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Occam's razor – 1 The Occam's razor principle (of William of Ockham) states that the explanation of any phenomenon should make as few assumptions as possible,

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Presentation on theme: "Occam's razor – 1 The Occam's razor principle (of William of Ockham) states that the explanation of any phenomenon should make as few assumptions as possible,"— Presentation transcript:

1 Occam's razor – 1 The Occam's razor principle (of William of Ockham) states that the explanation of any phenomenon should make as few assumptions as possible, eliminating, or "shaving off", the observable predictions of the explanatory hypothesis or theory. The Occam's razor principle (of William of Ockham) states that the explanation of any phenomenon should make as few assumptions as possible, eliminating, or "shaving off", the observable predictions of the explanatory hypothesis or theory. (see Wikipedia)

2 Occam's razor – 2 Given two equally valid explanations for a phenomenon, one should embrace the less complicated formulation. Given two equally valid explanations for a phenomenon, one should embrace the less complicated formulation. And, when multiple competing theories have equal predictive powers, select those that introduce the fewest assumptions and the fewest hypothetical entities. And, when multiple competing theories have equal predictive powers, select those that introduce the fewest assumptions and the fewest hypothetical entities.

3 Bias Critical thinking does not assure that one will reach either the truth or correct conclusions. Critical thinking does not assure that one will reach either the truth or correct conclusions. First, one may not have all the relevant information; indeed, important information may remain undiscovered, or the information may not even be knowable. First, one may not have all the relevant information; indeed, important information may remain undiscovered, or the information may not even be knowable. Second, one's biases may prevent effective gathering and evaluation of the available information. Second, one's biases may prevent effective gathering and evaluation of the available information.

4 Bias types Decision making biases Decision making biases Behavioural biases Behavioural biases Biases in probability and belief Biases in probability and belief Social biases Social biases

5 Decision making + behavioural biases 1 Bandwagon effect - the tendency to do or believe things because many others do or believe the same. Bandwagon effect - the tendency to do or believe things because many others do or believe the same. Bandwagon effect Bandwagon effect Bias blind spot - the tendency not to compensate for one's own cognitive biases. Bias blind spot - the tendency not to compensate for one's own cognitive biases. Bias blind spot Bias blind spot Choice-supportive bias - the tendency to remember one's choices as better than they actually were. Choice-supportive bias - the tendency to remember one's choices as better than they actually were. Choice-supportive bias Choice-supportive bias Confirmation bias - the tendency to search for or interpret information in a way that confirms one's preconceptions. Confirmation bias - the tendency to search for or interpret information in a way that confirms one's preconceptions. Confirmation bias Confirmation bias

6 Decision making + behavioural biases 2 Congruence bias - the tendency to test hypotheses exclusively through direct testing, without considering testing their consequences. Congruence bias - the tendency to test hypotheses exclusively through direct testing, without considering testing their consequences. Congruence bias Congruence bias Contrast effect - the enhancement or diminishment of a weight or other measurement when compared with recently observed contrasting object. Contrast effect - the enhancement or diminishment of a weight or other measurement when compared with recently observed contrasting object. Contrast effect Contrast effect

7 Disconfirmation bias - the tendency to extend critical scrutiny to information which contradicts prior beliefs, and to accept uncritically information that is congruent with prior beliefs. Disconfirmation bias - the tendency to extend critical scrutiny to information which contradicts prior beliefs, and to accept uncritically information that is congruent with prior beliefs. Disconfirmation bias Disconfirmation bias Endowment effect - the tendency to value something more as soon as you own it. Endowment effect - the tendency to value something more as soon as you own it. Endowment effect Endowment effect Decision making + behavioural biases 3

