Kaspar Etter and Jonas Vollmer StartupCamp Switzerland Basel, 8
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Kaspar Etter and Jonas Vollmer StartupCamp Switzerland Basel, 8
Rationality Kaspar Etter and Jonas Vollmer StartupCamp Switzerland Basel, 8 February 2014 Optical Illusion Awareness may help but does not solve the problem! Cognitive Illusion – We perceive the world differently than it actually is – We live in a quite distorted reality TED Talk by Dan Ariely ☞ giordano-bruno-stiftung.ch/blog/warum-kluge-menschen-dumme-dinge-tun/ Loss Aversion TED Talk by Laurie Santos You have been given $1000. Choose: – Win $1000 with 50% (risky) – Win $500 with certainty (safe) You have been given $2000. Choose: – Lose $1000 with 50% (risky) – Lose $500 with certainty (safe) Prospect Theory Framing Effect Tversky/Kahneman: A: 72%, B: 28% C: 22%, D: 78% Outbreak of disease, choose between: – A: 200 out of 600 people will be saved – B: ⅓ pr. of saving everyone, ⅔ no one – C: 400 out of 600 people will die – D: ⅓ prob. nobody will die, ⅔ 600 die Don’t trust your (moral) intuitions! Framing Effect (continued) Confirmation Bias The tendency to seek evidence consistent with a prior belief. Overconfidence Being overly optimistic, overestimating one's own abilities, believing information is more precise than it actually is. Winner’s Curse Especially when bidding, overconfidence can lead to very bad outcomes (overpay). Dunning-Kruger Effect When you are dead, you don’t know that you are dead. It is difficult only for the others. It is the same when you are stupid. (Inability of the unskilled to recognize their ineptitude.) Survivorship Bias Availability Heuristic If a random word is taken from an English text, is it more likely that the word starts with a K or that K is the third letter? – Typical text: twice as many words that have "K" as third letter than as the first. – There are three times more words with "K" in the third position than at the start. Omission Bias Spending > hurts more than Though we know: – Status Quo Bias – Not-Invented-Here – Endowment Effect Scope Insensitivity We spend more time on food discounts than on health insurance! Prioritize! TED Talk by Bjorn Lomborg ☞ giordano-bruno-stiftung.ch/blog/triage-entscheidungsokonomie-im-alltag/ Sunk Cost Fallacy – A sunk cost is a retrospective cost that has already been incurred and cannot be recovered. (Write it off!) – Investment decisions should only be based on prospective costs. – «Throwing good money after bad.» Cognitive Biases – Are cognitive illusions bad? – We need a normative model: Rational Choice Theory – Bias is a systematic deviation, i.e. you lose (in expectation) ☞ en.wikipedia.org/wiki/List_of_cognitive_biases: Planning Fallacy, Self-Serving Bias, … Rationality Achieving your goals! By using science and decision theory: – Epistemic rationality: accurate beliefs – Instrumental rationality: good strategy Epistemic Rationality: Bayesian Reasoning How to update your beliefs: TED Talk by Tali Sharot Pold (e|h) Pnew (h) = Pold (h) · Pold (e) Only gradual confidence possible! Excellent article: econ.st/19QXzFe ☞ giordano-bruno-stiftung.ch/blog/das-bayestheorem-und-der-base-rate-fehlschluss/ Instrumental Rationality: Expected Utility Maximization E[u(x)] u(x) x You choose between future worlds E[u(y)] u(y) y p1 p2 E[u(z)] u(z) z p3 Now You have a utility function, whether you like it or not! ☞ giordano-bruno-stiftung.ch/blog/was-ist-dererwartungswert-und-warum-soll-ich-ihn-maximieren/ Applied Rationality – System 1 vs. System 2 (Daniel Kahneman) – Automatic vs. Manual Mode (Joshua Greene) – Train the operator! Know when automatic modes are adequate and when you better switch to manual modes. General Techniques – – – – – – Always imagine the opposite! Vary the situation in relevant ways! Look at a problem like an outsider! Be honest with yourself; improve! Get feedback; update your beliefs! Most importantly: Try new things! e Lean Startup Cycle f i L Recommendations More Information www.rationality.ch [email protected] [email protected] Who is Giordano Bruno? – Dominican friar in Naples, 1548 – 1600 – Cosmological theory: sun is just a star – Found guilty of heresy by the Roman Inquisition and burned – Martyr for free thought and modern scientific ideas though he had a pantheistic world view