1import{j as e}from"./vendor-radix-DU802ZCa.js";import{r as u}from"./vendor-react-BTxg9ZtR.js";import{G as w,a as k,g as x,E as T,x as I,A as p}from"./index-DncLdhFp.js";import{getBiasCategoryById as j}from"./biasCategories-C5eHQ03H.js";import{b as B}from"./useReadingTracker-L_jXUkFP.js";import{ap as S,al as W,ak as q}from"./vendor-icons-CrQtKMdk.js";import"./vendor-supabase-CX9R1gjN.js";import"./vendor-charts-DAHeunvu.js";import"./vendor-helmet-CAjbyy1i.js";import"./vendor-query-ZWy7Qtqb.js";import"./data-methods-BndjViUb.js";import"./vendor-zod-BqaeuRtm.js";import"./data-concepts-GmaJtNtm.js";import"./data-books-BH31k2od.js";import"./data-theories-DJl6H-dw.js";import"./useRewardIntegration-C9dcv24x.js";import"./useAchievementChecker-BN6oZA2j.js";import"./resourcePageId-BR1qaUm4.js";import"./blackSunEmblems-DKzzoQ96.js";const A=[{name:"Anchoring Bias",description:'The cognitive bias where people rely too heavily on the first piece of information they encounter (the "anchor") when making decisions, with subsequent judgments being insufficiently adjusted away from that anchor even when it is arbitrary or irrelevant. In negotiations, the first number mentioned disproportionately influences the final agreement. Real estate agents anchor expectations with listing prices. Even random numbers (like spinning a wheel before estimating) affect subsequent estimates. Anchoring is remarkably resistant to expertiseâeven professionals fall for it. The bias works because we adjust from the anch
1or rather than calculating from scratch, and adjustments are typically insufficient.'},{name:"Availability Heuristic",description:"The mental shortcut of estimating the likelihood of events based on how easily examples come to mind, leading to overestimation of dramatic, recent, or emotionally charged events and underestimation of common but less memorable ones. Plane crashes seem more common than they are because they're memorable; heart disease deaths seem rarer because they're not newsworthy. This heuristic explains why fear of terrorism exceeds fear of car accidents (despite cars being far deadlier), why vivid anecdotes trump statistics, and why recent events dominate risk perception. Media coverage amplifies availability, distorting public priorities."},{name:"Dunning-Kruger Effect",description:"A cognitive bias where people with limited knowledge or competence in a domain significantly overestimate their own abilities, while genuine experts tend to underestimate theirsâincompetence prevents recognition of incompetence. The same skills needed to produce correct answers are needed to recognize correct answers. Beginners don't know what they don't know. This creates a pattern where confidence is highest at the bottom of the knowledge curve, dips as people learn enough to recognize their ignorance, and rises again with genuine expertise. The effect explains why the loudest voices in debates are often the least informed."},{name:"Curse of Knowledge",description:`The difficulty that well-informed people have in thinking about problems from the perspective of lesser-informed people, making it hard to teach, communicate, or empathize with those who lack their knowledge. Once you know something, you can't unknow itâso experts struggle to explain basics, assume shared understanding that doesn't exist, and use jargon unconsciously. This curse plagues education, technical documentation, product design, and communication generally. The famous "tapper-listener" experiment showed that people who tap a song's rhythm vastly overestimate how recognizable it is to listenersâthey hear the melody in their head; listeners hear only random taps.`},{name:"False Consensus Effect",description:"The tendency to overestimate the extent to which others share our beliefs, opinions, and preferences, assuming our views are more common and normative than they actually are. Voters assume most people agree with their politics. People with unusual habits assume those habits are normal. This bias occurs because our social circles are self-selected and unrepresentative, because we project our own thoughts onto others, and because we interpret ambiguous behavior as agreement. The false consensus effect leads to shock when elections don't go as expected and blindness to genuine disagreement."},{name:"Illusion of Transparency",description:`The tendency to overestimate the degree to which our internal states (emotions, thoughts, intentions) are apparent to others, assuming we are more "readable" than we actually are. When nervous during a presentation, we think our anxiety is obvious (it usually isn't). When lying, we assume others can tell (they often can't). When hinting at something, we think the hint is clear (it rarely is). This illusion leads to miscommunicationâwe don't explain ourselves fully because we assume others already understand. It also causes unwarranted social anxiety, as we imagine others perceiving flaws they don't actually notice.`},{name:"Optimism Bias",description:"The systematic tendency to be overly optimistic about the outcomes of planned actions, overestimating the likelihood of positive events and underestimating the likelihood of negative events happening to oneself. Smokers underestimate their personal cancer risk. Entrepreneurs overestimate their startup's chances. Newlyweds underestimate their divorce probability. Optimism bias is adaptiveâit motivates action and promotes mental healthâbut it leads to inadequate preparation, underinsurance, and failed projects. It's remarkably persistent: even showing people base rates doesn't fully correct it. The bias applies to personal futures more than to assessments of others or society."},{name:"Pessimism Bias",description:"The opposite of optimism biasâa tendency to overestimate the probability of negative outcomes, often associated with depression and anxiety, leading to excessive caution and missed opportunities. While most people show optimism bias, those with depression often show more realistic or pessimistic assessments (depressive realism). Pessimism bias can be protective (preparing for worst cases) but also paralyzing. It contributes to risk aversion, underachievement, and chronic worry. Cultures and individuals vary in their baseline optimism/pessimism, affecting everything from entrepreneurship rates to public health compliance."},{name:"Spotlight Effect",description:"The tendency to believe that other people are paying more attention to our appearance and behavior than they actually are, as if a spotlight were shining on us highlighting our every flaw. Students wearing embarrassing t-shirts vastly overestimate how many classmates noticed. People with bad hair days assume everyone sees the flaw. This effect occurs because we're the center of our own world but barely a footnote in others'. It contributes to social anxiety, excessive self-consciousness, and paralysis from fear of judgment. The antidote is recognizing that everyone is too busy thinking about themselves to scrutinize you."},{name:"Planning Fallacy",description:"The systematic tendency to underestimate the time, costs, and risks of future actions while overestimating the benefits, even when we have experience with similar tasks taking longer than expected. The Sydney Opera House was estimated at 4 years and $7 million; it took 14 years and $102 million. Software projects routinely run 2-3x over budget and schedule. Individuals making dinner reservations or planning trips show the same pattern. The planning fallacy persists because we focus on the specific plan rather than reference class outcomes, imagine best-case scenarios, and fail to account for unknown unknowns. Pre-mortems and reference class forecasting help correct it."},{name:"Impact Bias",description:"The tendency to overestimate the intensity and duration of future emotional reactions to events, both positive and negativeâwe think winning the lottery will make us happier longer than it does, and that setbacks will devastate us more than they do. Paraplegics are not as unhappy as people predict; tenure-denied professors recover faster than expected. This occurs because we underestimate our psych
1ological immune system's ability to adapt and because we focus on the event while ignoring ongoing life that continues regardless. Impact bias leads to excessive fear of negative events and excessive pursuit of positive ones that won't deliver lasting happiness."},{name:"Gambler's Fallacy",description:`The mistaken belief that if something happens more frequently than normal during a given period, it will happen less frequently in the future (or vice versa), when in reality each event is independent. After five heads in a row, a coin is not "due" for tailsâit's still 50/50. Lottery players avoid recently drawn numbers. Roulette players bet on red after a streak of black. The fallacy stems from a misunderstanding of probability: the law of large numbers applies to long-run frequencies, not short-term sequences. Random events have no memory. The gambler's fallacy has cost countless fortunes at casinos and led to poor decisions whenever people expect "regression" in truly random sequences.`},{name:"Hot-Hand Fallacy",description:`The belief that a person who has experienced success has a greater chance of continued success, even in random or independent eventsâthe flip side of the gambler's fallacy. Basketball fans believe players have "hot hands" after making several shots. Investors believe fund managers who beat the market will continue to. Recent research suggests the hot hand may be real in some skill-based contexts (fatigue, focus, and confidence do matter), but the perceived hot hand typically far exceeds any actual effect. The fallacy leads to overconfidence in streaks and underappreciation of regression to the mean.`},{name:"Base Rate Neglect",description:'The tendency to ignore general statistical information (base rates) in favor of specific information about individual cases, leading to poor probability judgments. If a disease affects 1 in 1,000 people and a test is 99% accurate, a positive result still means only about 9% chance of having the diseaseâbut people focus on the 99% accuracy and panic. Base rate neglect explains why stereotypes persist despite statistical evidence, why medical screening creates false alarms, and why rare events with vivid case examples dominate decision-making. Always ask "How common is this in general?" before reacting to specific information.'},{name:"Hard-Easy Effect",description:"A cognitive bias in which people overestimate their ability to accomplish difficult tasks while underestimating their ability on easy tasks, showing poor calibration between confidence and actual performance. On hard trivia questions, people express high confidence in wrong answers; on easy questions, they express surprising uncertainty about correct answers. This suggests confidence is partially decoupled from actual knowledge. The effect compounds planning fallacy (we're overconfident about hard projects) and contributes to the Dunning-Kruger effect (incompetence breeds overconfidence on difficult tasks where true competence is hard to assess)."},{name:"Restraint Bias",description:"The tendency to overestimate one's ability to control impulsive behavior, leading people to expose themselves to temptation because they believe (often wrongly) they can resist it. Recovering addicts overestimate their ability to visit old haunts without relapsing. Dieters keep cookies in the house believing they'll resist. People carry credit cards while shopping, confident they'll only buy what they planned. Restraint bias explains why New Year's resolutions failâwe set up situations requiring willpower we don't actually have. Effective self-control involves avoiding temptation, not resisting it."},{name:"Worse-Than-Average Effect",description:"The tendency to believe oneself to be below average at difficult or specialized tasks, the inverse of illusory superiorityâcommon when people compare themselves to perceived experts. While most people show illusory superiority (above-average effect) for common skills like driving, they show worse-than-average beliefs for skills perceived as rare or difficultâjuggling, computer programming, esoteric knowledge. This reflects asymmetric information: we know our own struggles but only see others' polished performances. The effect can cause imposter syndrome and reluctance to attempt things we might actually succeed at."},{name:"Conjunction Fallacy",description:`The error of assuming that specific conditions are more probable than more general ones, violating basic probability rules. The famous "Linda problem": Linda is described as an outspoken philosophy major concerned with social justice. People rate "Linda is a bank teller and feminist" as more likely than "Linda is a bank teller"âlogically impossible, since the conjunction can't exceed the probability of either component. The fallacy occurs because the specific description is more representative and coherent, and we substitute "probability" for "representativeness." It reveals that human judgment often ignores logical constraints in favor of narrative plausibility.`}
