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Decision-making
Everything on this site about decision-making — each one naming the study behind it.
- You overestimate your future happiness based on your current state.The 'hot-cold empathy gap' explains why you shop for groceries when hungry and purchase food you later regret.…
- Every decision you make is shaped by the first number.The study was published in 'Personality and Social Psychology Bulletin', not 'Psychological Science'.…
- Your brain prefers a simple solution over a perfect one.In 1956, Herbert Simon identified that people search for an option that meets a threshold rather than the mathematical…
- You judge the morality of an action by its success.Observers systematically rate the quality of a decision based on whether it produced a positive or negative outcome.…
- You accept risks more when they are presented as gains.The framing of a decision as a 'save' versus a 'loss' shifts your tolerance for risk, even when the math is identical.…
- You mistake the ease of processing for objective truth.People rate statements as more accurate simply because the font is easier to read.…
- You stay silent to keep the group happy.The desire for consensus in decision-making groups often overrides the realistic appraisal of alternatives.…
- Your certainty is usually a better measure of ego.When asked to provide a range that will contain the truth, people consistently provide estimates that are too narrow.…
- The complexity of a task makes you procrastinate less.Parkinson's Law of Triviality states that the time spent on any item of an agenda is in inverse proportion to the amou…
- Your internal criteria decide what is signal and noise.Signal detection theory posits that your response criterion depends on your current decision threshold.…
- You cannot stop yourself from imagining an impossible scenario.Counterfactual thinking is your brain's persistent attempt to simulate 'what if' scenarios to understand outcomes.…
- You don't know what you want until you see it.Preference construction theory demonstrates that people do not have fixed internal values; instead, they build their p…
- You are more creative when the font is harder to read.Cognitive disfluency—the experience of difficulty in processing information—can trigger more deliberate, analytic thin…
- You see yourself as less capable than you are.When tasks are difficult, people consistently exhibit a worse-than-average effect, underestimating their relative perf…
- Writing down your preferences makes you choose the wrong thing.A 1993 study showed that participants who listed reasons for their preferences were less satisfied with their choices …
- Your decision-making changes when you are distracted by numbers.In a 1999 study by Shiv and Fedorikhin, participants holding a 7-digit number (high cognitive load) chose chocolate ca…
- You rate a choice as better after you have already made it.A 1956 study demonstrated that participants immediately increased their preference for a chosen item and decreased it …
- You care more about one victim than a hundred.In a 2007 study, people donated significantly more money to help a specific individual than to a statistical group of …
- You value things more once you possess them.The mere ownership effect is the finding that items are rated as more attractive simply because they are labeled as be…
- You struggle to accept information that changes your mind.Motivated skepticism is the tendency to scrutinize counter-attitudinal information more intensely than information tha…
- Groups make riskier decisions than individuals alone.Group polarization describes the finding that group discussion often leads members to advocate for more extreme positi…
- You are worse at predicting your own behavior.The introspection illusion is the tendency to trust one's own introspections as a reliable source of information while…
- You make decisions based on the first thing you hear.A 1974 experiment showed that asking participants if the population of a city was greater than 5 million or 200 thousa…
- You value things more when you think they required effort.A 2004 study showed that participants valued the same physical objects more when they were told the creator struggled …
- You predict future happiness based on your current physical state.The empathy gap describes your inability to understand how your decisions change when you move between a 'hot' state o…
- Your preferences change based on the choices you ignore.Post-decision dissonance reduction causes you to overvalue your chosen option to maintain cognitive consistency.…
- You ignore the math when certainty is on the table.The 'pseudocertainty' effect explains why people choose a certain, smaller gain over a larger, statistically superior …
- You perform differently when the task requires effort.The effort-accuracy trade-off shows that you adjust your cognitive effort based on how much accuracy you believe the t…
- You avoid thinking deeply even when you could.Cognitive reflection is the tendency to override an intuitive, incorrect response in favor of a more deliberate, accur…
- Your best decisions happen when you stop thinking hard.A 2006 study by Dijksterhuis proposed that complex decisions are made more effectively when distracted, though these f…
- You avoid information that makes you feel bad.The ostrich effect refers to the tendency for individuals to avoid information that might be negative or disappointing…
- Sometimes you choose ignorance over useful information.A 2010 review found that individuals intentionally avoid available information if they believe that data will threaten…
- You feel more confident in a decision after it is made.Choice-supportive bias drives the brain to emphasize the positives of a chosen option and ignore its drawbacks post-se…
- You fear losing more than you value gaining.Prospect theory demonstrates that losses are weighted more heavily than equivalent gains.…
