Probability- minimum inventory to satisfy demand

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Homework Help Overview

The problem involves determining the minimum total inventory required to meet demand across 20 customer locations, where demand at each location follows a normal distribution with a specified mean and standard deviation. The objective is to ensure that demand is satisfied at least 95% of the time.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants discuss the calculation of total mean and standard deviation, with some questioning the method used to derive the standard deviation. There is also exploration of using the Gaussian probability density function and the normal inverse function in Excel to find inventory levels.

Discussion Status

Participants are actively engaging with the problem, questioning assumptions about standard deviation calculations and discussing different approaches to find the required inventory level. Some guidance has been offered regarding the correct interpretation of statistical measures, but no consensus has been reached on the final approach.

Contextual Notes

There is mention of confusion regarding the calculation of standard deviation and the use of specific probabilities in the context of the normal distribution. Participants are also reflecting on their understanding of statistical concepts.

Roni1985
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Homework Statement


There are 20 customer locations, the demand in each location is normal with mean 60 and SD 20. All 20 locations have independent probabilities.
The goal is to cover all of the demand in a month at least 95% of the times. What's the minimum total inventory the company should hold?

Homework Equations


The Attempt at a Solution



It doesn't sound like I need to find the confidence interval. So, I know that the total mean is 1200 and the total standard deviation is 400. So, since the sum is also normal, I just go two SDs to the right to find the 95%.
If I got 2 SDs to the right, I get 2000.

Is this the correct method to use here?
 
Last edited:
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Roni1985 said:

Homework Statement


There are 20 customer locations, the demand in each location is normal with mean 60 and SD 20. All 20 locations have independent probabilities.
The goal is to cover all of the demand in a month at least 95% of the times. What's the minimum total inventory the company should hold?


Homework Equations





The Attempt at a Solution



It doesn't sound like I need to find the confidence interval. So, I know that the total mean is 1200 and the total standard deviation is 400. So, since the sum is also normal, I just go two SDs to the right to find the 95%.
If I got 2 SDs to the right, I get 2000.

Is this the correct method to use here?

G

How do you figure that the total standard deviation is 400? I get something very different.

RGV
 
Ray Vickson said:
G

How do you figure that the total standard deviation is 400? I get something very different.

RGV

oh shoot, that's the variance I guess.
so, SD is just 20.

But, now I'm thinking maybe I should use the gaussian pdf...?
EDIT:
I used excel's =NORMINV(0.975,1200,20)
And I get 1240 both ways... so I think its good.
But if wanted to use the gaussian pdf, how would you calculate it?
 
Last edited:
Roni1985 said:
oh shoot, that's the variance I guess.
so, SD is just 20.

But, now I'm thinking maybe I should use the gaussian pdf...?
EDIT:
I used excel's =NORMINV(0.975,1200,20)
And I get 1240 both ways... so I think its good.
But if wanted to use the gaussian pdf, how would you calculate it?

(i) You still don't have the correct standard deviation.

(ii) Where does the 0.975 come from?

RGV
 
Ya I'm a lil rusty
it's sqrt(20)*20
and the prob is just .95
 
Roni1985 said:
Ya I'm a lil rusty
it's sqrt(20)*20
and the prob is just .95

Right!

RGV
 

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