8 Decision making + behavioural biases 4 Focusing effect - prediction bias occurring when you place too much importance on one aspect of an event; causes error in accurately predicting the utility of a future outcome. Focusing effect - prediction bias occurring when you place too much importance on one aspect of an event; causes error in accurately predicting the utility of a future outcome. Focusing effect Focusing effect Hyperbolic discounting - the tendency to have a stronger preference for more immediate payoffs relative to later payoffs, the closer to the present time both payoffs are. Hyperbolic discounting - the tendency to have a stronger preference for more immediate payoffs relative to later payoffs, the closer to the present time both payoffs are. Hyperbolic discounting Hyperbolic discounting

9 Decision making + behavioural biases 5 Illusion of control - the tendency to believe you can control or at least influence outcomes which you clearly cannot. Illusion of control - the tendency to believe you can control or at least influence outcomes which you clearly cannot. Illusion of control Illusion of control Impact bias - the tendency to overestimate the length or the intensity of the impact of future feeling states. Impact bias - the tendency to overestimate the length or the intensity of the impact of future feeling states. Impact bias Impact bias Information bias - the tendency to seek information even when it cannot affect action. Information bias - the tendency to seek information even when it cannot affect action. Information bias Information bias

10 Decision making + behavioural biases 6 Loss aversion - the tendency to strongly prefer avoiding losses over acquiring gains. Loss aversion - the tendency to strongly prefer avoiding losses over acquiring gains. Loss aversion Loss aversion Neglect of probability - the tendency to completely disregard probability when making a decision under uncertainty. Neglect of probability - the tendency to completely disregard probability when making a decision under uncertainty. Neglect of probability Neglect of probability Mere exposure effect - the tendency to express undue liking for things merely because they are familiar to you. Mere exposure effect - the tendency to express undue liking for things merely because they are familiar to you. Mere exposure effect Mere exposure effect

11 Decision making + behavioural biases 7 Omission bias - The tendency to judge harmful actions as worse, or less moral than equally harmful omissions (inactions). Omission bias - The tendency to judge harmful actions as worse, or less moral than equally harmful omissions (inactions). Omission bias Omission bias Outcome bias - the tendency to judge a decision by its eventual outcome instead of based on the quality of the decision at the time it was made. Outcome bias - the tendency to judge a decision by its eventual outcome instead of based on the quality of the decision at the time it was made. Outcome bias Outcome bias Planning fallacy - the tendency to underestimate task-completion times. Planning fallacy - the tendency to underestimate task-completion times. Planning fallacy Planning fallacy

12 Decision making + behavioural biases 7 Post-purchase rationalization - the tendency to persuade oneself through rational argument that a purchase was good value. Post-purchase rationalization - the tendency to persuade oneself through rational argument that a purchase was good value. Post-purchase rationalization Post-purchase rationalization Pseudocertainty effect - the tendency to make risk-averse choices if the expected outcome is positive, but make risk-seeking choices to avoid negative outcomes. Pseudocertainty effect - the tendency to make risk-averse choices if the expected outcome is positive, but make risk-seeking choices to avoid negative outcomes. Pseudocertainty effect Pseudocertainty effect

13 Decision making + behavioural biases 8 Rosy retrospection - the tendency to rate past events more positively than you had actually rated them when the event occurred. Rosy retrospection - the tendency to rate past events more positively than you had actually rated them when the event occurred. Rosy retrospection Rosy retrospection Selective perception - the tendency for expectations to affect perception. Selective perception - the tendency for expectations to affect perception. Selective perception Selective perception Status quo bias - the tendency to like things to stay relatively the same. Status quo bias - the tendency to like things to stay relatively the same. Status quo bias Status quo bias

14 Decision making + behavioural biases 9 von Restorff effect - the tendency for an item that "stands out like a sore thumb" to be more likely remembered than other items. von Restorff effect - the tendency for an item that "stands out like a sore thumb" to be more likely remembered than other items. von Restorff effect von Restorff effect Zero-risk bias - preference for reducing a small risk to zero over a greater reduction in a larger risk. Zero-risk bias - preference for reducing a small risk to zero over a greater reduction in a larger risk. Zero-risk bias Zero-risk bias