- You are less rational when you are hungry.The theory that self-control is a limited metabolic resource fueled by blood glucose has been widely challenged and fa…
- Your brain prefers simple patterns over complex reality.The 'Representativeness Heuristic' leads you to judge the probability of an event by how much it resembles your mental…
- You are smarter when you slow down deliberately.The Cognitive Reflection Test predicts performance on logical tasks by measuring impulse inhibition.…
- You twist evidence to support a chosen path.The study titled 'Biased interpretation of evidence' by Carlson and Russo, which demonstrates how people distort new i…
- You make more rational decisions in a foreign language.A 2012 study found that people are significantly less biased when making decisions in a second language.…
- You make more ethical decisions in the morning.A 2014 study found that people are more likely to behave dishonestly as the day progresses.…
- You fear losing money more than gaining it.Loss aversion is the tendency to prefer avoiding losses over acquiring equivalent gains, with a median loss aversion c…
- Your confidence in a decision comes after the act.Post-decision dissonance reduction causes people to retroactively inflate the value of a choice they just made.…
- You prefer a smaller reward that is certain.Research shows people systematically choose lower-value, certain rewards over higher-value options involving uncertain…
- You prioritize trivial tasks because they offer immediate completion.The mere urgency effect shows people choose tasks with shorter deadlines over tasks with higher rewards.…
- You interpret ambiguity based on your current physical comfort.Hard chairs make people more 'stubborn' and 'unyielding' during negotiations compared to soft seating.…
- You avoid making choices when you have too much data.A 2000 study by Iyengar and Lepper suggested that, in specific conditions, limited choice sets can lead to higher conv…
- Your choices often follow the crowd's momentum.The probability of an individual adopting a behavior increases as more people do the same, because individuals use oth…
- You react differently to the same information framed differently.The framing effect, where choice is influenced by whether information is presented as gains or losses, was famously ex…
- You can be nudged by an irrelevant third option.Consumers are more likely to pick a higher-priced item when a slightly worse version is presented as a decoy.…
- You decide based on feelings, then justify with logic.A 2000 study by Finucane, Alhakami, Slovic, and Johnson demonstrated that people evaluate the risks and benefits of an…
- The first number you hear dictates your entire decision.People estimating the value of an item are consistently pulled toward the first number they are given, even if it is i…
- You believe you are safer from misfortune than everyone else.The optimism bias leads people to underestimate their personal risk of experiencing negative events like divorce or il…
- You value an object more once it becomes yours.The endowment effect shows that ownership increases your valuation of an item, even if you acquired it moments ago.…
- You will invent reasons for a choice you never made.In a 2005 experiment, participants provided confabulated explanations in approximately 82% of the trials where they fa…
- Your brain prioritizes immediate comfort over future success.A 1981 study found that pigeons consistently prefer a small reward now over a larger one in the future.…
- A random number changes how you value a price.A 1974 study found that people estimated the percentage of African nations in the UN differently depending on a random…
- Your emotional reaction precedes your logical assessment.The affect heuristic is a mental shortcut where your current emotion—rather than logic—dictates how you evaluate the b…
- You react differently to the same information depending on delivery.Decisions are systematically skewed by whether options are presented as potential gains or potential losses, a phenome…
- You believe you can influence outcomes based on pure chance.A 1975 study found that people were willing to bet more money on a game of luck if they were the ones rolling the dice…
- You overestimate your ability to manage your future moods.Projection bias is the tendency to assume your future self will have the same tastes, desires, and emotional states as…
- Your first impression of a price sets the internal standard.Tversky and Kahneman found that participants' estimates of unknown quantities are consistently pulled toward an arbitr…
- You choose the middle option because it looks balanced.The compromise effect is the tendency to avoid extremes when choosing between items, favoring the option that sits in …
- You remember your past choices as better than they were.Choice-supportive bias is the tendency to retroactively attribute positive attributes to an option you selected and ne…
- The same information changes your choice depending on context.The framing effect refers to the tendency for decisions to be influenced by whether information is presented as a gain…
- You prefer the way things are by default.The status quo bias describes the tendency to maintain a current state because the potential losses of changing are pe…
- You seek unnecessary information before making simple choices.Individuals often request extra information before deciding, even when that information has no impact on the outcome.…
- An anecdote outweighs data when you make a judgment.You consistently prioritize specific, vivid information over broader, more accurate statistical trends.…
- Your first impression of a number dictates your judgment.The initial, often arbitrary value you are presented with exerts a pull on all subsequent estimates.…
