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ONE OF SEVEN WAYS OF SEEING

Cognitive Biases

Recognize the shortcuts that quietly shape your judgment.

963 ideas to exploreArranged from A to Z

Astrology

Astrology claims to infer personality or fate from celestial positions, but reliable predictive evidence is lacking. Vague horoscopes can feel personal because readers connect broad statements with their own concerns and remember apparent successes more readily than failures.

science · philosophy↗
Cognitive Biasesintermediate

Asymmetric Domination Effect (Decoy Effect)

The decoy effect occurs when an option that is worse than one alternative, but not another, shifts choices toward the alternative that dominates it. The comparison can change preferences even when people rarely select the decoy.

political science · psychology↗
Cognitive Biasesintermediate

Atlantis

Harrison uses belief in Atlantis to argue for checking appealing stories against evidence. He warns that accepting unsupported historical claims may also leave someone receptive to costly or harmful claims, such as crystal healing, though believing one story does not establish that a person will accept another.

science · philosophy↗
Cognitive Biasesintermediate

Attention Capture

In the artificial-diagnosis studies described here, Chinese participants performed better when they chose which symptoms to display than when symptoms appeared automatically. The authors suggest attention to weak predictors or processing overload as possible explanations; the display change had little effect on the Japanese and American participants.

decision-making · sociology↗
Cognitive Biasesintermediate

Authority Bias

We tend to obey authority figures, especially when uncertain, supervised, or when others are complying. This bias is influenced by symbols of power and perceived expertise, often leading to blind obedience and reduced critical thinking.

medicine · psychology↗

Authority-Misinfluence Tendency

Undue respect for authority can lead people to follow mistaken instructions, misread a leader’s intentions, or hesitate to challenge an obvious error. The risk increases when obedience combines with other pressures, such as social proof or a desire to please.

psychology · sociology↗

Availability Bias

Availability bias arises when ease of recall misleads a judgment about frequency or probability. A vivid example can receive more weight than the wider pattern of events.

business · economics↗
Cognitive Biasesintermediate

Availability Cascade

An availability cascade occurs when public concern and repeated coverage of an issue reinforce each other. The resulting attention can shift political priorities and the allocation of resources. Kahneman examines how this process can exaggerate risks, while also acknowledging that public fears and values matter in deciding how to respond.

politics · environment↗
Cognitive Biasesintermediate

Availability Error

The availability heuristic uses how readily examples come to mind as a shortcut for judging frequency or likelihood. It can produce an error when vivid, recent or memorable examples receive more weight than representative evidence. A widely reported plane crash, for example, may shape a risk judgment more than less memorable accident statistics.

science · statistics↗
Cognitive Biasesintermediate

Availability Heuristic

The availability heuristic is a mental shortcut where people judge the likelihood or frequency of an event based on how easily examples come to mind, often leading to overestimation of vivid or emotionally charged risks and underestimation of more common but less dramatic ones.

economics · sociology↗
Cognitive Biasesintermediate

Availability Heuristic: Ease of Imagination

The case with which events or scenarios can be imagined influences estimates of probability; easy-to-imagine events are judged more likely, while difficult-to-imagine events are judged less likely. This experiment demonstrates how ease of imagination distorts risk perception.

medicine · statistics↗
Cognitive Biasesintermediate

Availability-Misweighing Tendency

The tendency to overweigh information that is easily available in memory, leading to distorted perceptions and decisions. It stems from the brain's limited capacity and reliance on readily accessible data.

business · economics↗
Cognitive Biasesintermediate

Avoid a Narrow Frame

People often limit decisions to a binary 'whether or not' choice, missing other viable options. The concept encourages considering opportunity cost and using the Vanishing Options Test to broaden decision-making.

education · business↗
Cognitive Biasesintermediate

Avoid Casinos and Never Gamble

Past success can make associated habits, people, or strategies seem more reliable than they are. Examine what actually caused the success, what may have been luck, and which risks are different in the next undertaking.