15 Biases in probability and belief - 1 Ambiguity effect - the avoidance of options for which missing information makes the probability seem "unknown". Ambiguity effect - the avoidance of options for which missing information makes the probability seem "unknown". Ambiguity effect Ambiguity effect Anchoring - the tendency to rely too heavily, or "anchor", on one trait or piece of information when making decisions. Anchoring - the tendency to rely too heavily, or "anchor", on one trait or piece of information when making decisions. Anchoring Anthropic bias - the tendency for one's evidence to be biased by observation selection effects. Anthropic bias - the tendency for one's evidence to be biased by observation selection effects. Anthropic bias Anthropic bias Attentional bias - neglect of relevant data when making judgments of a correlation or association. Attentional bias - neglect of relevant data when making judgments of a correlation or association. Attentional bias Attentional bias

16 Biases in probability and belief - 2 Availability heuristic - a biased prediction, due to the tendency to focus on the most salient and emotionally charged outcome. Availability heuristic - a biased prediction, due to the tendency to focus on the most salient and emotionally charged outcome. Availability heuristic Availability heuristic Belief bias - the tendency to base assessments on personal beliefs. Belief bias - the tendency to base assessments on personal beliefs. Belief bias Belief bias Belief overkill - the tendency to bring beliefs and values together so that they all point to the same conclusion. Belief overkill - the tendency to bring beliefs and values together so that they all point to the same conclusion. Belief overkill Belief overkill Clustering illusion - the tendency to see patterns where actually none exist. Clustering illusion - the tendency to see patterns where actually none exist. Clustering illusion Clustering illusion

17 Biases in probability and belief - 2 Conjunction fallacy - the tendency to assume that specific conditions are more probable than general ones. Conjunction fallacy - the tendency to assume that specific conditions are more probable than general ones. Conjunction fallacy Conjunction fallacy Gambler's fallacy - the tendency to assume that individual random events are influenced by previous random events - "the coin has a memory". Gambler's fallacy - the tendency to assume that individual random events are influenced by previous random events - "the coin has a memory". Gambler's fallacy Gambler's fallacy Hindsight bias - sometimes called the "I-knew-it- all-along" effect, the inclination to see past events as being predictable. Hindsight bias - sometimes called the "I-knew-it- all-along" effect, the inclination to see past events as being predictable. Hindsight bias Hindsight bias

18 Biases in probability and belief - 3 Illusory correlation - beliefs that inaccurately suppose a relationship between a certain type of action and an effect. Illusory correlation - beliefs that inaccurately suppose a relationship between a certain type of action and an effect. Illusory correlation Illusory correlation My side bias - the tendency for people to fail to look for or to ignore evidence against what they already favour. My side bias - the tendency for people to fail to look for or to ignore evidence against what they already favour. My side bias My side bias Neglect of prior base rates effect - the tendency to fail to incorporate prior known probabilities which are pertinent to the decision at hand. Neglect of prior base rates effect - the tendency to fail to incorporate prior known probabilities which are pertinent to the decision at hand. Neglect of prior base rates effect Neglect of prior base rates effect

19 Biases in probability and belief - 4 Observer-expectancy effect - when a researcher expects a given result, and therefore unconsciously manipulates an experiment or misinterprets data in order to find it. Observer-expectancy effect - when a researcher expects a given result, and therefore unconsciously manipulates an experiment or misinterprets data in order to find it. Observer-expectancy effect Observer-expectancy effect Overconfidence effect - the tendency to overestimate one's own abilities. Overconfidence effect - the tendency to overestimate one's own abilities. Overconfidence effect Overconfidence effect Polarization effect - increase in strength of belief on both sides of an issue after presentation of neutral or mixed evidence, resulting from biased assimilation of the evidence. Polarization effect - increase in strength of belief on both sides of an issue after presentation of neutral or mixed evidence, resulting from biased assimilation of the evidence. Polarization effect Polarization effect


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