Multiple Regression with Minitab

Perform & Analyze the Results of Multiple Regression using Minitab 19 - Six Sigma Master Black Belt (SSMBB) Level

Created by: Sandeep Kumar, ­ Quality Gurus Inc.
Experienced Quality Director • Six Sigma Coach • Consultant

What Will I Learn?

• Master the fundamentals of Regression Analysis, including both linear and polynomial regression techniques.
• Perform and interpret the results of multiple regression analysis using Minitab with confidence.
• Start with basics, understanding scatter plots and simple regression with one predictor, and progressively move to more complex scenarios.
• Gain a practical view of regression modeling, analyzing real-world examples like predicting insurance costs based on various factors.
• Add additional predictors to your regression models and understand the significance of R-squared and adjusted R-squared values.
• Select the best features using Best Subsets and Stepwise selection approaches to optimize your models.
• Learn about training and test data, including validation set approach, leave-one-out cross-validation, and K-Fold validation.
• Develop a solid foundation in multiple regression to boost your career in data analysis and Six Sigma projects.

Requirements

• Some basic understanding of statistical concepts
• You can download 30 days trial version of Minitab for practice from their website

Target audience

• Six Sigma professionals who want to take their understanding of Regression Analysis to the next level
• Anyone who wants to get a more in-depth insight into interpreting the Regression results