- You judge risk by what you recall easily.While the availability heuristic was indeed defined by Tversky and Kahneman in 1973, the specific study comparing perc…
- You overestimate how long your misery will last.People consistently display an impact bias, overestimating the duration of their emotional responses to future events.…
- Asking someone about their plans makes them more likely to act.The mere measurement effect demonstrates that asking people if they will perform an action increases the probability t…
- You misremember why you chose what you chose.Once a decision is made, you unconsciously amplify the positive aspects of your choice and ignore its downsides.…
- You are far more certain than you are accurate.Overprecision is the excessive certainty you feel regarding the accuracy of your own beliefs.…
- You suffer most when you imagine how things might be.Counterfactual thinking is the tendency to mentally simulate alternative outcomes for past events.…
- Your mood determines your assessment of objective risk.The affect heuristic leads you to perceive risks as lower when you are in a positive state.…
- You feel less satisfied when you have many options.The paradox of choice shows that an abundance of options often leads to paralysis and regret.…
- You rate common risks as rarer than they are.The availability heuristic leads you to judge probability based on memory, not data.…
- You exaggerate the importance of your current life focus.The focusing illusion occurs when you place too much weight on one aspect of life while ignoring others.…
- Your choice changes based on how the risk is framed.The framing effect, as demonstrated by Tversky and Kahneman (1981), shows that people react to choices differently dep…
- You judge objects as more valuable if they are scarce.The scarcity heuristic leads people to place a higher value on items that are perceived as rare or difficult to obtain…
- Asking if you will act makes you more likely to.The mere measurement effect describes a phenomenon where measuring intentions may influence subsequent behavior, thoug…
- You are terrible at predicting your feelings in a cold state.The hot-cold empathy gap prevents you from accurately anticipating how you will behave when you are hungry, angry, or …
- Your first impression of a price anchors every later decision.The anchoring effect is a cognitive bias where the first piece of information offered influences all subsequent judgme…
- You align your views to minimize conflict within groups.Groupthink occurs when the desire for harmony or conformity in a decision-making group results in an irrational or dys…
- You trust vague descriptions that seem specifically about you.A 1948 experiment showed that people rate generic personality assessments as highly accurate when they believe they ar…
- Your memories ignore the duration of your past experiences.The study was published in the Journal of Personality and Social Psychology (JPSP).…
- You take action even when it is useless.In high-pressure situations, people often prefer any action over doing nothing, even if inaction is safer.…
- You finish books you hate because you started them.The sunk cost fallacy predisposes you to continue an endeavor based on past investments.…
- Your ability to make good choices erodes by evening.Decision fatigue suggests that quality of judgment declines after repeated choices, a phenomenon famously illustrated …
- You value a small reward today over more tomorrow.Hyperbolic discounting shows that as a reward becomes more distant, its subjective value drops sharply.…
- Asking yourself why you like something makes you like it less.A 1993 study showed that analyzing your own preferences can lead to choices that decrease your long-term satisfaction …
- You falsely believe you predicted the outcome.Hindsight bias causes you to view events as inevitable after they have occurred.…
- You value an object more because you own it.The endowment effect describes a persistent discrepancy between willingness-to-accept (WTA) and willingness-to-pay (WT…
- You think your happiness depends on one specific circumstance.Focalism is the tendency to overestimate the extent to which one specific event will impact your long-term emotional s…
- You want what you are told you cannot have.Psychological reactance is a motivational state that occurs when your freedom to choose is threatened or eliminated.…
- You feel more attraction when your heart rate is high.The misattribution of arousal causes you to interpret unrelated physical excitement as romantic interest.…
- You reach different conclusions depending on how options are presented.The framing effect describes how your decision-making shifts based on whether an outcome is described in terms of gain…
- Your mind is trapped by the first number you hear.The anchoring effect causes individuals to rely too heavily on the initial piece of information offered when making su…
- You value items more just because they are rare.A 1975 study showed that participants rated cookies as more desirable when they were presented in a nearly empty jar.…
- You assume your future self will have your current desires.Projection bias is the tendency to overestimate how much your future preferences will align with your present state.…
- You remember the intensity of an experience, not duration.The peak-end rule explains how you evaluate past events based on their most intense moment and their ending.…
- You keep finishing the book you dislike reading.The tendency to follow through on an investment is often driven by the cost already incurred.…
- You choose the option based on how it is described.The framing effect describes how the presentation of information influences your perception of the risks and rewards i…
- You interpret early information as a fixed anchor.The anchoring bias describes how the first number or piece of data you receive heavily influences all subsequent estim…
