Math Problem Statement

A game show participant has the choice between receiving a guaranteed €129 or participating in a lottery. The lottery outcomes are described by the random variable G with the given probability distribution. Based on the expected value theory, calculate the participant's expected winnings and determine which option maximizes the expected gain.

Solution

The task requires calculating the expected value of a lottery game described in the problem and comparing it to a fixed amount of €129 to determine the optimal choice for maximizing expected winnings.

Step 1: Formula for Expected Value

The expected value E(G)E(G) of a random variable GG is calculated as: E(G)=igiP(G=gi)E(G) = \sum_{i} g_i \cdot P(G = g_i) where gig_i represents the possible winnings, and P(G=gi)P(G = g_i) is the corresponding probability.

Step 2: Values from the Table

From the table: g={40,90,100,180,300}g = \{40, 90, 100, 180, 300\} P(G=g)={0.28,0.23,0.24,0.20,0.05}P(G = g) = \{0.28, 0.23, 0.24, 0.20, 0.05\}

Step 3: Calculation

We calculate E(G)E(G) as follows: E(G)=(400.28)+(900.23)+(1000.24)+(1800.20)+(3000.05)E(G) = (40 \cdot 0.28) + (90 \cdot 0.23) + (100 \cdot 0.24) + (180 \cdot 0.20) + (300 \cdot 0.05)

Let’s compute this step-by-step.

  1. 400.28=11.240 \cdot 0.28 = 11.2
  2. 900.23=20.790 \cdot 0.23 = 20.7
  3. 1000.24=24.0100 \cdot 0.24 = 24.0
  4. 1800.20=36.0180 \cdot 0.20 = 36.0
  5. 3000.05=15.0300 \cdot 0.05 = 15.0

Adding these: E(G)=11.2+20.7+24.0+36.0+15.0=106.9E(G) = 11.2 + 20.7 + 24.0 + 36.0 + 15.0 = 106.9

Step 4: Comparison

  • Fixed winnings: €129
  • Expected value of the lottery: €106.9

Since €129 > €106.9, the participant should choose the fixed winnings of €129 to maximize their expected gain.


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Related Questions

  1. What is the significance of the expected value in decision-making under uncertainty?
  2. How would the decision change if the fixed amount were less than the expected value?
  3. Can variance or risk considerations affect this decision? How?
  4. How does the probability distribution shape impact the expected value?
  5. What happens if one of the probabilities changes? How would it alter the outcome?

Tip

When dealing with probabilities and expected values, ensure all probabilities sum to 1 as a consistency check.

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Math Problem Analysis

Mathematical Concepts

Expected Value
Probability
Decision Theory

Formulas

Expected value formula: E(G) = Σ (g_i * P(G = g_i))

Theorems

Expected Value Theory

Suitable Grade Level

Grades 10-12