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Descriptive Analytics (Process & Performance Capability (Terminology,…
Descriptive Analytics
Normal
Distributions
Sampling Distribution
Normal Probability Plot
Probability Distribution Function
Cumulative Probability Distribution Function
Central Limit Theorem (CLT)
Z scores
Heuristics for Testing Normality
Course Start
Course Orientation
Learning Plan
Welcome Letter
Curriculum Map
"Meet Your Instructor" Video
"Meet Your Instructor" Bio
Data Collection
Types of Data
Sampling Concepts
Terms & Definitions
Sampling Techniques
Data Collection Methods
Sampling Plan
Determining Data Collection Needs
High-Level Approval
Detailed Data Collection Planning
Root Cause Analysis
Overview
Process
Tools
Challenges
Hypothesis Testing Basics
Concepts
Hypotheses
Types of Errors
P-value
Power
Significance Level
Sample Sizes
Failure Mode & Effects Analysis (FMEA)
DFMEA
PFMEA
Terms
Measurement
Systems
Overview
Gauge R & R
Components of Error
Terms
Metrology
Measurement Systems Applications
Reassessment
Control Chart Basics
Components
Common vs. Special Cause Variation
Interpreting Control Charts
SPC Objectives
Probability
Basic Concepts
Combinations
Permutations
Distributions
Characteristics
Graphically Analyzing Variation
Frequency Distributions
Cumulative Frequency Distributions
Non-Normal Distributions
Poisson
Bionomial
Chi-Squared
Student t
F Distribution
Hypergeometric
Exponential
Bivariate
Lognormal
Weibull
Course End
Part A Exam -- 75 Questions
Survey
Next Steps
Part B Exam -- 75 Questions
Study Guide -- Part A
Study Guide -- Part B
Financial Measures
Net Present Value (NPV)
Return on Investment (ROI)
Payback Period
Break-Even Point (BEP) Analysis
Hard vs. Soft Costs
Traditional Metrics
Cost-Benefit Analysis (CBA)
Exploratory
Data Analysis
Multi-Vari Studies
Linear Regression
Correlation
Point & Interval
Estimates
Point Estimates
Interval Estimates
CI of Population Mean (Std. Dev. Unknown)
CI of Population Mean (Std. Dev. Known)
CI of Population Proportion
Confidence vs. Prediction Interval
Terminology - Efficiency & Bias
Tolerances & Confidence Intervals
Measures of Central Tendency
Mean
Median
Mode
Other Measures
Review
Relationships
Measures of Dispersion
Range
Interquartile Range
Mean Absolute Deviation
Variance
Standard Deviation
Coefficient of Variation
Review
Summarize Findings
Storyboards
Quad Charts
Telling the Story Visually
Scorecards
A3 Reports
Technical Writing
Developing Conclusions & Recommendations
Influencing Others to Take Action
Voice of Customer (VoC)
Overview
Methodology
Kano Analysis
Benchmarking
Quality Functions Deployment (QFD)
Customer Expectation/Requirements
Setting Specifications
Customer Identification
CTX Tree
Process & Performance
Capability
Terminology
Sigma Shift
Performance vs. Specifications
Process Capability (Cp, Cpk)
Process Peformance (Pp, Ppk)
Other Measures (Cpm)
Process Capability Studies
Short vs. Long Term Capability
Process Capability for Attribute Data
Process Capability for Non-Normal Data
Process Performance Metrics
Dashboards
Assess Data & Information Quality