Course outline
Module 1
Module 1: Introduction to Cognitive Biases
Introduction to Cognitive Biases
Knowledge check
Q1. What is a cognitive bias?
- A. A deliberate decision made after careful analysis of all available evidence
- B. A systematic pattern of deviation from rational judgment that affects how people process information ✓
- C. A medical condition that impairs memory and attention
- D. A personal preference for one type of food, music, or activity
Why: Cognitive biases are systematic patterns of deviation from norm or rationality in judgment. They arise from the mind's shortcuts (heuristics) and affect perception, memory, reasoning, and decision-making in predictable ways.
Q2. Which term describes the tendency to search for, interpret, and remember information that confirms one's existing beliefs?
- A. Anchoring bias
- B. Availability heuristic
- C. Confirmation bias ✓
- D. Dunning-Kruger effect
Why: Confirmation bias is the tendency to favor information that supports what we already believe while discounting or overlooking evidence that contradicts it. It is one of the most widely studied cognitive biases.
Q3. Why are cognitive biases often described as useful shortcuts that can also cause errors?
- A. They only ever produce accurate results and never cause mistakes
- B. They allow the brain to make quick decisions with limited time and information, but can lead to systematic errors when applied inappropriately ✓
- C. They are created intentionally by advertisers to manipulate consumers
- D. They only affect people with low intelligence
Why: The brain cannot process every piece of information thoroughly, so it relies on heuristics for efficiency. These shortcuts usually work well, but in situations where they don't fit, they produce predictable, systematic errors.
Q4. In the anchoring bias, what typically happens?
- A. People ignore all numerical information when making estimates
- B. People's judgments are disproportionately influenced by an initial piece of information, even if it is irrelevant ✓
- C. People always estimate values at the exact midpoint of a range
- D. People refuse to change their minds once they have made a decision
Why: Anchoring occurs when an initial value, even an arbitrary one, heavily influences subsequent estimates. In classic studies by Tversky and Kahneman, participants' estimates of a value were pulled toward a random number they had just seen.
Q5. Which of the following is an example of the availability heuristic?
- A. Estimating how likely an event is based on how easily examples come to mind, such as overestimating plane crash risk after seeing news coverage of one ✓
- B. Choosing the first option listed on a menu because it is at the top
- C. Believing you are a better driver than most people on the road
- D. Continuing to invest in a failing project because of money already spent
Why: The availability heuristic leads people to judge the likelihood of events by how easily examples come to mind. Vivid or recent events, like a widely reported plane crash, feel more common than they statistically are.
Module 2
Module 2: Confirmation Bias and Belief Formation
Confirmation Bias and Belief Formation
Knowledge check
Q1. Which of the following best describes confirmation bias?
- A. The tendency to remember recent events more vividly than older ones
- B. The tendency to seek out, interpret, and remember information that supports one's existing beliefs ✓
- C. The tendency to rely heavily on the first piece of information encountered
- D. The tendency to overestimate how much others share our opinions
Why: Confirmation bias is the tendency to favor information that confirms what we already believe, while giving less weight to evidence that contradicts those beliefs.
Q2. A person who believes a certain diet works reads many success stories online but ignores studies showing it has no effect. Which bias is most clearly at work?
- A. Anchoring bias
- B. Availability heuristic
- C. Confirmation bias ✓
- D. Hindsight bias
Why: Selectively attending to supportive evidence while ignoring contradictory studies is a classic example of confirmation bias.
Q3. Why does confirmation bias tend to make beliefs stronger over time?
- A. Because people deliberately lie to themselves about facts
- B. Because each supporting example reinforces the belief, while contrary evidence is discounted or forgotten ✓
- C. Because contradictory evidence is always false
- D. Because memory naturally improves for all types of information
Why: When people repeatedly notice confirming evidence and dismiss or forget disconfirming evidence, their beliefs become increasingly entrenched even without any deliberate deception.
Q4. Which strategy is most effective for reducing the influence of confirmation bias?
- A. Only consulting sources that agree with your views
- B. Actively seeking out the strongest arguments against your position ✓
- C. Trusting your intuition over evidence
- D. Avoiding discussions about controversial topics
Why: Deliberately engaging with the best counterarguments forces you to evaluate evidence on its merits rather than only accepting what fits your existing beliefs.
