In: Statistics and Probability
The part diameters are normally distributed. The lower tolerance limit corresponds to -2 z (minus two standard deviations below the mean). The upper tolerance limit corresponds to 3 z. What percent of parts will be out of tolerance? Describe the method you used to find the answers.
It is given that the part diameters are normally distributed, this means that we can apply the empirical formula in this case.
By empirical formula, we know that 99.7% of the data fall within 3 standard deviation below the mean and 3 standard deviation above the mean.
Now, tolerance range given in the question are -2z and 3z, i.e. 2 standard deviation below the mean and 3 standard deviation above the mean.
If it was -3z to +3z, then 99.7% of the parts will be within tolerance limit, but the tolerance limit given is -2z to +3z
So, we need to subtract the % of values that falls within -3z and -2z area on the normal distribution.
By empricial rule, we know that only 2.35% of the values fall within -2z and -3z. So, we can say that only 2.35% of parts will be out of tolerance as the range -2z to 3z contains remaining part diameter or 97.35% of part diameter which are within tolerance range.
We have used empirical formula or rule for normal distribution to find the % of parts that will be out of tolerance.