LSS_BoK_4.1 - Simple Linear Regression

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LSS_BoK_4.1 - Simple Linear Regression

Introduces the concept of linear regression for modeling the relationship between a dependent variable and one independent variable.

Title	URL	Sub-Section	Rank
Improve Phase	https://www.6sigmatool.com/blackbeltarticles/improve-phase	Introduction to Regression	322
Importance in Lean Six Sigma - Overview of Regression Types	https://www.6sigmatool.com/blackbeltarticles/importance-in-lean-six-sigma---overview-of-regression-types	Introduction to Regression	324
Definition and Key Concepts - Role in Predictive Modeling	https://www.6sigmatool.com/blackbeltarticles/definition-and-key-concepts---role-in-predictive-modeling	Basics of Simple Linear Regression	325
The Mathematics of Regression - Interpreting Coefficients	https://www.6sigmatool.com/blackbeltarticles/the-mathematics-of-regression---interpreting-coefficients	Understanding the Linear Regression Equation	326
Linearity - Homoscedasticity - Normality - Independence	https://www.6sigmatool.com/blackbeltarticles/linearity---homoscedasticity---normality---independence	Assumptions of Linear Regression	327
Process Optimization - Quality Improvement - Risk Assessment	https://www.6sigmatool.com/blackbeltarticles/process-optimization---quality-improvement---risk-assessment	Application Areas	328
Design of Data Collection - Ensuring Data Quality	https://www.6sigmatool.com/blackbeltarticles/design-of-data-collection---ensuring-data-quality	Data Collection for Regression Analysis	329
Tools Overview: R, Python, Minitab	https://www.6sigmatool.com/blackbeltarticles/tools-overview%3A-r%2C-python%2C-minitab	Implementing Regression Analysis in Software	330
Step -by -Step Model Building Process	https://www.6sigmatool.com/blackbeltarticles/step--by--step-model-building-process	Model Building	331
Diagnosing Model Fit - Residual Analysis	https://www.6sigmatool.com/blackbeltarticles/diagnosing-model-fit---residual-analysis	Model Diagnostics	332
Techniques for Validation	https://www.6sigmatool.com/blackbeltarticles/techniques-for-validation--	Model Validation	333
Interaction Effects in Simple Regression	https://www.6sigmatool.com/blackbeltarticles/interaction-effects-in-simple-regression	Advanced Topics in Simple Linear Regression	334
Handling Missing Data and Outliers	https://www.6sigmatool.com/blackbeltarticles/handling-missing-data-and-outliers	Data Collection and Preparation	335

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