Risk and Uncertainty. Managerial Economics: Economic Tools for Today s Decision Makers, 4/e



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Risk and Uncertainty Chapter 14 Managerial Economics: Economic Tools for Today s Decision Makers, 4/e By Paul Keat and Philip Young

Risk and Uncertainty Risk versus Uncertainty Sources of Business Risk The Measures of Risk Capital Budgeting Under Conditions of Risk Two Other Methods of Incorporating Risk Sensitivity Analysis Simulation Decision Trees Real Options in Capital Budgeting

Risk Versus Uncertainty Risk refers to a situation in which possible future events can be defined and probabilities assigned. Uncertainty refers to situations in which there is no viable method of assigning probabilities to future random events.

Risk Versus Uncertainty Probabilities bili i can be: a priori obtained by repetition or based on general mathematical principles statistical empirical, based on past events

Sources of Business Risk General economic conditions Industry-wide fluctuations Actions of competitors Technology Consumer demand Prices of factors of production Materials Services Labor

The Measures of Risk Probability: An expression of the chance that a particular event will occur The probabilities of all possible events sum to 1. Probability distribution: describes, in percentage terms, the chances of all possible occurrences

The Measures of Risk Probability Distribution

The Measures of Risk Expected value: The average of all possible outcomes weighted by their respective probabilities n R = R i p i=1 i p i R = Expected value p i = probability in case i n = number of possible outcomes R i = value in case i

The Measures of Risk The standard ddeviation reflects the variation of possible outcomes from the average. σ n = i= 1 2 (R R) p i i

The Measures of Risk Based on statistical ti ti theory describing the normal curve: 34% of possible occurrences will be within 1 standard deviation of the mean. 47.4% will be within 2 standard deviations. 49.9% will be within 3 standard deviations.

The Measures of Risk Businesspeople tend to be risk averse, therefore if the expected values of two projects are the same, the one with the lower risk (lower standard deviation) would be accepted.

The Measures of Risk Coefficient of Variation: A measure of risk relative to expected value CV is used to compare standard deviations or projects with unequal expected values. CV = σ R σ = standard deviation R = expected value

Capital Budgeting under Conditions of Risk To incorporate risk into a capital budgeting problem: 1. Calculate expected NPV 2. Calculate the standard deviation of NPV

Capital Budgeting under Conditions of Risk NPV n Rt (1 + r ) t t = 1 f = O 0 NPV = Expected net present value O 0 = initial investment t = time period r f =riskfree risk-free interest rate n = final year of the R t = expected value of cash project flows in period

Capital Budgeting under Conditions of Risk σ n σ 2 t = ( 1+ r ) 2 t= 1 f t σ = standard deviation of NPV σ t = standard deviation of cash flow in period t

Two Other Methods Two common techniques for accounting for risk without the use of standard deviation are: 1. Risk-adjusted discount rate 2. Certainty equivalent

Two Other Methods Risk-Adjusted Discount Rate (RADR): A value equal to the risk-free interest rate plus a risk premium. The risk premium represents a judgment as to the additional return necessary to compensate for additional risk. With the RADR method, the risk adjustment is made in the denominator of the present-value calculation.

Two Other Methods Risk adjusted d discount rate K = r f + RP K = risk adjusted discount rate r f = risk-free rate (short-termterm U.S. Treasury securities) RP = risk premium

Two Other Methods Certainty Equivalent: a certain (risk-free) cash flow that would be acceptable as opposed to the expected value of a risky cash flow. With the Certainty Equivalent method, the risk adjustment is made in the numerator of the present-value calculation.

Two Other Methods Certainty t Equivalent r ce = r r x CEF r ce = value of certain cash flow r r = value of risky cash flow CEF = certainty equivalent factor (depends on the decision maker s attitude toward risk)

Two Other Methods RADR and Certainty Equivalents The methods arrive at identical results if the calculations and adjustments are made in a consistent manner. RADR is more frequently used and easier to estimate.

Sensitivity Analysis Sensitivity Analysis: A method for estimating project risk that involves identifying the key variables that affect the results and then changing each variable to measure the impact.

Sensitivity Analysis 1. Decide on the key factors affecting results. 2. Decide on the range of changes in the variables and on the intervals to use. 3. Compute results for changes in individual variable at each interval. 4. Compare results to determine how sensitive results are to changes in the various key factors.

Sensitivity Analysis Example

Simulation Simulation Analysis: A method for estimating gproject risk that assigns a probability distribution to each of the key variables and uses random numbers to simulate a set of possible outcomes to arrive at an expected value and dispersion.

Simulation 1. Assign probability distributions to each of the key variables. 2. Generate a random number for each of the key variables. 3. Calculate NPV based on the assigned probability distribution and the random numbers generated. 4. Repeat a large number of times (1000 or more). 5. Use the trials to form a frequency distribution of NPV s.

Decision Trees Decision tree: a method for evaluating ating project risk used with sequential decision making in which a diagram points out graphically the order in which decisions must be made and compares the value of the various actions that can be undertaken.

Decision Trees Decision points are designated with squares on a decision tree. Chance events are designated d with circles and are assigned certain probabilities.

Decision Trees Convert all flows to present values Set up all the branches of the decision tree. Move back kfrom right ihtto left, lftcalculating lti the expected value of each branch. Eliminate i branches corresponding to poor decisions (i.e. losses). Compare the net expected value of fthe final remaining alternatives to arrive at a solution.

Decision Trees Example

Real Options in Capital Budgeting Real Option: An opportunity to make adjustments in a capital budgeting project in response to changing circumstances potentially ti resulting in improved results.

Real Options in Capital Budgeting Real options may increase the value of a project. The value of the option is the difference between the project s value with and without the option. Value of the project = NPV + option value

Real Options in Capital Budgeting Forms of real options: 1. Option to vary output 2. Option to vary inputs 3. Option to abandon 4. Option to postpone p 5. Option to introduce future products