1,{name:"Insensitivity to Sample Size",description:'The failure to appreciate that the variability of sample statistics decreases as sample size increases, leading people to draw strong conclusions from small samples that could easily be due to chance. A hospital with 45 births per day will have more consistent 50/50 gender ratios than one with 15 birthsâbut people expect them to be similar. Small schools show more extreme performance (both high and low) than large schools, but this reflects noise, not quality. Insensitivity to sample size leads to overinterpretation of small datasets, belief in "trends" that are statistical noise, and failure to demand adequate evidence before drawing conclusions.'}],E=[{name:"Loss Aversion",description:"The psychological tendency to prefer avoiding losses over acquiring equivalent gainsâlosses hurt roughly twice as much as equivalent gains feel good. Losing $100 feels worse than finding $100 feels good. This asymmetry drives risk aversion in gains (preferring a sure $50 over a 50% chance of $100) but risk-seeking in losses (preferring a 50% chance of losing $100 over a sure loss of $50). Loss aversion explains why people hold losing stocks too long, why they're reluctant to change jobs, and why negative campaigning works. It's one of the most robust findings in behavioral economics and underlies the endowment effect."},{name:"Sunk Cost Fallacy",description:`The tendency to continue investing in something because of previously invested resources (time, money, effort) rather than future returns, even when abandonment would be optimal. "We've come this far, we can't stop now." Staying in bad movies, relationships, or investments because of what you've already put in. Continuing failed projects because of past expenditures. The fallacy is powerful because it feels like wasting past investment, but past costs are "sunk"âthey're gone regardless of future decisions. Rational choice considers only future costs and benefits. The sunk cost fallacy explains why organizations throw good money after bad and why people stay in toxic situations.`},{name:"Status Quo Bias",description:"A preference for the current state of affairs, where any change is perceived as a loss even when objectively beneficial. People prefer their current health plan, current job, current location, even when alternatives are demonstrably better. Inertia trumps optimization. Status quo bias combines loss aversion (change means losing something), mere exposure effect (familiarity breeds liking), and effort avoidance (change requires action). It explains why default options are so powerfulâmost people never change them. Organ donation rates differ dramatically between opt-in and opt-out countries because of status quo bias."},{name:"Endowment Effect",description:"The tendency to value something more once you own it, demanding more to give it up than you would pay to acquire it. In experiments, people given coffee mugs value them at about twice what others would pay for them. Sellers consistently set higher prices than buyers are willing to pay. The endowment effect explains why negotiations fail, why people hold onto possessions they never use, and why trading is less frequent than rational models predict. It combines loss aversion (giving up feels like a loss) with a sense that ownership imbues objects with special value."},{name:"Framing Effect",description:`The principle that the way information is presented significantly affects decisions and judgments, even when the underlying facts are identical. "90% survival rate" sounds better than "10% mortality rate" despite being mathematically equivalent. "75% lean" beef sells better than "25% fat" beef. Framing effects show that human choice is not based on objective features but on subjective representations. Skilled communicators, marketers, and politicians exploit framing to influence decisions. Understanding framing effects helps you recognize when you're being manipulated and make more deliberate choices.`},{name:"Choice Overload",description:'The paradox that while choice is valued, too many options lead to decision paralysis, dissatisfaction, and regret. The famous jam study: stores displaying 24 jam varieties attracted more browsers but sold less than those displaying 6 varieties. Too many choices overwhelm our cognitive capacity, raise expectations, and make us responsible for suboptimal outcomes. Choice overload explains why simplifying options increases sales, why people delay decisions when faced with many alternatives, and why "good enough" often beats "optimal." The antidote is satisficing rather than maximizing.'},{name:"Distinction Bias",description:'The tendency to view two options as more different when evaluating them simultaneously than when evaluating them separately, leading to overvaluation of minor differences. When choosing between 55" and 54" TVs side by side, the difference seems significant; viewed separately, both seem adequate. Distinction bias leads to overspending on marginal upgrades, excessive sensitivity to small differences in comparison shopping, and regret when minor distinctions prove irrelevant in actual use. It explains why showroom comparisons distort real-world preferences and why consumption experiences often disappoint relative to anticipated differences.'},{name:"Default Effect",description:`The powerful influence of pre-selected options on final choicesâpeople disproportionately stick with defaults rather than actively choosing alternatives. Organ donation rates are dramatically higher in countries with opt-out (presumed consent) defaults. Retirement contribution rates are higher when auto-enrollment is the default. The default effect combines status quo bias, effort avoidance, and implicit endorsement (if it's the default, it must be recommended). Designing defaults thoughtfullyâ"choice architecture"âcan dramatically improve outcomes without restricting freedom. The effect shows that human choice is highly malleable to presentation.`},{name:"Decoy Effect",description:`The phenomenon where adding a third, asymmetrically dominated option makes one of the original options more attractive, even though the decoy itself is rarely chosen. Adding a clearly inferior Option C makes Option A look better compared to Option B. Real estate agents show "decoy" houses to make target properties more attractive. The decoy effect violates rational choice theory (adding an option shouldn't change preference between existing options) but is reliably exploited in marketing. It works because we evaluate options comparatively rather than absolutely, and the decoy provides a favorable comparison anchor.`},{name:"Hyperbolic Discounting",description:'The tendency to prefer smaller, sooner rewards over larger, later ones, with preference reversals as time passesâwe value immediacy disproportionately. People prefer $100 today over $110 tomorrow, but prefer $110 in 31 days over $100 in 30 daysâeven though the tradeoff is
1identical. Hyperbolic discounting explains procrastination, addiction, undersaving, and inability to stick to diets or exercise plans. The immediate always seems more urgent than the future. Successful self-control involves "precommitment"âremoving future choices before immediacy bias kicks in. Time inconsistency is the enemy of long-term goals.'},{name:"Omission Bias",description:'The tendency to judge harmful actions as worse than equally harmful omissions (failures to act), even when the consequences are identical. Killing someone seems worse than letting them die. Commission of harm feels more culpable than omission. This bias affects moral judgments, legal decisions, and medical ethics. It explains reluctance to vaccinate (action that might cause harm) versus accepting disease risk (omission). Omission bias may stem from the sense that actions reveal intent while omissions are "natural." But in many cases, failing to act is as morally significant as acting.'},{name:"Action Bias",description:"The preference for action over inaction even when doing nothing would be more effective, driven by the need to feel in control and avoid regret from passivity. Soccer goalkeepers jump left or right on penalty kicks even though staying center is statistically optimal. Investors trade too frequently, reducing returns. Doctors over-prescribe. Action bias is especially strong when we feel responsible and when outcomes are uncertain. Doing something feels better than doing nothing, even when something is counterproductive. Sometimes the hardest and best choice is to wait, but action bias pushes us to intervene."},{name:"Zero-Risk Bias",description:'The preference for completely eliminating a small risk over a larger reduction in a bigger riskâpeople pay disproportionately to achieve certainty. Eliminating risk from 1% to 0% seems more valuable than reducing it from 10% to 5%, even though the second saves more lives. Zero-risk bias leads to inefficient resource allocation in safety spending, regulation, and personal decisions. It stems from the special psychological value of certainty and the difficulty of intuitively comparing risk reductions. Optimal risk management requires resisting the allure of "zero" when resources could save more lives elsewhere.'},{name:"Denomination Effect",description:'The tendency to be less likely to spend large-denomination bills than equivalent small denominations, treating money differently based on physical form rather than value. People break a $20 bill faster than they spend two $10 bills. The $100 bill stays in your wallet while singles disappear. This violates the economic principle of fungibility (money is money). The denomination effect explains why casinos use chips, why prepaid cards encourage spending, and why physical cash "feels" different from electronic payments. The form of money affects spending even when value is identical.'},{name:"Mental Accounting",description:`The psychological tendency to treat money differently depending on its source, intended use, or the account it's assigned to, rather than treating all money as fungible. Vacation money is different from rent money. A bonus is spent more freely than salary. Lottery winnings are for splurges. Mental accounting leads to irrational financial decisionsâcarrying credit card debt while maintaining savings, or refusing to "touch" retirement funds for urgent needs. While it can aid budgeting, it also prevents optimal allocation of resources. Money is money, but we don't treat it that way.`},{name:"Present Bias",description:"The tendency to give stronger weight to payoffs that are closer to the present time, leading to time-inconsistent preferences and self-control failures. Future you will exercise and save money; present you eats cake and buys shoes. Present bias explains why people make resolutions they don't keep, why deadlines motivate more than gradual pressure, and why savings rates are so low despite intentions. It differs from mere impatienceâit's specifically about disproportionate weight on the immediate. Commitment devices, automatic withdrawals, and environmental design help overcome present bias."},{name:"Unit Bias",description:"The tendency to want to complete a defined unit of something regardless of its sizeâportion sizes, package sizes, and unit definitions affect consumption. Larger plates lead to larger servings. Single-serving packages are consumed entirely. People eat more when given bigger containers. Unit bias contributes to obesity (supersizing), overspending (package deals), and work patterns (completing tasks regardless of value). It stems from the satisfaction of completion and the discomfort of leaving things unfinished. Awareness of unit bias helps in designing environments for healthier choices."},{name:"Hot-Cold Empathy Gap",description:`The inability to accurately predict how we will behave or what we will want in different emotional statesâ"cold" rational states fail to anticipate "hot" emotional states and vice versa. When calm, we underestimate how anger will affect decisions. When sated, we underestimate hunger's power. When healthy, we underestimate pain's effect on choices. The empathy gap leads to poor planning, broken commitments, and misunderstanding others. It explains why addicts can't "just stop," why New Year's resolutions fail, and why we're surprised by our own behavior in emotional moments. Designing for hot states while cold is extremely difficult.`},{name:"Affect Heuristic",description:"The mental shortcut of making judgments based on current emotions rather than objective analysisâif something feels good, we judge it as lower risk and higher benefit; if it feels bad, we judge it as higher risk and lower benefit. Liking nuclear power leads to seeing it as safer and more beneficial; fearing it leads to seeing it as riskier with fewer benefits. The affect heuristic inverts the rational model where we should asse
