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The manager of a fast-food restaurant determines that the average time that her customers wait for service is 3.5 minutes.The manager wants to advertise that anybody who isn't served within a certain number of minutes gets a free hamburger. But she doesn't want to give away free hamburgers to more than 1% of her customers. What number of minutes should the advertisement use

User Phooji
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1 Answer

4 votes

Answer:

The advertisement should use 16 minutes.

Explanation:

Exponential distribution:

The exponential probability distribution, with mean m, is described by the following equation:


f(x) = \mu e^(-\mu x)

In which
\mu = (1)/(m) is the decay parameter.

The probability that x is lower or equal to a is given by:


P(X \leq x) = \int\limits^a_0 {f(x)} \, dx

Which has the following solution:


P(X \leq x) = 1 - e^(-\mu x)

The probability of finding a value higher than x is:


P(X > x) = 1 - P(X \leq x) = 1 - (1 - e^(-\mu x)) = e^(-\mu x)

The manager of a fast-food restaurant determines that the average time that her customers wait for service is 3.5 minutes.

This means that
m = 3.5, \mu = (1)/(3.5) = 0.2857

What number of minutes should the advertisement use?

The values of x for which:


P(X > x) = 0.01

So


e^(-\mu x) = 0.01


e^(-0.2857x) = 0.01


\ln{e^(-0.2857x)} = ln(0.01)


-0.2857x = ln(0.01)


x = -(ln(0.01))/(0.2857)


x = 16.12

Rounding to the nearest number, the advertisement should use 16 minutes.

User Jatin Gadhiya
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