business · economics↗

Avoid Deadly Sins. Start with the Right Morality First

Envy is one of the seven deadly sins and a cognitive bias that causes irrational behavior because it brings no pleasure. The story of Cain and Abel illustrates its destructive consequences, and Charlie Munger notes that envy is particularly foolish since it is the only sin you can never enjoy.

economics · philosophy↗

Axiom Tests: Focus-Dependence and Context Independence

Experiments reveal that binary complementarity (P(A,B) + P(B,A) = 1) is violated under certain conditions, such as when participants have little knowledge or when unpacked hypotheses are repacked differently depending on position. Asymmetric support theory accounts for these violations while maintaining the product rule.

statistics · economics↗
Cognitive Biasesintermediate

Bad arguments inoculate us against good arguments

When encountering a good argument for the first time, we often mistake it for a familiar bad argument and dismiss it. For example, the author ignored Gary Klein's work on intuition because of prior exposure to pseudo-mystical claims about intuition, even though Klein referred only to pattern-matching.

education · philosophy↗
Cognitive Biasesintermediate

Bandwagon Effect

The bandwagon effect is a cognitive bias where individuals adopt beliefs or behaviors because they perceive that many others are doing so, often exploited in media and marketing.

politics · sociology↗
Cognitive Biasesintermediate

Base Rate Neglect

People often ignore base rate statistics when predicting individual behavior, especially when faced with vivid anecdotal information. This cognitive bias makes it difficult to learn from statistical data alone, as demonstrated by Nisbett and Borgida's teaching of the helping experiment.

education · cognitive science↗
Cognitive Biasesintermediate

Base Rate Neglect (Disease Test Fallacy)

A cognitive bias where people ignore the base rate (prevalence) of a disease and focus only on the test's accuracy, leading to dramatically overestimating the probability of having the disease given a positive test.

medicine · statistics↗
Cognitive Biasesintermediate

Base-Rate Neglect

Base-rate neglect occurs when judgments give too little weight to how common an outcome is before considering the specific evidence. In the studies described, it contributed to overconfidence for low-base-rate predictions and, in some conditions, underconfidence for high-base-rate predictions.

business · economics↗
Cognitive Biasesintermediate

Being Smart and Knowledgeable Doesn't Make You a Scout

Intelligence and knowledge do not guarantee freedom from motivated reasoning. Galef discusses studies in which more knowledgeable people held more polarized opinions on ideologically charged scientific questions, and argues that reasoning ability can serve either inquiry or the defense of an existing view.

politics · science↗
Cognitive Biasesintermediate

Being smart makes it worse

Intelligence does not reliably protect people from motivated reasoning. Numerical and verbal skill can also help people defend existing beliefs, especially when a topic matters to their identity.

politics · science↗
Cognitive Biasesintermediate

Belief Perseverance

The tendency to cling to beliefs even after evidence discredits them, as illustrated by the Dreyfus affair where Colonel Picquart overcame his anti-Semitic bias and institutional pressure to uncover the truth.

law · history↗
Cognitive Biasesintermediate

Belief Perseverance: The Nick the Greek Effect

A story about a poker player who consistently ignored contrary feedback and stuck to a losing strategy, illustrating that experience alone is not sufficient for learning; the mind often resists updating beliefs in the face of disconfirming evidence.

business · education↗
Cognitive Biasesintermediate

Belief-System Defenses

Experts may defend a failed forecast by citing unmet conditions, a near miss, mistaken timing, or the limits of prediction itself. Each defense can have merit; the question is whether it explains the result or merely protects a preferred belief from revision.

politics · economics↗
Cognitive Biasesintermediate

Believability of Evidence

A conclusion can be difficult to picture without being poorly supported. When evidence conflicts with intuition, examine the data, assumptions, and reasoning; the feeling that a result is unbelievable does not settle whether it is useful or true.

