MHB Binomial Distribution for Manufacturer's Claim on Product Durability

  • Thread starter Thread starter dfraser
  • Start date Start date
  • Tags Tags
    Distribution
AI Thread Summary
The discussion centers on determining the appropriate statistical distribution for evaluating a manufacturer's claim that at most 5% of products will require service before 1000 hours of operation. A sample of 20 products revealed that 3 needed service, leading to confusion about whether to use a binomial or negative binomial distribution. It is clarified that a binomial distribution is suitable, specifically focusing on the probability of 3 or more products requiring service (P(X≥3)). The assumption is that the 5% failure rate per product provides the manufacturer with the most favorable interpretation of their claim. Understanding this distinction is crucial for accurate analysis of the manufacturer's assertion.
dfraser
Messages
4
Reaction score
0
Hi,

I'm struggling to know what distribution this question requires, and what should be signalling the distribution type:

A manufacturer claims at most 5% of his product will sustain fewer than 1000hrs of operation before needing service. Twenty products are selected at random from the production line and tested. It was found that 3 of them required service before 1000hrs of operation. Comment on the manufacturers claim.

The solution for the probability of 3 requiring service before the 1000hrs is (according to my text) 0.0754.

I think I might be getting confused by "at most 5% of his product will sustain fewer than 1000hrs".

For a binomial I'd have:
$${ 20\choose17 }{.95}^{17}{.05}^{3} = .05958$$

For a negative binomial I'd have:
$${ 19\choose2 }{.95}^{17}{.05}^{3} = .00893$$

This isn't poisson, geometric, hypergeometric, or multinomial, so what is it? Or can someone give me a hint about where I'm going wrong?
 
Mathematics news on Phys.org
dfraser said:
Hi,

I'm struggling to know what distribution this question requires, and what should be signalling the distribution type:

A manufacturer claims at most 5% of his product will sustain fewer than 1000hrs of operation before needing service. Twenty products are selected at random from the production line and tested. It was found that 3 of them required service before 1000hrs of operation. Comment on the manufacturers claim.

The solution for the probability of 3 requiring service before the 1000hrs is (according to my text) 0.0754.

I think I might be getting confused by "at most 5% of his product will sustain fewer than 1000hrs".

For a binomial I'd have:
$${ 20\choose17 }{.95}^{17}{.05}^{3} = .05958$$

For a negative binomial I'd have:
$${ 19\choose2 }{.95}^{17}{.05}^{3} = .00893$$

This isn't poisson, geometric, hypergeometric, or multinomial, so what is it? Or can someone give me a hint about where I'm going wrong?

Hi dfraser,

It's a binomial distribution as you surmised.
It's just that they ask for $P(X\ge 3)$ instead of $P(X=3)$, where $X$ is the number that requires service before 1000 hrs.
And indeed we assume that the probability is 5% per product, since this gives the manufacturer the most leeway.
 
Suppose ,instead of the usual x,y coordinate system with an I basis vector along the x -axis and a corresponding j basis vector along the y-axis we instead have a different pair of basis vectors ,call them e and f along their respective axes. I have seen that this is an important subject in maths My question is what physical applications does such a model apply to? I am asking here because I have devoted quite a lot of time in the past to understanding convectors and the dual...
Insights auto threads is broken atm, so I'm manually creating these for new Insight articles. In Dirac’s Principles of Quantum Mechanics published in 1930 he introduced a “convenient notation” he referred to as a “delta function” which he treated as a continuum analog to the discrete Kronecker delta. The Kronecker delta is simply the indexed components of the identity operator in matrix algebra Source: https://www.physicsforums.com/insights/what-exactly-is-diracs-delta-function/ by...

Similar threads

Replies
1
Views
3K
Replies
3
Views
3K
Replies
5
Views
4K
Replies
2
Views
3K
Replies
2
Views
4K
Back
Top