1ss risks and benefits independently. It explains why fear-based messaging works, why first impressions persist, and why emotions predict judgments better than analysis."},{name:"Mere Exposure Effect",description:"The psychological phenomenon where people develop a preference for things simply because they are familiar with them, regardless of objective qualities. Songs grow on you. Faces become more attractive with repeated viewing. Brands become preferred through advertising exposure. The mere exposure effect explains why familiarity breeds liking (not contempt), why advertising works even without persuasive content, and why incumbents have electoral advantages. It's automatic and unconsciousâwe don't realize that frequency of exposure is shaping our preferences. The effect is strongest when we're unaware of the exposure."},{name:"Focusing Illusion",description:`The cognitive bias that "nothing in life is as important as you think it is while you are thinking about it"âattention magnifies the importance of whatever is being focused on. When asked about happiness, people focus on salient differences (income, weather, disability) and overestimate their impact. Californians aren't as happy as Midwesterners think; paraplegics aren't as unhappy as predicted. The focusing illusion explains why we overvalue what we're currently considering and undervalue everything else. It leads to poor predictions about what will make us happy and excessive attention to easily measured factors.`},{name:"Scope Insensitivity",description:"The failure of human emotions to scale appropriately with the magnitude of outcomesâwe don't feel 10 times as much about 10,000 deaths as about 1,000 deaths. Saving 2,000, 20,000, or 200,000 birds elicits similar willingness to pay. Aid for one identified victim generates more donations than statistics about millions. Scope insensitivity is one of the most troubling cognitive biases because it means our moral emotions don't track the actual importance of outcomes. It explains why one death is a tragedy but a million is a statistic, and why effective altruism requires overriding intuition with calculation."}],C=[{name:"Confirmation Bias",description:"The tendency to search for, interpret, favor, and recall information in a way that confirms one's preexisting beliefs while giving disproportionately less consideration to alternative possibilities. We seek out news that agrees with us. We interpret ambiguous evidence as supporting our position. We remember hits and forget misses. Confirmation bias is perhaps the most pervasive and damaging cognitive bias, underlying polarization, scientific errors, and personal blind spots. It's extremely difficult to overcome because it operates unconsciously and feels like objective evaluation. The best antidote is actively seeking disconfirming evidence."},{name:"Belief Perseverance",description:"The tendency to maintain beliefs even after the evidence supporting them has been completely refutedâonce formed, beliefs are remarkably resistant to change. When shown that the evidence for their belief was fabricated, people continue to believe. Corrections to misinformation often fail; sometimes they backfire (the backfire effect). Belief perseverance explains why debunking rarely works, why first impressions persist despite contradictory evidence, and why people hold onto disproven theories. Beliefs become integrated into cognitive structures and identities, making them resistant to isolated contradictions."},{name:"Semmelweis Reflex",description:'The reflex-like tendency to reject new evidence or knowledge because it contradicts established norms, beliefs, or paradigmsânamed after Ignaz Semmelweis, whose evidence about hand-washing was rejected by the medical establishment. New ideas that threaten existing practices face automatic resistance. Paradigm-shifting discoveries are initially ridiculed. The Semmelweis reflex is confirmation bias at the institutional levelâsystems reject information that would require fundamental change. It explains resistance to innovation, the "not invented here" syndrome, and why scientific revolutions are so difficult.'}
1,{name:"Backfire Effect",description:"The phenomenon where corrections to misinformation can actually strengthen the original false belief rather than weaken it, particularly when the misinformation is tied to identity. Showing vaccine safety data to anti-vaxxers can increase vaccine hesitancy. Political fact-checks can entrench rather than correct partisan beliefs. The backfire effect occurs because corrections are perceived as attacks on identity, triggering defensive reactions. It suggests that debunking alone is insufficientâeffective correction requires building trust, providing alternative narratives, and avoiding identity threats. Not all corrections backfire, but many do for identity-relevant beliefs."},{name:"Motivated Reasoning",description:"The unconscious tendency to fit evidence to conclusions rather than conclusions to evidence, driven by emotional stakes in particular outcomes. We reason toward desired conclusions. Smart people are better at motivated reasoning because they're better at generating justifications. Motivated reasoning explains why political sophistication increases polarization rather than moderating itâmore knowledge means more ammunition for motivated reasoning. It's not lying; people genuinely believe their motivated conclusions. The bias is strongest when stakes are high and identity is involved. Awareness helps but doesn't eliminate it."},{name:"Congruence Bias",description:'The tendency to test hypotheses exclusively through direct testing rather than testing alternative hypothesesâseeking to confirm rather than disconfirm. If you think a rule is "add 2," you test 2-4-6, 10-12-14, not 1-3-5 (which would falsify your hypothesis). Scientists test their theories more than alternatives. Doctors seek confirming symptoms more than disconfirming ones. Congruence bias leads to premature conclusions and missed alternatives. The scientific method explicitly requires falsification attempts precisely because congruence bias is our natural tendency.'},{name:"Experimenter's Bias",description:"The tendency for researchers to unconsciously influence the outcomes of experiments in the direction of their expectations and hypotheses. Experimenters subtly cue subjects toward expected responses. Data are interpreted favorably for hypotheses. Borderline cases are classified in hypothesis-confirming directions. Experimenter's bias explains why double-blind protocols are essential and why many experimental findings fail to replicate. It's not fraudâit's unconscious influence. The bias is especially strong in social sciences and medicine where outcomes depend on interpretation."},{name:"Observer-Expectancy Effect",description:"The phenomenon where a researcher's expectations about the outcome of an experiment unconsciously influence the subjects' behavior, producing the expected results. The classic example is Clever Hans, a horse that seemed to do arithmetic but was actually responding to subtle cues from its trainer. Teachers' expectations affect student performance (Pygmalion effect). Therapists' expectations affect patient outcomes. The effect demonstrates that expectations can become self-fulfilling through subtle behavioral cues. Blinding protocols attempt to prevent it but can't eliminate it entirely."},{name:"Selection Bias",description:"The error introduced when the sample studied is not representative of the population one is trying to understand, leading to conclusions that don't generalize. Surveying only people who respond skews results. Studying only successful companies misses what causes failure. Looking only at survivors ignores the dead. Selection bias is ubiquitous and often invisibleâwe study what's available, not what's representative. It explains why management advice based on successful companies often fails, why historical studies overrepresent winners, and why much social science research doesn't replicate in different populations."},{name:"Survivorship Bias",description:"The logical error of concentrating on the entities that passed some selection process and overlooking those that did not, leading to false
1conclusions about what causes success. We study successful entrepreneurs, not failed ones. We see buildings that survived, not those that collapsed. We hear from cancer survivors, not those who died. Survivorship bias leads to overconfidence in strategies that may have succeeded by luck, underestimation of risk, and mistaken beliefs about what causes success. The solution is to actively seek data on failures, not just successes."},{name:"Information Bias",description:"The tendency to seek more information even when it cannot affect action, valuing information gathering over decision-making. Managers request more analysis when decision is clear. Patients want more tests when diagnosis is certain. The bias stems from the belief that more information is always better. But information has costsâtime, money, and decision delay. Information bias leads to analysis paralysis, delayed action, and the illusion that perfect information is achievable. Good decision-making often requires acting on incomplete information rather than endlessly seeking more."},{name:"Illusion of Validity",description:"The tendency to have high confidence in predictions even when the factors generating confidence (coherent story, confidence of source, etc.) have little relationship to actual predictive accuracy. Interviewers are confident in hiring decisions despite interviews' poor predictive validity. Stock pickers are confident despite random performance. The illusion of validity means that confidence and accuracy are poorly correlatedâwe feel most certain when we should be least. Expertise can increase the illusion while not improving accuracy. Statistical prediction consistently outperforms human judgment, yet people prefer confident human predictions."},{name:"Pareidolia",description:"The tendency to perceive meaningful patterns in random or ambiguous stimuliâseeing faces in clouds, hearing words in noise, finding meaning in coincidences. The face on Mars. Jesus on toast. Patterns in stock charts. Pareidolia reveals our brain's pattern-detection machinery working overtimeâwe evolved to find patterns because missing real patterns was costly, but this leads to finding patterns that aren't there. It explains superstition, conspiracy thinking, and the persistence of belief in technical analysis despite random data. We are pattern-seeking creatures in an often-patternless world."