science · education↗
Cognitive Biasesintermediate

Believe First and Doubt Later

Bevelin describes an account of belief in which understanding information involves initial acceptance, while reconsidering it takes effort. Distraction and time pressure may leave less opportunity to question a claim.

education · philosophy↗

Believing Is Seeing

Believing is seeing is a cognitive bias where prior beliefs, expectations, and desires shape what we perceive, often causing us to see things that are not there or misinterpret ambiguous stimuli. The story of Gretchen Greengums illustrates how this bias, along with confirmation bias, inattentional blindness, patternicity, and memory fallibility, can lead intelligent people to embrace extraordinary claims without evidence.

education · psychology↗
Cognitive Biasesintermediate

Belonging: Fitting in to Your Social Groups

The human need for social acceptance and belonging often triggers motivated reasoning (soldier mindset), where individuals resist or reject evidence that threatens their group's consensus, values, or honor, even if that evidence is valid.

philosophy · sociology↗
Cognitive Biasesintermediate

Bernoulli's Error

Kahneman argues that a utility model based only on final wealth misses the reference point from which a person experiences a gain or loss. Bernoulli’s account of diminishing marginal utility explains some risk aversion, but not the different choices that identical final outcomes can prompt.

economics · behavioral economics↗
Cognitive Biasesintermediate

Bernoulli’s Errors

Kahneman criticizes evaluating choices solely through final wealth rather than gains and losses from a reference point. The supplied endnotes also explain Bernoulli’s logarithmic utility idea and why diminishing utility can make an infinite-expected-value gamble unattractive.

economics · statistics↗
Cognitive Biasesintermediate

Beware of Leaders and Narratives That Won't Entertain Doubt

Confirmation bias causes us to selectively look at evidence, and leaders who project absolute certainty often exhibit a single-loop learning mindset that dismisses inconvenient truths. Embracing double-loop learning and a scout mindset allows for challenging and refining deeply held assumptions.

leadership · business↗
Cognitive Biasesintermediate

Beware the Forecasters

The text warns against overreliance on predictive models, especially for nonlinear systems exhibiting Extremistan characteristics, due to calibration problems and the risk of using the wrong model.

economics · science↗
Cognitive Biasesintermediate

Beware the Precision

The masquerade problem: we tend to overestimate exponents of fractal processes because large deviations are rare and take time to appear, leading us to underestimate the severity of shocks.

finance · economics↗

Bias Blind Spot

The bias blind spot is the tendency to recognize biases in others while believing oneself is less biased, often coupled with naive realism—the conviction that one's own perspective is objective and fact-based.

politics · psychology↗

Bias blind spots

People readily recognize cognitive biases in others but fail to see them in themselves. This failure to acknowledge personal bias is itself a cognitive bias.

psychology↗
Cognitive Biasesintermediate

Biased Assimilation

People accept confirming evidence uncritically while scrutinizing disconfirming evidence, leading to attitude polarization and intensifying intergroup conflict.

politics · sociology↗
Cognitive Biasesintermediate

Biased Memory for Events That Almost Did Not Happen

The authors propose that events that nearly did not happen can be especially memorable because they evoke counterfactual thoughts. This may lead people to overestimate how often certain setbacks occur and help explain some superstitious beliefs.

sports · decision-making↗

Biases and Blunders

The human mind is fallible and prone to systematic biases in perception and judgment, as illustrated by Shepard's table illusion where identical tabletops appear different due to contextual cues like legs and orientation.

business · economics↗
Cognitive Biasesintermediate

Biases in Attributions Made about Self and Others

People may give less weight to circumstances when explaining another person’s behavior than when explaining their own. The passage connects these attribution differences, inflated self-assessments, and overestimates of personal contributions with mistrust and conflict.

psychology · sociology↗
Cognitive Biasesintermediate

Big Data and the Researcher's Option

The researcher's free option to select statistical results that confirm their beliefs, while discarding contradictory evidence, leads to a proliferation of spurious correlations in large datasets. This bias undermines the reliability of empirical research, especially as data volume grows faster than real information.

