Decision Under Uncertainty Math Example 1
Follow the full solution, then compare it with the other examples linked below.
Example 1
mediumAn umbrella decision: if you bring an umbrella, you carry it all day (cost: mild inconvenience, ). If you don't bring it and it rains (prob 0.4), you get wet (cost: ). If you don't bring it and it doesn't rain (prob 0.6), cost is 0. Calculate expected values for both decisions.
Solution
- 1 Expected value of bringing umbrella: (certain cost)
- 2 Expected value of not bringing:
- 3 Optimal decision: bring umbrella ()
- 4 Interpretation: expected cost is 4 times worse without umbrella β bring it
Answer
Bring umbrella (EV=-1) vs. don't bring (EV=-4). Bringing umbrella is optimal under expected value.
Decision under uncertainty uses expected value to compare options with probabilistic outcomes. Each option is evaluated by its probability-weighted average outcome. The action with the highest (or least negative) expected value is optimal for a risk-neutral decision-maker.
About Decision Under Uncertainty
Decision under uncertainty involves choosing between options whose outcomes are not known for certain, typically by comparing expected values or risk profiles.
Learn more about Decision Under Uncertainty βMore Decision Under Uncertainty Examples
Example 2 hard
A startup has three investment options: A (safe: gain [formula]80K, 30% chance [formula]200K, 70% ch
Example 3 easyYou can either (A) study for certain +10 points on the final, or (B) not study: 50% chance +20 point
Example 4 hardA city decides whether to build a flood barrier (cost [formula]50M; damage with barrier: $5M. Calcul