- You are more troubled by almost winning than losing.Counterfactual thinking explains why a bronze medalist is often happier than a silver medalist.…
- You unconsciously prefer items that share your own initials.In a 2002 study, researchers proposed that people are disproportionately likely to live in cities or pursue careers th…
- Your ability to make sound choices depletes throughout the day.While the 2011 Danziger study identified a correlation between judicial rulings and meal breaks, the 'decision fatigue…
- You ignore the context while fixating on the outcome.Focalism causes you to overestimate how much a single event will influence your future happiness.…
- You judge inaction more leniently than harmful action.The omission bias is the tendency to view harmful inaction as less morally wrong than harmful action with the same out…
- You reject good ideas because you did not create them.The 'not-invented-here' bias causes people to devalue external solutions in favor of internal ones.…
- You consume more when portion sizes are labeled as units.The unit bias explains why people eat or use more when a quantity is presented as a single item.…
- One new purchase triggers a cycle of constant upgrades.The Diderot effect describes how a single acquisition often leads to a spiral of consumption.…
- You accept the pre-selected option far too often.In Germany (opt-in), 12% of the population have registered as donors, while in Austria (opt-out), 99% are classified a…
- You keep reading this book because you started.Investing time or money in a failing venture makes you paradoxically more likely to continue investing further.…
- Your choice depends entirely on how options are phrased.In the 1981 study, 72% of participants chose a certain outcome of saving 200 out of 600 lives over a risky option with…
- You believe your effort influences random outcomes.A 1975 study found people bet more on lottery tickets when they selected the numbers themselves.…
- You judge the quality of a choice by its outcome.Outcome bias is the tendency to evaluate the intelligence of a decision based on the final result rather than the qual…
- You prefer things to stay exactly as they are.Status quo bias describes a preference for the current state of affairs, even when changing it would provide a clear a…
- A third option changes what you choose entirely.A 1982 study found that adding a clearly inferior third option increases the likelihood that people will choose the or…
- You feel a frantic need to move during static crises.The 2007 study by Bar-Eli et al. demonstrates that goalkeepers choose to jump to the side even though staying in the c…
- You assume your future self will share your current desires.The 2003 paper by Loewenstein, O'Donoghue, and Rabin established the theoretical framework for 'projection bias' that …
- Your self-control is exhausted by simple mental math.In a 1999 study, participants who were asked to memorize a seven-digit number were about 1.5 times more likely to choo…
- You feel a frantic urge to act during uncertainty.In a study of professional soccer penalty kicks, goalkeepers were statistically more likely to dive left or right than…
- Your ability to make good choices erodes all day.A 2011 study observed that judges granted fewer favorable decisions as a decision session progressed, with rates retur…
- You ignore information that challenges your existing beliefs.A 1979 study found that participants discounted evidence that contradicted their opinions while accepting flawed evide…
- You think your past self knew more than it did.A 1975 study by Baruch Fischhoff demonstrated that knowing an outcome significantly impairs the ability to accurately …
- You value immediate satisfaction more than future success.Delay discounting is the tendency to prefer smaller, immediate rewards over larger, delayed rewards. Hyperbolic discou…
- Confidence is often a poor proxy for actual competence.The overconfidence effect is the tendency for people to overestimate the accuracy of their own knowledge and the succe…
- You persist in bad decisions because of past costs.The sunk cost fallacy describes the tendency to continue an endeavor once an investment in money, effort, or time has …
- You do not remember an experience by its total duration.A 1996 study showed that retrospective evaluations of pain are determined by the peak intensity and the final moment.…
- You prefer a sure gain, even when a gamble pays more.The pseudocertainty effect leads people to choose an outcome perceived as certain over a probabilistic one, even when …
- You consistently overestimate your ability to handle immediate temptation.The restraint bias is a pattern where individuals overestimate their self-control and consequently put themselves in s…
- You judge past decisions by their results, not their logic.The outcome bias causes people to retrospectively evaluate a decision as poor if the result was unfavorable, even if t…
- You think your future self will share your current tastes.The projection bias is your systematic failure to predict how your future preferences will change based on your curren…
- You value the things you own more than identical objects.The mere ownership effect demonstrates that merely possessing an item increases its perceived value significantly.…
- You judge how likely something is by your memory.The ease with which examples come to mind determines your probability assessment.…
- You prioritize immediate satisfaction over long-term gain every time.People often choose a smaller, immediate reward over a larger, delayed one, but their preferences frequently reverse i…
- You hold losing investments far longer than winning ones.A 1985 study found that investors are significantly more likely to sell a stock that has gained value than one that ha…
- Random numbers influence your estimate of an unknown value.A 1974 experiment demonstrated that participants' estimates for geopolitical statistics were significantly skewed by a…