science · philosophy↗
Cognitive Biasesintermediate

Binary Bias

Binary bias reduces a complicated issue to two opposing camps. Showing a wider range of views can help people ask questions and find shared concerns, as an experiment on difficult conversations illustrates. The aim is a more accurate discussion, not agreement at any cost.

politics · communication↗
Cognitive Biasesintermediate

Biology vs. Rationality

The concept explains how memory's focus on peaks and ends, neglecting duration, leads to decisions that do not maximize experienced utility, challenging the assumption of rational preferences.

economics · psychology↗
Cognitive Biasesintermediate

Black Swan Blindness

Our perception of rare events is paradoxical: we overestimate the probability of vivid, narrated Black Swans while underestimating the likelihood of abstract, unmodeled ones, leading to systematic blindness to the impact of improbable events.

statistics · economics↗
Cognitive Biasesintermediate

Black Swan Blindness Redux

Humans have an ingrained tendency to underestimate outliers (Black Swans), but this miscalculation is fragile and can also involve severe overestimation when salient images are involved. The error rate for estimating the probability of rare events grows monstrously as the event becomes more remote, a phenomenon the author calls 'epistemic arrogance'.

economics · statistics↗
Cognitive Biasesintermediate

Blind Data Analysis

Blind data analysis hides information that could reveal the desired result while researchers choose their analytical methods. Revealing that information only after those choices are fixed can reduce opportunities to steer the analysis toward an expected answer.

science · statistics↗
Cognitive Biasesintermediate

Boomerang Effect (Audit Self-Reflection)

When conducting root cause analysis, auditors may discover that the problem points back to their own actions or the audit team's role, requiring self-reflection and challenging the assumption that findings are external only.

psychology · sociology↗
Cognitive Biasesintermediate

Broad vs. Narrow Framing

Broad vs. Narrow Framing describes the human tendency to make decisions in isolation (narrow framing) versus comprehensively (broad framing). Humans are naturally narrow framers due to cognitive biases like WYSIATI, which leads to inconsistent preferences and is mathematically inferior to the broader, rational-agent approach.

economics · psychology↗
Cognitive Biasesintermediate

Bronze Medal Effect

The proposed Bronze Medal Effect links satisfaction with the alternative a competitor imagines: missing gold or missing a medal altogether. The account reports different counterfactual thought ratings among bronze and silver medalists.

sports · psychology↗
Cognitive Biasesintermediate

Bull and Bear Zoology

The terms 'bullish' and 'bearish' oversimplify market outlooks by ignoring asymmetric outcomes. A situation can be bullish in probability (70% chance of a 1% gain) but bearish in expectation due to a low probability of a large loss (30% chance of a 10% decline), illustrating the importance of considering both probability and magnitude.

finance · economics↗
Cognitive Biasesintermediate

Burying the Evidence

Displaying successes while hiding failures can make an intervention appear more effective and less risky than it is. Taleb illustrates this selection problem with delayed harms from historical radiation treatments.

medicine · history↗
Cognitive Biasesintermediate

Calibration and Miscalibration

Calibration refers to how well subjective probability judgments match objective relative frequencies. Miscalibration can take forms including overprediction, underprediction, overextremity (too radical), and underextremity (too conservative), often driven by heuristics and task difficulty.

decision theory · statistics↗
Cognitive Biasesintermediate

Calibration in Weather Forecasting

In the studies described here, American weather forecasters were well calibrated when predicting rain but tended to overpredict rarer events. Feedback, historical base rates, forecasting tools, and experience are possible explanations; good overall calibration can still conceal errors for particular kinds of weather.

science · meteorology↗
Cognitive Biasesintermediate

Calibration of Uncertainty Assessments

Calibration compares reported uncertainty with observed variation. The Birge ratio compares dispersion across measurements with their reported standard errors. A ratio substantially above 1 can flag underestimated uncertainty or a failure of the model’s other assumptions.

science · statistics↗