},{name:"Clustering Illusion",description:`The tendency to see patterns in random events, interpreting inevitable streaks and clusters as meaningful when they're expected by chance. "Hot streaks" in basketball. "Lucky" lottery numbers. Cancer clusters that are actually random. The clustering illusion occurs because we underestimate how clumpy randomness looksâa truly random sequence has more streaks than we expect. This leads to false beliefs about causal factors when clusters are merely statistical noise. The solution is statistical thinking: asking "Is this cluster more than chance would predict?" rather than "Did a cluster occur?"`},{name:"Texas Sharpshooter Fallacy",description:`The fallacy of determining a pattern after the fact and then claiming the pattern was predictedâlike shooting at a barn and then drawing a target around the bullet holes. Finding a "cluster" of cancer cases around a randomly selected location. Discovering that successful companies share a trait, ignoring failed companies with the same trait. Interpreting prophecies after events. The fallacy involves ignoring the many possible patterns that didn't occur and treating the observed pattern as significant. It's the opposite of pre-registering hypotheses: finding patterns in noise and claiming they were predicted.`}],P=[{name:"Fundamental Attribution Error",description:"The tendency to overemphasize personality-based explanations for others' behavior while underemphasizing situational influencesâand to do the reverse for our own behavior. When someone cuts you off in traffic, they're a jerk; when you cut someone off, you were late for an important meeting. We attribute others' actions to who they are; our own actions to circumstances. This bias leads to moral judgment, stereotyping, and blaming individuals for systemic problems. It persists even when situational factors are obvious. The error is especially strong in Western individualistic cultures."},{name:"Actor-Observer Bias",description:"The tendency to attribute our own actions to external factors while attributing others' actions to internal
1characteristicsâa variant of the fundamental attribution error. I failed because the test was unfair; you failed because you didn't study. I'm late because of traffic; you're late because you're irresponsible. The bias stems from different information availability: we know our own circumstances but only observe others' behavior. It also serves ego-protection. Understanding actor-observer bias helps in recognizing how others might have equally valid situational explanations for their behavior."},{name:"Self-Serving Bias",description:"The tendency to attribute positive events to one's own character but attribute negative events to external factors, protecting self-esteem and self-concept. Success is due to my skills; failure is due to bad luck or unfairness. Athletes credit themselves for wins and referees for losses. Students attribute good grades to ability and poor grades to test difficulty. Self-serving bias maintains psychological health but distorts learning from failures and impairs accurate self-assessment. It's stronger in competitive contexts and Western cultures, and weaker when others can verify the attributions."},{name:"Group Attribution Error",description:"The tendency to believe that the characteristics of an individual group member are reflective of the group as a whole, or that a group's decision outcome reflects the preferences of all group members. One aggressive dog means pit bulls are aggressive. One rude Frenchman means the French are rude. Group decisions represent the group's will, ignoring dissent. This bias underlies stereotyping and prejudice. It ignores within-group variation and situational factors. The error is especially problematic when combined with outgroup homogeneity biasâseeing outgroups as more uniform than they are."},{name:"Ultimate Attribution Error",description:"The tendency to make internal attributions for an outgroup's negative behaviors and external attributions for their positive behaviors, while doing the reverse for one's own group. When they succeed, it's luck; when we succeed, it's skill. When they fail, it's their character; when we fail, it's circumstances. The ultimate attribution error extends self-serving bias to group-serving bias. It maintains group boundaries, justifies prejudice, and prevents learning from outgroups. It's especially strong in contexts of intergroup conflict and competition."},{name:"Just-World Hypothesis",description:"The cognitive bias that the world is fundamentally justâpeople get what they deserve and deserve what they getâleading to victim-blaming and belief that good behavior will be rewarded. Victims of crime, poverty, or illness must have done something to deserve it. If you work hard and follow the rules, you'll succeed. The just-world hypothesis provides psychological comfort (the world is predictable and controllable) but at the cost of blaming victims and ignoring systemic factors. It's stronger in people with high belief in personal control and in privileged populations."},{name:"Defensive Attribution",description:`The tendency to attribute more blame to a victim as the severity of consequences increases, especially when the observer can imagine themselves in a similar situationâwe blame victims more when outcomes are worse to reassure ourselves it couldn't happen to us. Serious car accidents lead to more victim-blaming than minor ones. Victims of serious crimes are scrutinized more than victims of minor crimes. Defensive attribution protects the observer's sense of invulnerability by creating psychological distance from victims. "They must have done something wrong; I wouldn't make that mistake."`},{name:"Outcome Bias",description:"The tendency to judge a decision by its outcome rather than by the quality of the decision at the time it was made, conflating outcome luck with decision quality. A risky bet that pays off is praised; the same bet that fails is condemned. Surgeons are judged by patient outcomes, not surgical quality. Hindsight makes outcomes seem more predictable than they were. Outcome bias prevents learning from well-reasoned decisions that had bad luck and reinforces poorly reasoned decisions that had good luck. Good decision-making requires evaluating process, not just results."},{name:"Moral Luck",description:"The phenomenon where moral judgments are influenced by factors beyond an individual's controlâthe same action is judged differently based on outcomes that were largely a matter of luck. A drunk driver who gets home safely is judged less harshly than one who hits a pedestrian, despite identical recklessness. Attempted murder is punished less than successful murder. Moral luck challenges our assumptions about moral responsibility being tied to intentions and choices. It suggests our moral judgments are outcome-dependent in
1ways that may be philosophically incoherent."},{name:"Post Hoc Fallacy",description:'The logical fallacy of assuming that because event B followed event A, A must have caused Bâ"after this, therefore because of this." I wore my lucky socks and won; the socks caused the victory. Policies were implemented before the economy improved; the policies worked. Post hoc reasoning underlies superstition, pseudoscience, and much of our causal intuition. Correlation is not causation, but our brains constantly infer causation from sequence. The fallacy is especially seductive when we have no alternative explanation and when the sequence confirms our expectations.'},{name:"Regression Fallacy",description:'Mistaking regression to the meanâthe statistical tendency for extreme values to be followed by less extreme valuesâfor causation. Sports Illustrated "jinx": athletes on the cover then underperform, not because of the cover but because peak performance regresses naturally. Patients improve after treatment because they sought treatment when symptoms were extreme. The regression fallacy leads to false beliefs about what caused improvement or decline. Understanding regression to the mean is essential for evaluating interventionsâmuch of what looks like causation is simply statistical regression.'},{name:"Illusion of Control",description:"The tendency to believe that we have control over outcomes that are actually determined by chance, overestimating the role of skill versus luck. Gamblers believe they can influence dice outcomes. Investors believe they can beat the market. Lottery players believe in lucky numbers. The illusion of control is stronger when factors that usually indicate skill are present (personal involvement, choice, familiarity). It leads to overconfidence, insufficient hedging, and failure to recognize the role of chance. Skill-like feelings don't indicate actual control."},{name:"Hindsight Bias",description:'The tendency, after an event has occurred, to see it as having been predictable, even if there was little or no objective basis for predicting itâ"I knew it all along." Historical events seem inevitable in retrospect. Failures were "obvious." The bias distorts memory (we misremember our predictions as more accurate) and judgment (we believe we could have known). Hindsight bias prevents learning from mistakes (we think we knew better), leads to unfair evaluation of past decisions, and creates overconfidence in our ability to predict the future.'},{name:"Curse of Knowledge (Attribution)",description:"The difficulty of imagining what it was like not to know something once you know it, leading to overestimation of how obvious or predictable outcomes were. Experts forget what it was like to be beginners. Historical inevitability seems obvious to those who know the outcome. The curse of knowledge in attribution makes us judge others' predictions too harshly (they should have known) and our own past selves too generously (we couldn't have known). It's closely related to hindsight bias but specifically concerns knowledge states rather than prediction."}],z=[{name:"Rosy Retrospection",description:`The tendency to recall past events more favorably than they were actually experiencedâwe remember the good and forget the bad. Vacations seem better in retrospect than they felt at the time. Relationships are remembered fondly after they end. Childhood seems happier than it was. Rosy retrospection may serve emotional regulation (maintaining positive feelings) and identity continuity. It leads to repetition of choices that weren't actually satisfying and distorted comparisons between past and present. "The good old days" were often not as good as we remember.`},{name:"Nostalgia",description:"A sentimental longing for the past, typically for a period or place with happy personal associations, which involves selective memory and often idealization. We long for simpler times that weren't actually simpler. We remember childhood as carefree when it was often anxious. Nostalgia has psychological benefits (meaning, social connectedness, positive affect) but can prevent acceptance of the present and accurate comparison of past and present. It's triggered by loneliness, uncertainty, or discontinuity and can be harnessed commercially and politically."},{name:"Misinformation Effect",description:`The phenomenon where post-event information alters memory of the original event, creating false memories that feel genuinely remembered. Witnesses' memories are distorted by how questions are asked, what others say, and media coverage. "Did you see the broken headlight?" creates a false memory of a headlight even if there wasn't one. The misinformation effect has profou
