Math Problem Statement
Solution
The image shows a probability and statistics problem related to airline overbooking. Here's a breakdown of the problem and the answers provided:
Problem Context:
- A flight from Calgary (YYC) to LAX has 165 seats available.
- The airline overbooks the flight because 11% of people with reservations do not show up.
- In this case, 180 passengers are booked for the flight with 165 seats.
Parts of the problem:
(a) How many people does the airline expect to show up, and what is the standard deviation of the number of people showing up?
-
The expectation is calculated as , where:
- (the total number of passengers booked),
- (since 11% don’t show up, 89% show up).
The expectation is given as 160.20.
-
The standard deviation is , which is approximately 4.1978.
(b) The probability that there will be exactly 7 empty seats when the flight takes off:
- This involves a binomial distribution calculation. The answer provided is 0.0791.
(c) The chance that a passenger with a flight reservation will not make it to LAX due to overbooking:
- The provided answer is 0.8541.
Would you like a detailed explanation on how these probabilities and calculations were derived, or do you have any further questions?
5 Follow-up Questions:
- How is the binomial distribution applied to solve overbooking problems like this?
- How does the concept of standard deviation help in understanding the spread of outcomes for passengers showing up?
- What is the significance of calculating the exact number of empty seats in overbooking models?
- How would the probabilities change if the no-show percentage were different, say 5% instead of 11%?
- What real-world assumptions are made in using the binomial distribution for this type of problem?
Tip:
In probability questions involving binomial distribution, always verify whether the event in question has only two possible outcomes (like "show up" vs. "not show up"). This makes binomial modeling suitable!
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Math Problem Analysis
Mathematical Concepts
Probability
Statistics
Binomial Distribution
Formulas
Expectation E(X) = np
Standard deviation σ = sqrt(np(1 - p))
Binomial probability formula: P(X = k) = C(n, k) * p^k * (1 - p)^(n - k)
Theorems
Binomial Theorem
Expected Value Theorem
Suitable Grade Level
College/University Level
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