Q5. A manager believes that a particular employee is lazy. Whenever that employee arrives late, the manager notices and remembers it, but overlooks the many times they arrived early. What is this an example of?
- A. Dunning-Kruger effect
- B. Sunk cost fallacy
- C. Confirmation bias ✓
- D. Bandwagon effect
Why: The manager selectively notices and remembers evidence that fits the belief that the employee is lazy, while ignoring contradictory evidence, which is confirmation bias.
Module 3
Module 3: Anchoring and Adjustment Effects
Anchoring and Adjustment Effects
Knowledge check
Q1. What is the anchoring effect in cognitive psychology?
- A. The tendency to remember the first item in a list better than items in the middle
- B. The tendency to rely heavily on an initial piece of information when making subsequent judgments ✓
- C. The tendency to seek out information that confirms one's existing beliefs
- D. The tendency to overestimate the likelihood of vivid or easily recalled events
Why: Anchoring refers to relying too heavily on the first piece of information encountered (the 'anchor') when making later estimates or decisions, even when that anchor is arbitrary or irrelevant.
Q2. In Tversky and Kahneman's 1974 wheel-of-fortune experiment, what did participants do after seeing a randomly determined number?
- A. They refused to estimate because the number was irrelevant
- B. They estimated the percentage of African nations in the UN, and their estimates were biased toward the random number ✓
- C. They chose the number that would maximize their monetary reward
- D. They recalled the number more accurately than participants who saw no number
Why: Participants spun a wheel of fortune rigged to land on either 10 or 65, then estimated the percentage of African countries in the UN. Those who saw 65 gave significantly higher estimates than those who saw 10, demonstrating anchoring even with an obviously random anchor.
Q3. Which of the following is a common real-world example of anchoring?
- A. Choosing a restaurant based on its proximity to your home
- B. A seller listing a house at a high initial price, causing buyers to offer more than they otherwise would ✓
- C. Remembering a friend's birthday because it falls on a holiday
- D. Avoiding a investment because you recently read about a market crash
Why: A high initial listing price serves as an anchor that shapes buyers' perceptions of a fair value, often pulling their offers upward even if the listing price was not based on the home's actual worth.
Q4. What does the 'adjustment' part of anchoring and adjustment theory refer to?
- A. Changing your opinion completely once new evidence appears
- B. Starting from an anchor and making incremental changes to reach a final estimate, often insufficiently ✓
- C. Adjusting the physical environment to reduce distractions during decision-making
- D. Balancing two opposing options equally before deciding
Why: Adjustment describes the process of starting from an initial anchor and moving away from it to arrive at a final answer. People typically adjust too little, so their final estimates remain biased toward the starting point.
Q5. Which strategy is most effective for reducing the influence of anchoring on your judgments?
- A. Ignoring all numerical information entirely
- B. Deliberately generating reasons why the anchor might be wrong, or considering a wide range of alternative values before estimating ✓
- C. Making decisions quickly so there is less time for anchors to take hold
- D. Relying only on the most recent information you have received
Why: Actively considering alternatives and questioning the anchor encourages more thorough adjustment. Research shows that consciously generating counterarguments or considering a range of possible values can reduce anchoring bias, though it rarely eliminates it entirely.
Module 4
Module 4: Availability Heuristic in Everyday Judgment
Availability Heuristic in Everyday Judgment
Knowledge check
Q1. What is the availability heuristic?
- A. A strategy for choosing the most accurate information sources
- B. A mental shortcut where people judge the likelihood of events based on how easily examples come to mind ✓
- C. A tendency to rely on the first piece of information encountered
- D. A process of calculating probabilities using statistical data
Why: The availability heuristic is a mental shortcut in which the ease with which examples, instances, or events come to mind is used as a proxy for how common or likely they are.
Q2. After watching news coverage of a plane crash, Maria begins to believe that flying is much more dangerous than driving, even though statistics show otherwise. Which bias is most likely at work?
- A. Confirmation bias
- B. Anchoring bias
- C. Availability heuristic ✓
- D. Sunk cost fallacy
Why: Vivid, recent news coverage of plane crashes makes such events easy to recall, leading Maria to overestimate their frequency. This is a classic example of the availability heuristic.