1nd implications for eyewitness testimony, which is often wrong despite witnesses' confidence. Memory is not a recording; it's a reconstruction influenced by subsequent information.`},{name:"Source Confusion",description:'The misattribution of a memory to a wrong sourceâremembering information but forgetting where you learned it, or confusing imagination with reality. Cryptomnesia (unconscious plagiarism) occurs when we forget a source and believe ideas are original. We remember faces but not contexts. Imagined events become "remembered" as real. Source confusion explains deja vu (familiarity without source memory), false memories of childhood, and the spread of misinformation when sources are forgotten. The brain stores content and source separately, and source memory is more fragile.'},{name:"Cryptomnesia",description:`A form of misattribution where a person believes they are producing an original thought when they are actually retrieving a forgotten memoryâunconscious plagiarism. Musicians unconsciously reproduce melodies. Writers echo phrases they've forgotten reading. Scientists "discover" ideas already published. Cryptomnesia shows that forgetting a source doesn't mean forgetting the contentâideas can persist while their origins are lost. It's not intentional dishonesty but a failure of source memory. Creative work is inevitably influenced by forgotten exposures.`},{name:"False Memory",description:'A phenomenon where a person recalls something that did not happen or remembers it differently from how it actually happened, with full subjective confidence that the memory is accurate. People can be induced to "remember" childhood events that never occurred. Eyewitnesses confidently identify the wrong person. Therapeutic techniques have created false memories of abuse. False memories feel identical to real memoriesâconfidence is not a reliable indicator of accuracy. The brain constructs memory from fragments, expectations, and suggestions; construction can go wrong without any awareness of error.'},{name:"Consistency Bias",description:"The tendency to incorrectly remember one's past attitudes and behavior as more similar to present ones than they actually were, creating an illusion of personal consistency. We remember always supporting a position we now hold. We recall liking our partners as much when we met as we like them now. Consistency bias serves identity maintenanceâwe like to see ourselves as coherent over time. But it prevents recognizing genuine attitude change and learning from how our views have evolved. Personal narratives are smoothed to eliminate apparent inconsistency."},{name:"Hindsight Bias (Memory)",description:"The memory component of hindsight biasâgenuinely misremembering our predictions as having been more accurate than they were, not just claiming we knew. After events, we actually believe we predicted them. Memory of uncertainty fades while memory of correct elements sharpens. Hindsight bias in memory is especially pernicious because it feels honestâwe're not lying when we say we knew, we genuinely misremember. The distortion prevents learning from prediction failures because we don't remember the failures. Documenting predictions is the only reliable counter."},{name:"Egocentric Bias",description:"The tendency to recall the past in a self-serving manner, including taking more credit for joint outcomes, remembering one's contributions as larger, and placing oneself at the center of events. Married couples each remember doing more than half the housework. Group members overestimate their contributions. We remember events as more centered on us than they were. Egocentric bias stems from better access to our own actions and thoughts than others'. It creates interpersonal conflict when different egocentrically biased memories clash and prevents accurate assessment of relative contributions."},{name:"Self-Serving Memory",description:"The tendency to remember information in ways that favor oneselfâremembering successes more than failures, remembering one's predictions as more accurate, remembering one's behavior as more virtuous. We forget our embarrassments and remember our triumphs. We misremember our past selves as more similar to our current ideals. Self-serving memory protects self-esteem but distorts self-knowledge and prevents learning from mistakes. The bias is largely unconsciousâwe're not deliberately misremembering but genuinely experiencing distorted recall."},{name:"Peak-End Rule",description:"The psychological heuristic in which people judge an experience largely based on how they felt at its most intense point and at its end, rather than based on the sum or average of every moment. A painful medical procedure with a less painful ending is remembered as less painful overall. Vacations are judged by highlight moments and final days. The peak-end rule means that duration is largely ignored in evaluation. It has implications for designing experiencesâend on a high
1note, create memorable peaks, and duration matters less than might be expected."},{name:"Duration Neglect",description:"The psychological tendency to ignore the duration of an episode when evaluating it, related to the peak-end rule. A week of pain and a month of pain are remembered similarly if peak and end are the same. Longer experiences are not proportionally more impactful than shorter ones. Duration neglect explains why adding a mildly unpleasant period can improve evaluation (if it reduces the peak or end negativity) and why extending positive experiences doesn't necessarily increase remembered enjoyment. Our memory doesn't track time well."},{name:"Telescoping Effect",description:'A temporal displacement in memory where recent events are remembered as being more remote than they are (forward telescoping) or remote events are remembered as more recent (backward telescoping). "That was years ago" when it was months. "That just happened" when it was years ago. Telescoping distorts autobiographical timelines and affects surveys asking about timing of events. Recent events are forward telescoped (seem older); distant events are backward telescoped (seem more recent). The effect creates problems for research relying on retrospective reports.'},{name:"Fading Affect Bias",description:`The psychological phenomenon whereby the emotion associated with unpleasant memories fades more quickly than the emotion associated with positive memories. We "get over" bad experiences but savor good ones. Negative affect fades faster than positive affect. This bias may explain rosy retrospectionâthe bad fades while the good persists. It's adaptive for mental health (we'd be overwhelmed if negative affect didn't fade) but can lead to repetition of unpleasant experiences whose negativity we've forgotten and idealization of the past.`},{name:"Mood-Congruent Memory",description:"The tendency to recall information consistent with one's current moodâwhen sad, we remember sad things; when happy, we remember happy things. Depression deepens as negative memories reinforce negative mood. Positive moods access positive memories. Mood-congruent memory creates self-reinforcing cycles: bad moods bring bad memories which worsen mood. It explains why depression is self-sustaining and why therapeutic interventions target either mood or memory access. Our current state acts as a retrieval cue for matching memories."},{name:"Positivity Effect",description:"The age-related trend for older adults to favor positive over negative information in attention and memoryâa relative preference for positive material that increases with age. Older adults remember positive images better than negative ones. They pay less attention to negative information. They recall interpersonal conflicts as less negative. The positivity effect may reflect emotion regulation goals that change with age (from future orientation to present enjoyment) or reduced amygdala reactivity to negative stimuli. It contributes to the paradox of agingâolder adults are often happier despite declining health."},{name:"Choice-Supportive Bias",description:"The tendency to retroactively ascribe positive attributes to an option one has selected, remembering chosen alternatives as better and rejected alternatives as worse than they actually were. After choosing a car, we remember its good features and forget its flaws. After making any significant choice, we reconstruct memory to support that choice. Choice-supportive bias reduces regret and post-decision dissonance but prevents accurate learning about decision quality. It's strongest when choices are irreversible and personally important."},{name:"Levels-of-Processing Effect",description:"The observation that deeper, more elaborate processing of information leads to better memory than shallow processing. Thinking about meaning produces better recall than thinking about appearance. Connecting new information to existing knowledge improves retention. The effect explains why active learning beats passive exposure, why teaching material helps you learn it, and why rote memorization is less effective than meaningful engagement. It has profou
1nd implications for education and the design of learning experiences."}],N=[{name:"Bandwagon Effect",description:"The tendency to adopt beliefs, ideas, or trends because many others have done soâthe probability of any individual adopting it increases with the proportion who have already done so. Fashion trends spread as more people adopt them. Political polls create momentum. Popular products become more popular. The bandwagon effect drives bubbles, fads, and herd behavior. It can be rational (others' choices contain information) but often isn't (conformity independent of information). Social media amplifies bandwagon effects by making popularity highly visible."},{name:"Herd Mentality",description:"The tendency for individuals to follow and copy what a majority or trend is doing, suppressing individual judgment and independent thought. Markets crash as everyone sells at once. Fashion emerges from collective imitation. Beliefs spread through social networks. Herd mentality is distinct from bandwagon effect in emphasizing loss of independent judgment rather than rational updating. It's adaptive in uncertain environments (follow the crowd when you don't know) but leads to collective errors when the crowd is wrong. Financial bubbles and panics are classic herd behavior."},{name:"Authority Bias",description:"The tendency to attribute greater accuracy to the opinion of an authority figure and be more influenced by that opinion, independent of its actual content. Doctors are believed about nutrition. Celebrities are believed about politics. Experts in one field are trusted in others. Authority bias evolved because expertise exists and deference is often appropriateâbut it leads to excessive deference to irrelevant authority, expert worship, and manipulation by authority figures. Milgram's experiments showed authority bias leading people to administer seemingly dangerous shocks."},{name:"Halo Effect",description:"The tendency for an overall positive impression of a person, company, or product to positively influence judgment about their specific traits. Attractive people are assumed to be competent and virtuous. Good companies are assumed to have good products. The halo effect is bidirectionalânegative impressions create negative halos. It explains why first impressions are so powerful, why attractive people earn more, and why brand reputation affects product evaluation beyond product quality. We don't evaluate traits independently but as part of a coherent impression."},{name:"In-Group Bias",description:"The tendency to favor members of one's own group over members of other groups, giving them more trust, more resources, and more favorable evaluations. We prefer people who share our identityânationality, race, religion, sports team, college. In-group bias is remarkably easy to trigger (even arbitrary group assignment creates it) and remarkably powerful (affecting hiring, friendship, politics, and more). It's one of the deepest human biases, rooted in evolutionary pressures for group cohesion. It underlies tribalism, discrimination, and the difficulty of cross-group cooperation."},{name:"Out-Group Homogeneity Bias",description:`The perception that members of an out-group are more similar to each other than members of the in-group, seeing "them" as all alike while "we" are diverse individuals. "They all look alike." "Those people all think the same way." Out-group homogeneity bias combines with in-group bias to create stereotypingâwe see individuals in our group but categories in other groups. It's partly informational (we know more about our group) and partly motivational (differentiation maintains in-group identity). It's foundational to prejudice and discrimination.`},{name:"Not Invented Here Syndrome",description:"The tendency to avoid using or accepting ideas, products, or solutions developed outside of one's own group or organization, favoring internal development even when external options are superior. Companies rebuild rather than buy. Teams reject external suggestions. Nations resist foreign innovations. Not invented here syndrome wastes resources, slows progress, and reduces quality by excluding superior external options. It stems from identity (we want to be the creators), control (external solutions are less controllable), and threat (external solutions imply internal inadequacy)."},{name:"Cross-Race Effect",description:`The tendency to more easily recognize faces of one's own racial group than faces of other racial groupsâ"they all look alike" applied to face perception. Eyewitness misidentification is more common across races. We literally perceive less individuality in other-race faces. The effect results from differential expertise (more experience with own-race faces), categorization (processing other-race faces as category members), and motivation (more attention to individuating in-group members). It has serious implications for cross-racial eyewitness identification and criminal justice.`},{name:"Cheerleader Effect",description:`The cognitive bias whereby people appear more attractive in a group than in isolation, as individual faces are perceived as closer to the group's "average" face. Individual flaws are smoothed by averaging across multiple faces. People strategically use group photos. The effect works for attractiveness but may apply to other judgments as well. It's related to the fact that averaged faces are rated as more attractive than individual facesâcomb
