RStudio for Six Sigma - Process Capability

Offered By
Coursera Project Network
In this Guided Project, you will:

Import datasets into RStudio; perform Process Capability Analysis

Use RStudio to calculate DPU, DPO, DPMO, Yield, Rolled Throughput Yield (RTY)

Use RStudio to calculate Short & Long Term Z Scores, Cp, Cpk, Pp and Ppk

Clock2 hours
IntermediateIntermediate
CloudNo download needed
VideoSplit-screen video
Comment DotsEnglish
LaptopDesktop only

Welcome to RStudio for Six Sigma - Process Capability. This is a project-based course which should take under 2 hours to finish. Before diving into the project, please take a look at the course objectives and structure. By the end of this project, you will understand the concepts like DPU, DPO and DPMO; learn to import discrete defect data file 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.

Skills you will develop

R ProgrammingData AnalysisSix SigmaProcess CapabilityRstudio

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Introduction to RStudio environment; import data into RStudio and perform Process Capability Analysis.

  2. Process Capability  for Discrete Type I Data based on Product Quality -  Individual and Overall DPU, DPO, DPMO and Z-Score.

  3. Process Capability  for Discrete Type II Data based on Product Quality - Individual and Overall DPU, Yield and Z-Score.

  4. Process Capability based on Process Steps - Classical Yield, First Pass Yield and Rolled Throughput Yield (RTY) for Type I and II Discrete Data.

  5. Process Capability for Continous Data - Calculating Z Score and DPMO for a Mean, Standard Deviation and Specification Limits.

  6. Process Capability for Continous Data - Calculating Z Short Term (Potential), Z Long Term (Actual), Cp, Cpk, Pp, Ppk.

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

Frequently asked questions

Frequently Asked Questions

More questions? Visit the Learner Help Center.