Lean Six Sigma Black Belt 2020

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.


Distributions:

The Learning Element ‘Distributions’ reviews a number of continuous and discrete distributions. The element also reviews the central limit theorem and a number of probability concepts.

LSSBB.U7.E2.PC1
Interpret Probability Density Functions and Cumulative Distribution Functions. Apply continuous distributions: Normal, Weibull, Student’s t, Chi square, F-distribution, Lognormal and Exponential distribution. Apply normality test (Anderson-Darling) describe shape parameters (Skewness and Kurtosis). Bloom: Apply
LSSBB.U7.E2.PC2
Apply discrete distributions: Poisson, Binomial. Apply the central limit theorem. Bloom: Apply
LSSBB.U7.E2.PC3
Identify non-normal data and use Box-Cox or Johnson transformation. Bloom: Apply