1ining features creates more typical, and therefore more attractive, appearances.`},{name:"Ben Franklin Effect",description:'The psychological phenomenon whereby a person who does a favor for someone is more likely to do another favor for that person than if they had received a favor from that person. Asking for favors increases liking. People who help you come to like you. The effect is explained by cognitive dissonance: "I helped them, so I must like them." Ben Franklin famously won over an adversary by asking to borrow a book. It suggests that requesting help can build relationships better than providing help, counterintuitively.'},{name:"Reactive Devaluation",description:"The tendency to devalue proposals or ideas coming from an adversary or out-group, dismissing proposals that would be accepted if they came from a neutral or in-group source. Arms control proposals are rejected when attributed to the opposing nation. Settlement offers are devalued because they come from the other side. Reactive devaluation explains why negotiations between adversaries are so difficultâproposals are contaminated by their source. The mere knowledge that the opponent wants something makes it seem less desirable or more suspicious."},{name:"Naïve Realism",description:`The belief that we see the world objectively and that people who disagree with us must be uninformed, irrational, or biasedâwhile we perceive reality as it is. "If they knew what I knew, they'd agree." Others are biased; I'm objective. Naïve realism underlies political polarization (the other side must be stupid or evil), conflict resolution failures (inability to credit opponents' perspectives), and the illusion of objectivity. In reality, everyone is biased, and reasonable people can genuinely disagree based on different but legitimate values and weightings.`},{name:"Bias Blind Spot",description:"The cognitive bias of recognizing the impact of biases on the judgment of others, while failing to see the impact of biases on one's own judgment. We see others' biases clearly but believe ourselves to be objective. Even after learning about biases, we think we're less susceptible. The bias blind spot may be the meta-bias that prevents other bias correction. It explains why people confidently maintain biased views while acknowledging that biases exist. One of the most troubling aspects of cognitive bias is our blindness to our own."},{name:"Third-Person Effect",description:`The tendency to believe that mass media messages have a greater effect on others than on oneself, that others are more susceptible to media influence. "Advertising doesn't affect me, but it affects others." We support censorship to protect others from media we believe doesn't affect us. The third-person effect is a specific instance of the bias blind spot applied to media influence. It leads to support for paternalistic media regulation and failure to recognize how media shapes our own views. If we think we're immune, we don't guard against influence.`},{name:"Curse of Knowledge (Communication)",description:"The difficulty of imagining what it's like not to know something you know, leading to poor communication because you assume knowledge you shouldn't assume. Experts can't explain to novices. Teachers skip steps that seem obvious. The curse of knowledge is why jargon is overused, why instructions are inadequate, and why expertise doesn't translate to teaching ability. Once you know something, you literally can't imagine not knowing it, so you can't tailor communication appropriately. The only solution is explicit perspective-taking and feedback."},{name:"Illusory Truth Effect",description:'The tendency to believe information to be correct after repeated exposureârepetition increases perceived truth, regardless of actual accuracy. Statements heard before seem more true. Propaganda works through repetition. False information becomes "common knowledge." The illusory truth effect is exploited by advertising, political messaging, and misinformation campaigns. It works because processing fluency (easy processing of familiar information) is misinterpreted as truth. The effect occurs even when people know the source is unreliable. Repetition really does create truth in perception.'}],R=[{name:"Implicit Bias",description:`Unconscious attitudes or stereotypes that affect our understanding, actions, and decisions without our awareness or intentional control. Hiring managers favor candidates with "white-sounding" names. Doctors give less pain medication to Black patients. Teachers call on boys more than girls. Implicit biases can conflict with explicit valuesâpeople who genuinely believe in equality still show implicit preferences. The Implicit Association Test (IAT) measures these biases. Awareness helps but doesn't eliminate implicit bias; environmental restructuring and deliberate processes are needed.`},{name:"Attribution Bias (Social)",description:`Systematic errors in explaining the causes of others' behavior, typically overweighting personality and underweighting situation. When someone fails, we assume lack of ability; when they succeed, we credit circumstances. We attribute our group's success to merit and others' success to luck. Attribution biases lead to stereotyping (group members "are" a certain way rather than responding to circumstances), unfair judgments, and failure to address situational causes of behavior. They're stronger in individualistic cultures and for out-group members.`},{name:"Beauty Bias",description:"The tendency to associate physical attractiveness with positive traitsâassuming attractive people are smarter, more competent, more successful, and more moral. Attractive defendants receive lighter sentences. Attractive people are hired and promoted more. Attractive politicians get more votes. Beauty bias is pervasive and largely unconscious. It has real consequences: lifetime earnings correlate with attractiveness. The bias may have evolutionary roots (attractiveness signals health) but its application goes far beyond relevant domains. It's one of the most robust and consequential implicit biases."},{name:"Projection Bias (Social)",description:"The tendency to unconsciously assume that others share one's current emotional states, beliefs, or values, projecting one's own mental states onto others. When happy, we assume others are happy. When we hold a belief, we assume others share it. When we value something, we assume others do too. Projection bias leads to miscommunication, false consensus, and failure to anticipate others' reactions. It's partly inevitable (we can only model others using our own experience) but can be reduced through perspective-taking and explicit consideration of how others might differ."},{name:"Stereotyping",description:"The cognitive shortcut of applying generalized beliefs about a group to individual members of that group, regardless of individual characteristics. All members of a group are expected to conform to the group stereotype. Stereotypes influence perception, memory, and behavior toward stereotyped individuals. Stereotypes persist because they're efficient (reduce cognitive load), self-confirming (we notice stereotype-consistent behavior), and socially transmitted. They range from relatively harmless (national cuisines) to deeply damaging (racial and gender stereotypes). Reducing stereotyping requires individual effort and systemic change."},{name:"Horn Effect",description:"The opposite of the halo effectâthe tendency for a negative impression in one area to influence opinions in other areas. One negative trait colors perception of all traits. Bad first impressions are hard to overcome. A company's ethical failure taints perception of product quality. The horn effect creates negative spirals where one negative judgment leads to more. It explains why reputation damage is so hard to repair, why negative first impressions persist, and why negative information is weighted more heavily than positive. We form coherent negative impressions just as we form coherent positive ones."},{name:"Negativity Bias (Social)",description:"The tendency to give more weight to negative information than positive information in forming impressions of others. One bad trait outweighs many good ones. Negative first impressions are harder to change than positive ones. Negative events are more impactful than positive events. Negativity bias in social perception may be adaptive (avoiding dangerous people is more critical than
1identifying friendly ones) but leads to excessive judgment, difficulty forgiving, and pessimistic person perception. It takes many positive interactions to overcome one negative one."},{name:"Correspondence Bias",description:"The tendency to draw inferences about a person's disposition from behavior that can be entirely explained by the situationâa form of the fundamental attribution error. An actor paid to defend a position is assumed to actually hold it. A messenger delivering bad news is blamed. Correspondence bias persists even when situational constraints are obvious. It leads to dispositional judgments when situational explanations are clearly sufficient. We can't help but see behavior as revealing character, even when we know it doesn't."},{name:"Trait Ascription Bias",description:`The tendency for people to view themselves as relatively variable in terms of personality, behavior, and mood while viewing others as much more predictable. "I'm complex; they're simple." We see ourselves as nuanced and context-dependent but others as having fixed traits. Trait ascription bias leads to oversimplification of others and surprise when they act "out of character." It's related to the actor-observer differenceâwe have more information about our own variability and situations than about others'. It underlies the fundamental attribution error and stereotyping.`},{name:"Positivity Bias (Social)",description:"The tendency to evaluate individuals more positively than groups and to focus on positive information in initial impression formationâa preference for positive person perception. Initial impressions tend positive. Individuals are liked more than groups. We give people the benefit of the doubt initially. Positivity bias in social perception may facilitate social interaction and relationship formation. It contrasts with negativity bias in information weightingâwe prefer positive impressions but negative information is more impactful when it occurs. The two biases create complex impression formation dynamics."