MOOC - Lean Six Sigma Black Belt
Level IV – Creating Capable Processes
The Unit \'Creating Capable Processes\' focuses on reducing variation in a stable process with the objective to create a process capable of meeting customer requirements. This Unit reviews the application of Six Sigma and statistical tools used to assure a valid and reliable performance measurement system, to collect data and to analyze the performance of processes. Six Sigma focuses on quality breakthrough improvement projects. All Level IV Learning Elements and Performance Criteria follow the DMAIC structure.
Correlation and Regression:
The Learning Element ‘Correlation and Regression’ describes the predictive models using regression techniques to determine the relation between factors on a response.
LSSBB.U7.E6.PC1
Calculate and analyze the correlation coefficient. Determine its statistical significance (p-value) and recognize the difference between correlation and causation. Bloom: Analyze
LSSBB.U7.E6.PC2
Apply linear and polynomial regression analysis. Analyze the regression model for estimation and prediction. Interpret the residual analysis to validate the model. Bloom: Analyze
LSSBB.U7.E6.PC3
Apply attributes data using (binary) logistic regression to investigate sources of variation. Bloom: Apply
LSSBB.U7.E6.PC4
Apply multivariate studies such as principal components and factor analysis. Bloom: Apply