, Journal of Personality and Social Psychology Low-fear individuals underestimated how many peers shared their low fear - a false-uniqueness effect in consensus estimates.
  32. 32. Ross 1977, Advances in Experimental Social Psychology Coined 'fundamental attribution error': observers systematically overweight dispositions and underweight situations when explaining others' behavior.
  33. 33. Tajfel, Billig, Bundy and Flament 1971, European Journal of Social Psychology Arbitrary, minimal group assignments were enough to produce systematic favoritism toward ingroup members in reward allocation.
  34. 34. Schwalbe, Cohen and Ross 2020, Proceedings of the National Academy of Sciences Longitudinal election study: partisans on both sides rated their own side objective and the other biased, and the illusion predicted later polarization and closed-mindedness.
  35. 35. MacInnis and Hodson 2017, Group Processes and Intergroup Relations Omnivores rated vegetarians and vegans as negatively as common prejudice target groups; only drug addicts were rated worse, and vegans (especially men) fared worst.
  36. 36. Karlsson, Loewenstein and Seppi 2009, Journal of Risk and Uncertainty Swedish and US investors monitored portfolios more in rising markets and avoided looking after bad news - selective attention that spares feelings, not losses.
  37. 37. Jost, Banaji and Nosek 2004, Political Psychology Review of a decade of system justification theory: members of disadvantaged groups often show implicit favoritism toward higher-status outgroups.
  38. 38. Rosenthal and Jacobson 1968, Pygmalion in the Classroom, Holt Rinehart and Winston Students randomly labeled as about to 'bloom' showed larger IQ gains, attributed to raised teacher expectations; later replications find smaller effects that fade when teachers already know the students.
  39. 39. Hastorf and Cantril 1954, Journal of Abnormal and Social Psychology Princeton and Dartmouth students watching the same football film perceived starkly different numbers and severity of infractions - perception followed allegiance.
  40. 40. Miller and Ross 1975, Psychological Bulletin Skeptical classic review: clear evidence that people make self-enhancing attributions for success; evidence for self-protective attributions after failure was weaker.
  41. 41. Pettigrew 1979, Personality and Social Psychology Bulletin Extending Allport: ingroup members attribute outgroup members' negative acts to disposition while explaining away their positive acts as situational or exceptional.