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Calculation of Tolerance Intervals for Non-Normally Distributed Data

Like in other statistical software it would be nice to be able to calculate tolerance intervals for the following non-normal distributions:

  1. Lognormal
  2. Gamma
  3. Exponential
  4. Smallest extreme value
  5. Largest extreme value
  6. Logistic
  7. Loglogistic
  8. Weibull

I know there are some workarounds and normalizing via transformation ist always a possibility, but having just to press one button would be perfect.

 

Best regards,

Christian

6 Comments
Sarah-Sylvestre
Level V
Status changed to: Acknowledged

Hi @christianguhr, thank you for your suggestion! We have captured your request and will take it under consideration.

Stoic
Level I

Piling onto this request.  New JMP user here, and I'm surprised that this feature is missing.

Thanks for chiming in here @Stoic. As of JMP 18.x, we do have a way of generating these but not in the "traditional sense," i.e. using the Tolerance Intervals red triangle menu option under the Distribution platform (similar how you might report/ generate these in a competitors' statistical package).  I am planning to write a JMPer Cable Article that walks through that process and will try and circulate it here once I have it done.

Stoic
Level I

Thanks, will stay tuned.  We're med dev and will have to validate the method in order to use it, so hopefully a test data set and expected results will be available with this.

ChrisGaltress
Level I

Hi Patrick,

 

Any update on JMPer Article?  Agree with others that this would be a welcome addition to JMP.  I'm currently working on a project that requires calculating tolerance intervals from numerous (100s) of simulated non-normal sample sets.  I'm working mostly w/ Weibull, Lognormal, and SHASH distributions and would like to be able to calc & export the lower bounds at 90% coverage & 95% confidence for these sample sets into table format to estimate the predicted failure rate of being below the lower bound.

Hello @ChrisGaltress, No update unfortunately, I haven't been able to get to this.  Let's try a different approach.  Can you please send us an email to [email protected] and address it to me directly? "Hi Patrick..." Please reference this community post and give the subject line a meaningful header "Calculation of Tolerance Intervals for Non-Normally Distributed Data."  I can work with you directly to demonstrate the 'alternate' approach that I am thinking for your case, and to identify its limitations (off hand, we don't support SHASH in Life Distribution which is where I think you would need to go here).