Q3. Which of the following is most likely to be overestimated due to the availability heuristic?
- A. The number of deaths from heart disease
- B. The chance of dying from shark attacks compared to falling coconuts ✓
- C. The average daily temperature in a city
- D. The number of cups of coffee an average adult drinks per week
Why: Shark attacks receive heavy media attention and are memorable, so people tend to overestimate their frequency relative to less dramatic causes of death, such as falling coconuts or falling objects.
Q4. Why are people more likely to rely on the availability heuristic when judging risks?
- A. Because they always have complete data available
- B. Because memorable, emotional, or recent events are easier to retrieve from memory ✓
- C. Because statistics are always misleading
- D. Because they prefer to avoid thinking about risk altogether
Why: Events that are emotionally charged, recent, or widely publicized are more cognitively accessible, so they feel more common than they actually are.
Q5. Which strategy best reduces the influence of the availability heuristic on everyday judgments?
- A. Relying more heavily on personal anecdotes
- B. Seeking out base-rate statistics and asking how often an event actually occurs ✓
- C. Trusting your first instinct about how likely something is
- D. Avoiding all news and media coverage
Why: Consulting base-rate data and objective frequency information counters the distortion caused by memorable examples, grounding judgments in how often events really happen.
Module 5
Module 5: Overconfidence and Calibration
Overconfidence and Calibration
Knowledge check
Q1. What is overconfidence bias?
- A. Believing that your judgments and predictions are more accurate than they actually are ✓
- B. Being unwilling to take any risks in decision-making
- C. Remembering past events more vividly than they occurred
- D. Preferring information that confirms what you already believe
Why: Overconfidence bias is the tendency to overestimate the accuracy of your own knowledge, judgments, and predictions. Option A captures this directly, while the other options describe risk aversion, a memory distortion, and confirmation bias.
Q2. In calibration research, what does it mean for a person to be well-calibrated?
- A. They always give the most popular answer in a group discussion
- B. Their stated confidence levels match how often they are actually correct ✓
- C. They are never wrong about factual questions
- D. They respond quickly to every question they are asked
Why: Calibration refers to the match between subjective confidence and objective accuracy. If someone is 80% confident across many judgments, they should be right about 80% of the time to be well-calibrated.
Q3. A person says they are 90% sure of 100 different answers and gets only 60 correct. What does this pattern most likely indicate?
- A. Perfect calibration
- B. Underconfidence
- C. Overconfidence ✓
- D. Random guessing with no bias
Why: Claiming 90% confidence but being right only 60% of the time shows confidence exceeding accuracy, which is the hallmark of overconfidence. Calibration studies consistently find this gap in many people.
Q4. Which of the following is a common finding in studies of overconfidence on difficult questions?
- A. People are generally underconfident when tasks are hard
- B. People's confidence tends to be too high relative to their accuracy ✓
- C. Confidence and accuracy are always perfectly aligned
- D. Confidence increases only when people receive feedback
Why: Research by Lichtenstein, Fischhoff, and Phillips and others found that people tend to be overconfident on hard questions, with confidence running ahead of accuracy. Some tasks, especially easy ones, can even show underconfidence, but the general pattern is overconfidence.
Q5. Which strategy is most effective for improving calibration over time?
- A. Avoiding making predictions altogether
- B. Only trusting your gut feelings
- C. Recording predictions with confidence levels and checking them against outcomes ✓
- D. Asking others to always agree with your estimates
Why: Tracking your predictions with explicit probabilities and comparing them with what actually happens provides concrete feedback. This feedback loop is one of the most reliable ways to improve calibration, as it reveals where your confidence has drifted from your accuracy.
Module 6
Module 6: Loss Aversion and Decision Framing
Loss Aversion and Decision Framing
Knowledge check
Q1. Loss aversion refers to which tendency?
- A. Preferring options that are more likely to succeed regardless of payoff size
- B. Feeling the pain of a loss more strongly than the pleasure of an equivalent gain ✓
- C. Overestimating the probability of rare but dramatic events
- D. Seeking out information that confirms existing beliefs
Why: Loss aversion, identified by Kahneman and Tversky, describes the tendency for losses to loom larger than equivalent gains, so losing $100 typically hurts more than gaining $100 feels good.
