Area under a normal curve: How long should the guarantee be?

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Homework Help Overview

The problem involves determining an appropriate guarantee time for a shop based on a normal distribution of service times, where the mean is 17.8 minutes and the standard deviation is 5.2 minutes. The shop aims to ensure that no more than 1% of customers receive free service, which raises questions about the interpretation of the Z-score and its application in calculating the guarantee time.

Discussion Character

  • Conceptual clarification, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the calculation of the Z-score corresponding to 1% and its implications for the guarantee time. There is confusion regarding whether to use a negative or positive Z-score and how that affects the interpretation of the guarantee.

Discussion Status

Some participants have provided guidance on interpreting the Z-score and its application to the problem. There is an ongoing exploration of the correct approach to determine the guarantee time, with differing interpretations of the problem's requirements being discussed.

Contextual Notes

Participants note that the shop's goal is to limit the percentage of customers receiving free service, which influences the interpretation of the Z-score and the resulting calculations. The original poster expresses uncertainty about the correct application of the Z-score in this context.

ChrisBlack
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Homework Statement


The mean is 17.8 and the standard deviation is 5.2. The shop does not want to give more than 1% of its customers free service, how long should the guarantee be? (cut the problem short, the rest was just story)


Homework Equations


I think the equation I would use is X = Z(standard deviation) + Mean


The Attempt at a Solution


I changed 1% into the Z score and got -2.33 and plugged that into the equation, -2.33(5.2) + 17.8 and ended up with 5.684. That is lower than the mean though which does not make sense to me, why would the shop guarantee they can complete the job in 6 minutes (rounding up) is the mean is 17.8. Where did I go wrong? Thanks in advance!
 
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Are you sure you have the interpretation correct? The shop can say that no more than 1% of jobs will be finished in less than 5.68 minutes; that is, they can say "we guarantee we won't finish your job before 5.68 minutes". Wouldn't the shop want to say "we can guarantee your job won't take _longer than_ X minutes"? That would make X greater than 17.8, not less.

RGV
 
ChrisBlack said:

Homework Statement


The mean is 17.8 and the standard deviation is 5.2. The shop does not want to give more than 1% of its customers free service, how long should the guarantee be? (cut the problem short, the rest was just story)


Homework Equations


I think the equation I would use is X = Z(standard deviation) + Mean


The Attempt at a Solution


I changed 1% into the Z score and got -2.33
The z score you want is +2.33.
ChrisBlack said:
and plugged that into the equation, -2.33(5.2) + 17.8 and ended up with 5.684. That is lower than the mean though which does not make sense to me, why would the shop guarantee they can complete the job in 6 minutes (rounding up) is the mean is 17.8. Where did I go wrong? Thanks in advance!
 
Ray Vickson said:
Are you sure you have the interpretation correct? The shop can say that no more than 1% of jobs will be finished in less than 5.68 minutes; that is, they can say "we guarantee we won't finish your job before 5.68 minutes". Wouldn't the shop want to say "we can guarantee your job won't take _longer than_ X minutes"? That would make X greater than 17.8, not less.

RGV

The problem says that the shop does not want to give more than 1% of customers a free oil change, so I would think it would be over the mean, which makes sense if the Z score is positive, but i don't see why it's positive. Sorry, I should have written the whole problem
 
Right. So if the z-value for the time it takes the shop to do an oil change is larger than 2.33, that represents only 1% of the customers.

Now, you need to translate that z-value of 2.33 to an x-value, which represents the cutoff time for an oil change. If the shop takes longer than that cutoff value, the oil change is free.
 
The equation I posted at the top is the correct one to change the Z value to an X right? the answer i got it 29.91, or 30 minutes
 
Yes, your equation is fine, and barring any arithmetic errors (I didn't check), your answer looks fine.
 

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