- You are statistically likely to choose the pre-selected option.A 2003 study of organ donation found that countries with an opt-out policy had nearly 100% participation compared to 1…
- Your brain ignores most of an experience to save energy.In a 1996 study, participants judged the total unpleasantness of a colonoscopy based heavily on the peak discomfort an…
- You are a terrible judge of your future self.A 2003 study found that people systematically underestimate how much their future preferences will change based on the…
- You avoid the unknown even when it offers rewards.Ambiguity aversion describes the tendency to prefer options with known probabilities over options with unknown probabi…
- Your choice changes when an irrelevant option appears.The decoy effect occurs when your preference between two choices shifts after a third, inferior option is introduced.…
- You decide based on how data is phrased.In their 1981 paper, Tversky and Kahneman demonstrated that the framing of outcomes as gains or losses influences pref…
- You continue painful projects to avoid admitting loss.Individuals invest more time and resources into a failing project simply because they have already invested in it.…
- You judge harmful inaction as less severe than action.Research indicates that people rate harmful consequences resulting from inaction as more acceptable than identical har…
- Your ability to make sound decisions erodes throughout the day.A 2011 study of over 1,000 judicial rulings found that parole boards were significantly more likely to grant favorable…
- You retroactively invent reasons to prefer your choice.A 2007 study found that people misremember the features of rejected options to make their chosen one seem superior.…
- Your initial estimate is a trap you set.A 1974 study showed that people's final estimates for unknown quantities are heavily skewed by the first arbitrary num…
- You fear risk more when the outlook is positive.People show a strong preference for certainty when a positive outcome is likely, even when a riskier option offers a h…
- You believe you have finally finished changing your personality.In a 2013 study of 7,500 adults, participants consistently underestimated how much their personality, values, and pref…
- The pain of losing is stronger than the joy of winning.Prospect theory demonstrates that losses are weighted more heavily than equivalent gains, a phenomenon known as loss a…
- You continue losing ventures because of the investment already made.A 1985 study found that people are more likely to continue investing in a failing project if they have already committ…
- You value money differently depending on where it came from.A 1985 study found that people treat funds differently—and are more likely to spend 'windfall' gains—even when the amo…
- You feel more in control when you participate in luck.In a 1975 study, participants perceived a game based entirely on chance as a skill-based challenge simply because they…
- You assess risks as lower because you feel good.A 2000 study demonstrated that affective evaluation of an activity, influenced by information framing, causes inverse …
- You seek useless information just to feel more certain.A body of research in judgment and decision-making, discussed in Jonathan Baron's 1988 book Thinking and Deciding, ind…
- A third option changes which of two items you prefer.A 1982 study demonstrated that adding a clearly inferior third option makes a more expensive or premium item appear mo…
- You assume your future self wants what you want now.A 2003 theoretical paper by Loewenstein, O'Donoghue, and Rabin formalized the concept of 'projection bias,' building o…
- You are convinced the outcome was predictable all along.A 1975 study found that people consistently overestimate their ability to have foreseen an event once they know how it…
- You would not notice if your life changed suddenly.A 2005 experiment demonstrated that people fail to identify when their expressed preferences are switched by an experi…
- The first number you hear dictates your future estimates.A 1974 study showed that initial, irrelevant numbers significantly bias subsequent numerical estimations.…
- You judge decisions by the result, not the process.A 1988 study found that observers rate a high-risk decision as more intelligent if it leads to success than if it resu…
- Thinking about an object makes its importance grow.In a 1998 study published in Psychological Science, Schkade and Kahneman demonstrated that people fall victim to a 'fo…
- You subconsciously prefer the letters in your own name.While Pelham et al. (2002) published findings suggesting implicit egotism, those results have been widely criticized f…
- Ease of memory leads us to overestimate rare events.A 1973 study showed that people judge the frequency of an event by how easily they can recall examples from memory.…
- Moving to a warmer climate rarely improves long-term happiness.A 1998 survey found that while Midwesterners expected Californians to be happier, there was no significant difference …
- You can be convinced you chose the rejected option.In a 2005 study, 75% of participants failed to notice when researchers swapped their preferred photograph for the one …
- Doing a good deed makes us more likely to cheat later.A 2010 study found that participants who bought green products were more likely to lie and steal in a subsequent task.…
- Having too many choices makes us buy nothing.A 2000 study found that while 24 choices of jam attracted more onlookers, only 3% bought any, compared to 30% when off…
- We overvalue things simply because we helped build them.A 2011 study showed that participants valued self-assembled furniture as highly as items built by experts.…
- Your memory of an event ignores its duration.In a landmark 1996 study, patients rated a longer, painful medical procedure as less unpleasant simply because the fin…