Q2. A patient is told a surgery has a 90% survival rate. Another patient is told it has a 10% mortality rate. Which describes this effect?
- A. Anchoring effect
- B. Availability heuristic
- C. Framing effect ✓
- D. Sunk cost fallacy
Why: Both statements describe identical outcomes, but the positive frame (survival) and negative frame (mortality) produce different reactions. This is the framing effect in action.
Q3. Which best describes a 'reference point' in prospect theory?
- A. The average outcome across all possible choices
- B. The baseline against which gains and losses are evaluated ✓
- C. The maximum amount a person is willing to risk
- D. The probability weight assigned to a given outcome
Why: Prospect theory holds that people evaluate outcomes as gains or losses relative to a reference point, often their current status or expectation, rather than in absolute terms.
Q4. An investor refuses to sell a stock that has dropped 40%, hoping to 'break even' before selling. Which bias is most clearly involved?
- A. Loss aversion combined with the disposition effect ✓
- B. Bandwagon effect
- C. Dunning-Kruger effect
- D. Recency bias
Why: Loss aversion makes realizing the loss painful, and the disposition effect is the tendency to hold losing assets too long while selling winners too early. Both drive the investor's refusal to sell.
Q5. Which framing is most likely to make people accept a risky option?
- A. Describing the outcome as a sure loss of a certain amount
- B. Describing the outcome as a gamble with a chance to avoid loss ✓
- C. Presenting only the average expected value
- D. Listing the options in alphabetical order
Why: When options are framed as losses, people tend to become risk-seeking to avoid a sure loss. Framing a choice as a chance to avoid loss therefore often increases willingness to take a gamble.
Module 7
Module 7: Debiasing Strategies for Better Thinking
Debiasing Strategies for Better Thinking
Knowledge check
Q1. Which debiasing strategy involves imagining that a decision has already failed and working backward to identify why it went wrong?
- A. Anchoring adjustment
- B. Pre-mortem analysis ✓
- C. Base rate matching
- D. Devil's advocacy with a fixed script
Why: A pre-mortem asks decision-makers to assume a project has failed and then explain the likely causes. This surfaces risks that optimism or groupthink might otherwise suppress, counteracting overconfidence and planning fallacy.
Q2. What is the main purpose of 'considering the opposite' as a debiasing technique?
- A. To memorize counterarguments for debate practice
- B. To deliberately generate reasons why your initial judgment could be wrong ✓
- C. To adopt the opposite opinion permanently
- D. To reduce the amount of information you need to process
Why: Considering the opposite forces active search for disconfirming evidence and alternative explanations, which weakens confirmation bias and overconfidence in a first impression.
Q3. Why is seeking a base rate useful when estimating the likelihood of an event?
- A. It replaces the need for any specific evidence about the case
- B. It anchors your estimate to how often the event occurs in a relevant reference class, reducing neglect of base rates ✓
- C. It guarantees the correct answer for rare events
- D. It eliminates emotional reactions to the outcome
Why: People often ignore base rates in favor of vivid individual details (base rate neglect). Starting from the statistical frequency in a comparable group gives a grounded starting point before adjusting for case-specific information.
Q4. Which practice best reduces the influence of the first number or piece of information you encounter?
- A. Ignoring all numerical information
- B. Generating your own estimate independently before seeing others' figures ✓
- C. Always choosing the highest figure presented
- D. Averaging only the last three values you saw
Why: Forming an independent estimate before exposure to a reference point reduces anchoring, because the initial number otherwise pulls subsequent judgments toward it even when it is arbitrary.
Q5. What does keeping a decision journal help you do over time?
- A. Avoid making any decisions under uncertainty
- B. Compare your predictions and reasoning with actual outcomes, revealing patterns of miscalibration and hindsight bias ✓
- C. Prove that your past decisions were always correct
- D. Delegate future decisions to others
Why: Recording reasoning and expected probabilities before outcomes are known lets you later assess calibration and avoid rewriting memory to seem more accurate in hindsight, which is a form of hindsight bias.