Two Ways to Study Decision Making • Rational Choice Theory – Articulated by economists, philosophers and mathematicians – A normative approach: it prescribes how people ideally should make decisions • Behaviorial Decision Theory – Developed by psychologists and cognitive scientists – A descriptive approach - it generalizes about how people actually make decisions Sample Claims within Rational Choice Theory • If you believe the Hoosiers have a 75% chance of winning their next game, then you must also believe that they have a 25% chance of losing it. • If you prefer world music to rap and prefer jazz to world music, then you must prefer jazz to rap. Sample Findings of Behavioral Decision Theory • Jones may believe that: – the Hoosiers have a 75% chance of winning tonight – although if the game goes into overtime, they have only a 25% chance of winning – but, luckily, there is only a 50% chance of the game going into overtime Violation of the Probability Calculus Let W be Winning O be Overtime and ~O be no Overtime Then according to the Theorem for Total Probability Prob(W) = Prob(O) x Prob(W/O) + Prob(~O) x Prob(W/~O) Another Example: • Jones is the commander of 600 soldiers caught in an ambush. An aide describes two possible escape routes: – If they take route A, 200 hundred soldiers are likely to die. – If they take route B, 400 are likely to survive. • “The choice is obvious”, says Jones. “Clearly route B is the best. Let’s get these guys out of here.” Framing Effects • Jones’ mistake was to be misled by how the decision was framed. • Investors in the stock market exhibit lots of subtle framing effects. • In their book Why Smart People Make Big Money Mistakes, Gary Belsky & Thomas Gilovich call such cases examples where “When six of one isn’t half a dozen of the other”. Overall Plan of this Course • We will begin with a unit on Rational Choice theory. Here we will supplement the textbook with chapters from other books posted on the web site. • Our text will provide most of the readings for a unit on Behavioral Decision Theory. • We will then juxtapose the two approaches and look at some criticisms of each. Terminological Equivalents • Although the content of Rational Choice Theory is quite stable, different writers use different terms for basic concepts. Here are some synonyms: – We must {decide, choose} from a set of {options, actions} – The anticipated {outcomes, consequences, states of affairs} resulting from our {decision, choice} often depend on - {contingencies, conditions, states of the world} over which we have no control. Talking the Talk • Jones’ aide presented two {options, possible actions}, route A and route B. • The {outcomes, consequences, final state of affairs) as described by the aide were identical. • The outcome of a bet on the ballgame may well depend on {contingencies,conditions, states of the world} such as whether it went into overtime. Swim Ticket Decision • A ticket allowing the bearer to use a certain beach all weekend costs $3 if purchased during the week, while a single day’s admission costs $2 if paid on the day. • Here is a matrix showing possible purchasing actions, various weather conditions, and the consequences of combinations of purchases and weather. Matrix for Swim Ticket Problem 0 days 1 day of 2 days of good good of good weather weather weather Buy a weekend ticket Pay $3 for 0 swim days Pay $3 for 1 swim day Pay $3 for 2 swim days Buy daily tickets Pay $0 for 0 swim days Pay $2 for 1 swim day Pay $4 for 2 swim days Which Swim Ticket Option Is Best? • To decide between the options we would ideally like to have a weather forecast that would tell us {the probability of, how likely} each possible outcome is. • We also need to assign a {value, desirability, utility} to each outcome. • Here are some plausible assignment of probabilities and relative values to the outcomes. Assigning Probabilities • From the weather forecast Jones surmises that there is roughly a 50% chance of having exactly 1 day of good weather, 25% of the weather being good all weekend long and 25% chance that it will be bad both days. • Jones also assumes that the weather is independent of whether he buys a weekend ticket or not! Assigning Value Numbers • In evaluating each outcome, Jones has to look at both the cost of the ticket and the benefit of getting to swim. • For the moment, let’s assume that each day of actual swimming is worth $5 to Jones. • In this case the overall value of each outcome can be represented as follows: Matrix of Values 0 days 1 day of 2 days of good good of good weather weather weather Buy a weekend ticket Buy daily tickets -3 5-3 10 - 3 0 5-2 10 - 4