},{name:"Assumed Similarity Bias",description:"The tendency to assume that others are more similar to oneself than they actually areâprojecting one's own characteristics onto others. We assume others share our preferences, values, and reactions. We're surprised when they don't. Assumed similarity leads to false consensus and miscommunication. It's related to projection bias but specifically concerns similarity judgments rather than state projection. The bias is stronger for in-group members and for traits central to identity. It impairs understanding of people who are genuinely different from us."},{name:"Illusory Correlation",description:"The perception of a relationship between two variables when no such relationship exists, or perceiving a relationship as stronger than it actually is. We see connections between minority groups and negative behaviors that aren't actually more frequent. We believe our moods correlate with the weather more than they do. Illusory correlation underlies superstition, stereotype formation, and pseudoscience. It occurs because distinctive events (minorities, rare behaviors) are both memorable and attention-grabbing, so their co-occurrence is especially salient. We construct correlations from salience rather than actual frequency."},{name:"Expectation Effect",description:"The tendency for expectations to influence perception and behavior in ways that confirm the expectationâwhat we expect to see, we tend to see. Teachers expecting students to be smart elicit better performance (Pygmalion effect). Managers expecting employees to fail observe more failures. Expectations shape both perception (we notice expectation-consistent behavior) and behavior (we act in ways that elicit expected responses). Expectation effects explain how stereotypes and prejudices are self-confirming. Breaking the cycle requires awareness and deliberate perspective-taking."},{name:"Pygmalion Effect",description:`The phenomenon where higher expectations lead to an increase in performanceâa specific type of expectation effect named after Rosenthal's famous experiment in education. Teachers told certain students were "late bloomers" led those students to actually perform better. Manager expectations affect employee performance. Coach expectations affect athlete performance. The Pygmalion effect shows that expectations are not just passive predictions but active causes. It can be positive (high expectations boost performance) or negative (low expectations, the Golem effect, diminish performance).`},{name:"Social Desirability Bias",description:`The tendency to respond to questions in a manner that will be viewed favorably by others, over-reporting "good" behavior and under-reporting "bad" behavior in self-reports. Survey respondents overstate voting, charitable giving, and exercise while understating prejudice, drug use, and unethical behavior. Social desirability bias undermines self-report measures, especially for sensitive topics. It's stronger when responses aren't anonymous, when topics are sensitive, and when people are aware of being judged. Researchers use indirect measures and s
1ocial desirability scales to correct for it.`},{name:"Extrinsic Incentive Bias",description:`The tendency to believe that others are more motivated by external rewards (money, status) than they actually are, while believing oneself to be more motivated by intrinsic factors. "They're in it for the money; I care about the work." We attribute others' behavior to external motivation and our own to internal motivation. Extrinsic incentive bias leads to cynical management practices (over-reliance on incentives), misunderstanding of others' motivations, and conflict between how we see ourselves and how others see us. It's a specific form of the fundamental attribution error.`},{name:"Self-Presentation Bias",description:"The tendency to present oneself in a favorable light, managing impressions to create desired social imagesâaffecting both what we say and how we perceive ourselves. We perform for audiences, tailoring self-presentation to context. We believe our performances. Self-presentation bias makes self-reports unreliable and creates discrepancies between public and private selves. It's not just impression managementâwe actually come to believe our self-presentations. Social media amplifies self-presentation bias with curated personal branding. The bias shapes both how others see us and how we see ourselves."},{name:"Ultimate Attribution Error (Social)",description:"The tendency to make internal attributions for in-group successes and external attributions for in-group failures, while doing the opposite for out-groups. When we succeed, it's our character; when we fail, it's circumstances. When they succeed, it's luck; when they fail, it's their character. The ultimate attribution error is group-level self-serving bias. It maintains group boundaries, justifies discrimination, and prevents learning from out-groups. It's especially strong in contexts of intergroup conflict where group identity is salient."},{name:"Outgroup Homogeneity Effect",description:`The perception that members of out-groups are more similar to each other than are members of one's own groupâ"they" are all alike while "we" are diverse. We see variation among friends but not among strangers. We see individuality in our group but categories in others. The outgroup homogeneity effect underlies stereotyping by treating out-group members as interchangeable. It results from less contact with and information about out-groups and from categorization processes that emphasize between-group differences while minimizing within-out-group differences.`},{name:"Ingroup Homogeneity Effect",description:"In some contexts, the opposite of outgroup homogeneityâperceiving one's in-group as more similar than out-groups, especially for groups that are small, distinctive, or identity-central. Tight-knit groups see themselves as sharing core characteristics. Minority groups may perceive themselves as more homogeneous. The effect occurs when group cohesion and identity are threatened or when solidarity is important. It shows that homogeneity perception is flexible and context-dependent, serving group identity needs rather than reflecting objective similarity."}],F=[{name:"Attentional Bias",description:"The tendency for perception to be affected by recurring thoughts and emotions, causing selective attention to certain stimuli while ignoring others. Anxious people notice threats. Hungry people notice food. We see what we're thinking about. Attentional bias explains why worriers find more to worry about, why addicts notice cues, and why we see evidence confirming our concerns. It creates self-reinforcing cycles where attention increases awareness which increases attention. Mindfulness practices aim to reduce attentional bias by broadening awareness."},{name:"Selective Perception",description:"The tendency to perceive what we want to perceive and ignore the restâfiltering reality through expectations, needs, and motivations. Fans see fouls by the other team but not their own. We hear what we expect to hear in ambiguous speech. We see what confirms our expectations. Selective perception is not conscious filtering but genuine perceptual distortion. We literally see and hear differently based on expectations. It explains why eyewitnesses disagree, why people interpret the same evidence differently, and why arguments from different premises are so difficult to reconcile."},{name:"Frequency Illusion",description:"Also known as the Baader-Meinhof phenomenonâthe illusion that something that has recently come to one's attention appears with improbable frequency thereafter. Learn a new word, suddenly hear it everywhere. Buy a new car, see them everywhere. The frequency hasn't changedâattention has. Frequency illusion combines selective attention (noticing what we're primed to notice) with confirmation bias (counting hits, ignoring misses). It creates false beliefs about increasing frequency and can feed into paranoia, pattern-finding, and superstition."},{name:"Recency Bias",description:"The tendency to weigh recent events more heavily than earlier events, giving disproportionate importance to the latest information. Recent performance is over-weighted in evaluation. Recent events dominate memory and prediction. Last impressions are weighted like first impressions. Recency bias affects investment decisions (recent returns predict future expectations), performance reviews (recent performance dominates), and prediction (what happened recently will continue). It's the temporal equivalent of availability heuristicâwhat's recent is most available."},{name:"Primacy Effect",description:"The tendency for the first items in a series to be remembered and weighted more heavily than later itemsâfirst impressions dominate. First information about a person shapes interpretation of later information. First items in a list are remembered best. Early evidence carries more weight. Primacy effect explains why first impressions are so important, why order of presentation matters in persuasion, and why early information is weighted too heavily. Combined with recency effect, it creates serial position curves where middle information is underweighted."},{name:"Belief Bias",description:"The tendency to evaluate the logical strength of an argument based on the believability of the conclusion rather than on the validity of the reasoning. We accept bad arguments for conclusions we already believe and reject good arguments for conclusions we disbelieve. Belief bias prevents logical evaluation of reasoningâwe judge conclusions, not logic. It explains why training in logic doesn't prevent irrational beliefs, why motivated reasoning persists, and why people can agree on facts but not conclusions. Content overrides form in human reasoning."},{name:"Conservatism Bias",description:"The tendency to insufficiently revise beliefs when presented with new evidence, failing to update as much as Bayesian norms would require. We under-react to new information. We stick too long with prior beliefs. Evidence changes minds less than it should. Conservatism bias is the opposite of overreactionâwe anchor too heavily on prior beliefs. It explains why learning is slow, why paradigm shifts are difficult, and why evidence accumulation is required for belief change. First impressions persist because conservatism bias maintains initial beliefs despite contradictory evidence."},{name:"Representativeness Heuristic",description:`The mental shortcut of judging probability based on how representative a sample or instance is of a category, ignoring base rates and probability rules. "Linda the feminist bank teller" is judged more likely than "Linda the bank teller." We judge people by how well they fit stereotypes. Representativeness leads to conjunction fallacy, base rate neglect, and insensitivity to sample size. It's efficie
