Risk and Uncertainty When we represent outcomes as possibilities rather than a deterministic outcome, we must address feelings about risk. Why would risk.

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Presentation transcript:

Risk and Uncertainty When we represent outcomes as possibilities rather than a deterministic outcome, we must address feelings about risk. Why would risk matter?

Expected Return and Utility [p:A, (1-p):B] Expected Return: The expected return from ER = p*(A) + (1-p)*(B) Expected Utility: The expected utility from the gamble is EU = p*u(A) + (1-p)*u(B)

Expected Utility Rule You have a wealth of W and you are faced with a gamble You have to decide whether or not to accept the gamble. If you accept the gamble, your expected utility is EU = p*u(A) + (1-p)*u(B) If you reject the gamble, your certain utility is u(W) You compare EU and u(W): accept if EU>u(W); reject if EU<u(W); indifferent if EU=u(W)

A Fair Gamble Fair Gamble: A fair gamble is one in which the sum that is bet ( W ) is equal to the expected return: W = ER Most gambles are “unfair” - W > ER - that is how casinos stay in business

An Example You have an initial wealth of W=$500. You are offered a gamble: $250 with p = 0.5 or $750 with (1- p)= 0.5; ER=$500 You can accept the gamble or you can decline the gamble If you decline you keep $500 with certainty: u(500); If you accept: EU= 0.5×u(250) +0.5×u(750) This gamble is called a fair gamble because the amount that is bet ($500) is equal to the expected return from the gamble ($500). You will reject the gamble if u(500)>EU; You will be indifferent to the gamble if u(500)=EU; You will accept the gamble if u(500)<EU

Another Example You have an initial wealth of W=$500. You are offered a gamble: $250 with p = 0.6 or $750 with (1-p)= 0.4; ER=$450 You can accept the gamble or you can decline the gamble If you decline you keep $500 with certainty: u(500); If you accept: EU= 0.5×u(250) +0.5×u(750) This gamble is an unfair gamble because the amount that is bet ($500) is less than expected return from the gamble ($450). You will reject the gamble if u(500)>EU; You will be indifferent to the gamble if u(500)=EU; You will accept the gamble if u(500)<EU

Attitudes to Risk Intuitively, whether someone accepts a gamble or not depends on his attitude to risk Again intuitively, we would accept “adventurous” persons to accept gambles that more “cautious” persons would reject To make these concepts more precise we define three broad attitudes to risk

Three Attitudes to Risk The Risk Averse Person The Risk Neutral Person The Risk Seeking Person To define these attitudes, we use the concept of a fair gamble In essence, a fair gamble allows you receive the same amount of money through two distinct ways: Gambling or not gambling

Attitudes to Risk and Fair Gambles A risk averse person will never accept a fair gamble A risk Seeking person will always accept a fair gamble A risk neutral person will be indifferent towards a fair gamble

BUT, this doesn’t mean a risk averse person never risks Assuming our utility is sqrt(money) Rather than $5 or [.8:10,.2:4] Rather than $5 or [.5:10,.5:3]

What Does This Mean? Given the choice between earning the same amount of money through a gamble or through certainty The risk averse person will opt for certainty The risk Seeking person will opt for the gamble The risk neutral person will be indifferent

Prob 1Reward 1Prob 2Reward 2Uitlity ERUtility sqrtUtility x**

Diminishing Marginal Utility Why does the risk averse person reject the fair gamble? Answer: because her marginal utility of money diminishes (change in utility/change in value)

A risk averse person / with diminishing Marginal Utility / with a concave utility function will reject a fair gamble u(c) u(750) u(500) EU u(250) c If the person actually had $500, it would be worth u(500), but if we take an expected utility (following the line) we get less. Example function: u(x) = sqrt(x) Slope of curve is decreasing

x Averse sqrt(x) Seeking x EU

Equivalent Concepts A person is risk averse A person’s marginal utility of money diminishes A person’s utility function, u(c), is concave

A risk neutral person / with constant MU / with a linear utility function will be indifferent between accepting/rejecting a fair gamble u(c) u(750) u(500) =EU u(250) c Expected Utility is same as utility of gamble.

A risk Seeking person / with increasing MU / with a convex utility function will accept a fair gamble. Utility is increasing faster than investment. u(c) u(250) u(750) EU u(500) c EU is better than what you actually receive for expected amount. Example function u(c) = c 2