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Certification Course

RStudio for Six Sigma - Process Capability

You will understand concepts such as DPU, DPO, and DPMO by the end of this project; learn to import discrete defect data files and perform Process Capability Analysis; understand Throughput Yield and Rolled Throughput Yield (RTY) and calculate RTY for data imported from a file; understand Z score, Short and Longterm Standard Deviation, Short and Longterm Z Bench, Cp, Cpk, Pp, Ppk, and perform Process Capability Analysis for continuous data.

total enrollments

In this course, you will learn :

Syllabus :

Introduction to RStudio environment; import data into RStudio and perform Process Capability Analysis.
Process Capability for Discrete Type I Data based on Product Quality - Individual and Overall DPU, DPO, DPMO and Z-Score.
Process Capability for Discrete Type II Data based on Product Quality - Individual and Overall DPU, Yield and Z-Score.
Process Capability based on Process Steps - Classical Yield, First Pass Yield and Rolled Throughput Yield (RTY) for Type I and II Discrete Data.
Process Capability for Continous Data - Calculating Z Score and DPMO for a Mean, Standard Deviation and Specification Limits.
Process Capability for Continous Data - Calculating Z Short Term (Potential), Z Long Term (Actual), Cp, Cpk, Pp, Ppk.