1nt when stereotypes are accurate but leads to systematic errors when category membership is rare or when specific cases override general statistics.`},{name:"Recognition Heuristic",description:"The mental shortcut of inferring that recognized items have higher criterion values than unrecognized itemsâif you've heard of it, it's probably important. Asked which city is larger, choose the one you've heard of. Recognized companies are assumed to be better. Recognition correlates with importance. The recognition heuristic is often accurate (more important things are more talked about) but can be exploited (advertising creates recognition without merit). It explains brand power, celebrity endorsements, and why repeated exposure to names increases perceived competence."},{name:"Take-the-Best Heuristic",description:'A "fast and frugal" decision strategy where people consider criteria one at a time, ranked by how reliably each predicts the correct answer, and stop as soon as one criterion distinguishes between options. For example, when guessing which of two cities is larger, you might first check if you recognize one but not the otherâif so, choose the recognized city and stop there without considering population data or other factors. This mental shortcut often performs surprisingly well compared to complex analyses because the single most diagnostic cue frequently contains most of the predictive information. However, it can lead to errors when the best single cue is misleading or when combining multiple weaker cues would give a better answer. The heuristic reveals how humans conserve cognitive effort by satisficing rather than optimizing.'},{name:"Fluency Heuristic",description:"The tendency to prefer and trust information that is processed easilyâfluent processing is interpreted as truth, familiarity, liking, or confidence. Easy-to-read fonts seem more true. Rhyming statements seem more valid. Familiar names seem more famous. The fluency heuristic is efficient (easy processing often signals familiarity and safety) but can be manipulated (presentation affects perceived truth). It underlies the illusory truth effect, the mere exposure effect, and the preference for simplicity. Ease of processing is a metacognitive cue we interpretâoften incorrectlyâas a signal of quality."},{name:"Effort Heuristic",description:"The tendency to value things more when more effort was put into creating themâthe labor theory of value applied to psychological perception. Poems that took longer are judged as better. Products seem more valuable when production was effortful. We value our own effortful creations more. The effort heuristic is related to the IKEA effect and sunk cost fallacy. It makes effort visible in pricing and presentation, explains why handmade goods command premiums, and suggests that efficiency can paradoxically reduce perceived value."},{name:"Simulation Heuristic",description:'The tendency to determine the likelihood of an event based on how easy it is to mentally simulate or imagineâmore imaginable outcomes seem more probable. Near misses ("I almost won!") are over-weighted. Counterfactual scenarios affect probability judgment. Vivid scenarios seem more likely. The simulation heuristic affects legal judgments (how easy is it to imagine the defendant acting differently?), risk assessment (imaginable disasters seem more probable), and regret (counterfactual alternatives to actual outcomes). Mental simulation substitutes for probability calculation.'},{name:"Attribute Substitution",description:"The cognitive process whereby people substitute a difficult judgment with an easier oneâanswering a simpler question than the one asked. Asked how happy you are with life, you assess current mood. Asked about risk, you assess fear. Asked about quality, you assess appearance. Attribute substitution underlies most heuristicsâthe target attribute is substituted with a more accessible heuristic attribute. It's efficient but leads to systematic biases when the substitute attribute differs from the target. Awareness of substitution is the first step toward correction."},{name:"Peak-End Rule (Information)",description:"When evaluating experiences retrospectively, we judge them based on the peak (most intense) moment and the end, not on the total or averageâthe same rule applied to information processing. Headlines and conclusions dominate evaluation. Presentations are judged by high points and endings. Information at peaks and ends is over-weighted. The peak-end rule in information processing suggests that how information is structured mattersâpeaks and endings receive disproportionate attention. Strategic presentation places key content at peak and end positions."}],H=[{name:"Illusory Superiority",description:`The tendency to overestimate one's own qualities and abilities relative to othersâthe "above-average effect." Most people think they're above-average drivers, lovers, workers, and parents. 93% of US drivers rate themselves above average. Illusory superiority is near-universal for traits that are positive, important, and ambiguous. It protects self-esteem but prevents accurate self
1-assessment. It's especially strong in Western cultures emphasizing individual achievement. The Lake Wobegon effect ("all children are above average") captures this statistical impossibility we all believe.`},{name:"Overconfidence Effect",description:"The tendency to have excessive confidence in one's own answers, judgments, and abilitiesâconfidence exceeds accuracy. People's 90% confidence intervals contain the true value only about 50% of the time. Experts are overconfident about predictions. We're sure when we should be uncertain. Overconfidence is robust across domains and expertise levels (sometimes expertise increases overconfidence). It leads to insufficient hedging, excessive risk-taking, and inadequate preparation for failure. Calibration training can help, but overconfidence is extremely difficult to eliminate."},{name:"Self-Enhancement Bias",description:`The broad tendency to perceive oneself more favorably than is warranted by objective measuresâencompassing illusory superiority, self-serving bias, and unrealistic optimism. We see ourselves as better than we are. We attribute success to self and failure to circumstance. We expect better futures than evidence warrants. Self-enhancement maintains psychological health but impairs accuracy. It's modulated by culture (weaker in East Asian cultures emphasizing self-criticism) and context (weaker when evaluation is verifiable). Depression is associated with reduced self-enhancement ("depressive realism").`},{name:"Spotlight Effect (Self)",description:"The tendency to overestimate how much others notice about usâspecifically, the application of the spotlight effect to self-perception. We think our embarrassing moments are more noticed than they are. We think our appearance changes are more visible than they are. The spotlight effect on self-perception contributes to social anxiety (everyone is watching and judging) and excessive self-consciousness. The antidote is recognizing that others are their own spotlights, mostly focused on themselves. We're not as noticed as we feel."},{name:"Introspection Illusion",description:"The false belief that we have direct insight into the origins of our mental states, when in fact introspection provides very limited access to the causes of our thoughts, feelings, and behaviors. We think we know why we made a decision, but we often confabulate. We believe we know our own preferences, but they're highly context-dependent. The introspection illusion leads to overconfidence in self-knowledge, rejection of unconscious influences, and failure to recognize bias in ourselves. We have privileged access to our mental states but not to their origins."},{name:"Self-Perception Theory",description:`The theory that we infer our own attitudes and emotions by observing our own behavior and its circumstancesâwe don't always know how we feel until we see how we act. "I must be hungry; I'm eating." "I must be interested; I keep reading." Self-perception theory explains why actions shape attitudes (acting generous makes you feel generous), why the foot-in-the-door technique works, and why faking emotions can make them real. We are observers of ourselves, not transparent accessors of our states.`},{name:"Social Comparison Bias",description:"The tendency to have feelings of dislike and competitiveness with someone seen as physically or mentally better than oneself, protecting self-evaluation through derogation of comparison threats. We downplay others' achievements. We find flaws in those who outperform us. We avoid upward comparisons or make downward ones. Social comparison bias maintains self-esteem but creates hostility toward high performers and prevents learning from better examples. It's related to the tendency to prefer worse-performing company to avoid threatening comparisons."},{name:"Barnum Effect",description:"The tendency to accept vague, general personality descriptions as uniquely applicable to oneselfânamed after P.T. Barnum, who said there's a sucker born every minute. Horoscopes, personality tests, and cold readings work because people accept general statements as specifically true of themselves. The Barnum effect is why pseudoscientific personality assessments seem accurate. Statements that could apply to anyone seem insightfully personal. We want to be known, so we find personal relevance in generic descriptions."},{name:"Forer Effect",description:`Also known as the Barnum Effectâthe tendency to give high accuracy ratings to descriptions of one's personality that are supposedly tailored specifically for them but are in fact vague and general enough to apply to a wide range of people. Psychologist Bertram Forer's 1948 study showed students rated generic horoscope descriptions as highly accurate. The effect explains astrology, graphology, personality type systems, and other pseudosciences that produce generically applicable "personal" profiles.`},{name:"False Uniqueness Effect",description:"The tendency to underestimate the prevalence of our positive qualities and abilities, believing we are more unique in our strengths than we actually areâthe opposite of false consensus for valued traits. We think our skills and virtues are rarer than they are. We believe our positive traits make us special. The false uniqueness effect serves self-enhancementâbeing unique in positive ways is ego-boosting. It complements false consensus: we think our weaknesses are common (everyone does this) but our strengths are rare (I'm special)."},{name:"Impostor Syndrome",description:`A psychological pattern in which an individual doubts their accomplishments and has a persistent internalized fear of being exposed as a "fraud"âthe opposite of illusory superiority. Successful people believe their success is undeserved. They attribute achievements to luck rather than ability. They fear being "found out." Impostor syndrome is common among high achievers, women in male-dominated fields, and minorities in majority spaces. It can be adaptive (promoting effort) but is often distressing and career-limiting. It's the worst-than-average effect applied to self-assessment.`},{name:"Self-Serving Attribution",description:"The tendency to attribute positive events and successes to one's own character, but attribute negative events and failures to external factors beyond one's control. I won because I'm skilled; I lost because I was unlucky or cheated. Self-serving attribution protects self-esteem and maintains motivation after failure. It's stronger in competitive contexts, Western cultures, and for personally important outcomes. It impairs learning from failure (if it wasn't my fault, I don't need to change) and creates interpersonal conflict when people disagree about who caused outcomes."}],M={"estimation-judgment":A,"decision-making":E,"hypothesis-assessment":C,"causal-attribution":P,memory:z,"opinion-formation":N,"social-perception":R,"information-processing":F,"self-perception":H},O=n=>M[n]||[];function ae(){const{categoryId:n}=w(),f=k(),g=x(),[c,l]=u.useState(null),i=j(n||""),d=O(n||"");if(B({pageId:n||"",pageType:"bias",minReadTimeSeconds:60,enabled:!!n&&!!i}),u.useEffect(()=>{window.scrollTo({top:0,behavior:"smooth"}),l(null)},[n]),!i)return e.jsx("div",{className:"min-h-screen bg-background flex items-center justify-center",children:e.jsx("p",{className:"text-muted-foreground",children:"Category not found"})});i.icon;const h=t=>{l(c===t?null:t)};return e.jsxs("div",{className:"min-h-screen bg-background",children:[e.jsx(T,{}),e.jsx("div",{className:"border-b backdrop-blur-sm sticky top-0 z-10 header-gradient",children:e.jsx("div",{className:"max-w-4xl mx-auto px-4 py-4",children:e.jsxs("div",{className:"flex items-center gap-6",children:[e.jsxs("button",{type:"button",onClick:()=>{const t=g.state;f((t==null?void 0:t.returnTo)||"/psychological-biases",{state:{scrollY:t==null?void 0:t.scrollY,returnTo:t==null?void 0:t.parentReturnTo}})},"aria-label":"Go back",className:"atlas-category-back atlas-back-static",children:[e.jsx(S,{className:"h-4 w-4","aria-hidden":"true"}),e.jsx("span",{children:"Back"})]}),e.jsxs("div",{className:"flex items-center gap-3",children:[e.jsx(I,{size:40}),e.jsxs("div",{children:[e.jsx("h1",{className:"text-lg font-display font-bold text-foreground",children:i.shortTitle}),e.jsx("p",{className:"text-xs text-foreground",children:"Psychological Biases"})]})]})]})})}),e.jsx("div",{className:"px-4 py-4",children:e.jsxs("div",{className:"max-w-3xl mx-auto
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Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.