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Basic Analysis and Graphing - SAS

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Chapter 2 Performing Univariate <strong>Analysis</strong> 73<br />

Statistical Details for the Distribution Platform<br />

s = st<strong>and</strong>ard deviation <strong>and</strong> g ( 1 – α ⁄ 2;<br />

p,n)<br />

is a constant that can be found in Table 4 of Odeh <strong>and</strong> Owen<br />

1980).<br />

To determine g, consider the fraction of the population captured by the tolerance interval. Tamhane <strong>and</strong><br />

Dunlop (2000) give this fraction as follows:<br />

Φ---------------------<br />

x+ gs – μ –<br />

σ <br />

Φ<br />

x ---------------------<br />

– gs – μ <br />

σ <br />

where Φ denotes the st<strong>and</strong>ard normal c.d.f. (cumulative distribution function). Therefore, g solves the<br />

following equation:<br />

<br />

P Φ X ----------------------<br />

+ gs–<br />

μ Φ<br />

X ----------------------<br />

– gs – μ <br />

<br />

– ≥ 1 – γ<br />

σ σ =<br />

<br />

<br />

1 – α<br />

where 1-γ is the fraction of all future observations contained in the tolerance interval.<br />

More information is given in Tables A.1a, A.1b, A.11a, <strong>and</strong> A.11b of Hahn <strong>and</strong> Meeker (1991).<br />

Statistical Details for Capability <strong>Analysis</strong><br />

All capability analyses use the same formulas. Options differ in how sigma (σ) is computed:<br />

• Long-term uses the overall sigma. This option is used for P pk statistics, <strong>and</strong> computes sigma as follows:<br />

σ<br />

=<br />

n<br />

( x i<br />

– x) 2<br />

-------------------<br />

n – 1<br />

i = 1<br />

Note: There is a preference for Distribution called Ppk Capability Labeling that labels the long-term<br />

capability output with P pk labels. This option is found using File > Preferences, then select Platforms ><br />

Distribution.<br />

• Specified Sigma enables you to type a specific, known sigma used for computing capability analyses.<br />

Sigma is user-specified, <strong>and</strong> is therefore not computed.<br />

• Moving Range enables you to enter a range span, which computes sigma as follows:<br />

σ<br />

=<br />

R<br />

-------------<br />

d 2<br />

( n)<br />

where<br />

R is the average of the moving ranges<br />

d 2 (n) is the expected value of the range of n independent normally distributed variables with unit<br />

st<strong>and</strong>ard deviation.<br />

• Short Term Sigma, Group by Fixed Subgroup Size if r is the number of subgroups of size n j <strong>and</strong> each<br />

ith subgroup is defined by the order of the data, sigma is computed as follows:

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