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The purpose of correlation analysis is to check the association between two items. This can be useful in determining accuracy.
Listen mate! I'll break it down to you.. variance analysis
PFMEA is also called potential failure mode effects analysis. The purpose of PFMEA analysis is to take actions to eliminate or reduce failures, starting with the high priority ones.
Log file analysis is not sufficient for this purpose.