Math Problem Statement

From experience, an airline knows that only 70% of the passengers booked for a certain flight actually show up. If 7 passengers are randomly selected, find the probability that at least 5 of them show up.

Carry your intermediate computations to at least four decimal places, and round your answer to two decimal places.

(If necessary, consult a list of formulas.)

Solution

To solve the problem, we can use the binomial probability formula. The problem deals with binomial distribution because there are two possible outcomes for each passenger: either they show up or they don't.

Step 1: Define the parameters

  • n=7n = 7: The number of passengers selected.
  • p=0.7p = 0.7: The probability that a passenger shows up.
  • q=1p=0.3q = 1 - p = 0.3: The probability that a passenger does not show up.

We are asked to find the probability that at least 5 passengers show up. This is equivalent to finding the probability that X5X \geq 5, where XX is the number of passengers who show up.

Step 2: Use the binomial probability formula

The binomial probability formula is given by:

P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1-p)^{n-k}

Where:

  • (nk)\binom{n}{k} is the binomial coefficient, calculated as n!k!(nk)!\frac{n!}{k!(n-k)!}.
  • kk is the number of passengers that show up.

We need to calculate the probabilities for X=5X = 5, X=6X = 6, and X=7X = 7, and then sum them up.

P(X5)=P(X=5)+P(X=6)+P(X=7)P(X \geq 5) = P(X = 5) + P(X = 6) + P(X = 7)

Step 3: Calculate the individual probabilities

For X=5X = 5: P(X=5)=(75)(0.7)5(0.3)2P(X = 5) = \binom{7}{5} (0.7)^5 (0.3)^{2} P(X=5)=7!5!(75)!(0.7)5(0.3)2=7×62×1×0.16807×0.09P(X = 5) = \frac{7!}{5!(7-5)!} (0.7)^5 (0.3)^2 = \frac{7 \times 6}{2 \times 1} \times 0.16807 \times 0.09 P(X=5)21×0.16807×0.090.3172P(X = 5) \approx 21 \times 0.16807 \times 0.09 \approx 0.3172

For X=6X = 6: P(X=6)=(76)(0.7)6(0.3)1P(X = 6) = \binom{7}{6} (0.7)^6 (0.3)^{1} P(X=6)=7!6!(76)!(0.7)6(0.3)1=7×0.117649×0.3P(X = 6) = \frac{7!}{6!(7-6)!} (0.7)^6 (0.3)^1 = 7 \times 0.117649 \times 0.3 P(X=6)7×0.117649×0.30.2471P(X = 6) \approx 7 \times 0.117649 \times 0.3 \approx 0.2471

For X=7X = 7: P(X=7)=(77)(0.7)7(0.3)0P(X = 7) = \binom{7}{7} (0.7)^7 (0.3)^{0} P(X=7)=1×0.0823543×1=0.0823543P(X = 7) = 1 \times 0.0823543 \times 1 = 0.0823543 P(X=7)0.0824P(X = 7) \approx 0.0824

Step 4: Add the probabilities

P(X5)=0.3172+0.2471+0.0824=0.6467P(X \geq 5) = 0.3172 + 0.2471 + 0.0824 = 0.6467

Final Answer

The probability that at least 5 passengers show up is approximately 0.65 when rounded to two decimal places.

Would you like more details or have any questions? Here are some related questions to consider:

  1. What is the probability that exactly 5 passengers show up?
  2. What is the probability that fewer than 5 passengers show up?
  3. How would the probability change if the number of passengers selected was 10?
  4. How does changing the probability of a passenger showing up to 0.8 affect the result?
  5. Can you determine the expected number of passengers that will show up?

Tip: When dealing with binomial distribution, remember that it’s ideal for situations where you have a fixed number of trials, only two possible outcomes, and a constant probability of success.

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution

Formulas

Binomial probability formula

Theorems

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Suitable Grade Level

Grades 10-12