What is Correlation Analysis and How is it Performed ?
April 3, 2025
Correlation analysis is a vital tool in the hands of any Six Sigma team. As the Six Sigma team enters the analyze phase they have access to data from various variables. They now need to synthesize this data and ensure that they are able to find a conclusive relationship. What is Correlation Analysis ? One…
Once the Scatter plot has been used to find out the correlation between the inputs being measured as well as the desired outputs, it is now time to come up with an equation which shows the precise relationship. This is called Regression. Regression is a technique which summarizes the relationships observed in the Scatter plot…
What is Hypothesis Testing ? Hypothesis testing is one of the statistical method used to confirm the effect that critical few inputs have on the outputs. Hypothesis testing must be used when the inputs are measured discretely. The outputs may be discrete or continuous. However the inputs must be discrete, if the inputs are continuous…
The 5 why method or the Root Cause analysis method that has been described in the Tools section plays an important role in determining that the X’s are recorded at actionable level. In this implementation of the 5 why tool, there is a slight variation from the standard methodology and hence it has been explained in the context of Actionable X’s below:
The 5 why method is a non-statistical method to convert vital few inputs to their actionable level. It does not require any elaborate mathematical testing but rather simply relies on brainstorming the reasons and digging deeper and deeper in the process.
The 5 in the 5 why’s is a mere abstraction. The actual number of iterations required to come up with an actionable X will be less or more. However in almost all cases, actionable levels are reached within 5 iterations.
The 5 whys analysis for finding actionable X’s is therefore a combination of the regular root cause analysis and brainstorming. Instead of relying on expert knowledge, the collective knowledge of the Six Sigma project team is used here.
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