Binomial Distribution (Statistics)

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SUMMARY

The discussion centers on calculating the expected payout for Pythag-Air-US Airlines when overbooking a 240-seat airplane by 5%. The consensus is that the expected payout is $0, as 5% of the booked passengers are likely to not show up, balancing the overbooking. Two interpretations of the overbooking scenario lead to the same conclusion: whether 5% refers to extra bookings or a total increase, the average number of passengers needing to be bumped remains zero.

PREREQUISITES
  • Understanding of binomial distribution in statistics
  • Familiarity with probability concepts, specifically expected value
  • Knowledge of overbooking strategies in airline operations
  • Basic arithmetic skills for calculating percentages
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  • Study the principles of binomial distribution in detail
  • Learn how to calculate expected values in probability
  • Research overbooking strategies used by airlines
  • Explore statistical implications of customer no-shows in service industries
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Statisticians, airline operations managers, and anyone involved in risk management or customer service optimization in the travel industry would benefit from this discussion.

haribol
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Hi guys, if you can help me with this problem it would be of great help

1) Pythag-Air-US Airlines has determined that 5% of its customers do not show up for their flights. If a passenger is bumped off a flight because of overbooking, the airline pays the customer $200. What is the expected payout by the airline, if it overbooks a 240 seat airplane by 5%?

PS: The answer is 0. Can you please explain your reasoning because I am completely lost in this one

Thanks a lot
 
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It seems like an oddly worded question. By "it overbooks a 240 seat airplane by 5%", does that mean that 5% of the people booked are "extras" (i.e. 95% of the people booked = 240 people --> 252.63 people are booked) or that it books an extra 5% on top of the 240 people (i.e. 240 + 5% of 240 = the number of people booked = 252). Now, if it's the first one, then the answer is clearly zero. 5% of the people booked are extra, and 5% of the people do not show up, so chances are the people that have to be bumped off a flight is zero, so they have to payout $0. However, the problem with the first one is that it doesn't make sense to say they book 252.63 people. However, perhaps they mean that in total, of all their, say, 1000000 customers, 5% are overbooked, i.e. not 5% of 252.63, but 5% in general. If we go with the second option, then the answer is still zero. If they overbook by 5% as per the second definition, they book 252 people. 5% of them don't show, that's 12.6 people, so in total only 239.4 people show, .6 less than the maximum, so again on average no one has to be bumped off, and the payout is zero. Of course, there are statistical problems with this, and like I said the question is kind of vague, but two approaches both lead to the given answer, so it all works out.
 
Thanks AKG, I think I got it
 

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