Math Problem Statement

Find the probability that at least 3 flights arrive late out of 14 flights, given that 80% of Southwest flights arrive on time.

Solution

The problem involves determining the probability of at least 3 flights arriving late out of 14 flights, given that 80% of Southwest flights arrive on time. Here’s how to calculate it step by step:

Step 1: Understand the problem

  • Probability of being on time: p=0.8p = 0.8
  • Probability of being late: 1p=0.21 - p = 0.2
  • Number of flights: n=14n = 14
  • We want the probability of at least 3 flights arriving late, i.e., P(X3)P(X \geq 3), where XX is the number of late flights.

Step 2: Use the complement rule

The complement of P(X3)P(X \geq 3) is P(X2)P(X \leq 2). Thus: P(X3)=1P(X2)P(X \geq 3) = 1 - P(X \leq 2) This means we need to calculate P(X=0)+P(X=1)+P(X=2)P(X = 0) + P(X = 1) + P(X = 2), and subtract it from 1.

Step 3: Binomial probability formula

The probability of exactly kk successes (late flights) in nn trials is given by the binomial formula: P(X=k)=(nk)pk(1p)nkP(X = k) = \binom{n}{k} p^k (1-p)^{n-k} where (nk)=n!k!(nk)!\binom{n}{k} = \frac{n!}{k!(n-k)!}.

Step 4: Compute probabilities for X=0,1,2X = 0, 1, 2

For X=0X = 0:

P(X=0)=(140)(0.2)0(0.8)14=11(0.8)140.0439P(X = 0) = \binom{14}{0} (0.2)^0 (0.8)^{14} = 1 \cdot 1 \cdot (0.8)^{14} \approx 0.0439

For X=1X = 1:

P(X=1)=(141)(0.2)1(0.8)13=140.2(0.8)130.153P(X = 1) = \binom{14}{1} (0.2)^1 (0.8)^{13} = 14 \cdot 0.2 \cdot (0.8)^{13} \approx 0.153

For X=2X = 2:

P(X=2)=(142)(0.2)2(0.8)12=14132(0.2)2(0.8)120.264P(X = 2) = \binom{14}{2} (0.2)^2 (0.8)^{12} = \frac{14 \cdot 13}{2} \cdot (0.2)^2 \cdot (0.8)^{12} \approx 0.264

Step 5: Add probabilities for X=0,1,2X = 0, 1, 2

P(X2)=P(X=0)+P(X=1)+P(X=2)0.0439+0.153+0.264=0.4609P(X \leq 2) = P(X = 0) + P(X = 1) + P(X = 2) \approx 0.0439 + 0.153 + 0.264 = 0.4609

Step 6: Subtract from 1

P(X3)=1P(X2)=10.4609=0.5391P(X \geq 3) = 1 - P(X \leq 2) = 1 - 0.4609 = 0.5391

Final Answer:

The probability that at least 3 flights arrive late is approximately 0.539.

Let me know if you want a deeper breakdown or have questions about the calculations!


Related Questions:

  1. What is the probability of exactly 4 flights being late?
  2. How do you calculate P(X5)P(X \leq 5)?
  3. What is the expected number of late flights?
  4. What is the standard deviation of the number of late flights?
  5. How would the result change if p=0.9p = 0.9?

Tip:

When solving binomial probability problems, using a calculator or software to handle powers and factorials can save a lot of time and reduce errors!

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Math Problem Analysis

Mathematical Concepts

Probability
Binomial Distribution
Complement Rule

Formulas

Binomial probability formula: P(X = k) = (n choose k) * p^k * (1-p)^(n-k)
Complement rule: P(X ≥ k) = 1 - P(X < k)

Theorems

Binomial Theorem

Suitable Grade Level

Grades 11-12 or Introductory College Level