JMP Software: ANOVA and Regression

Duration: 2.0 days
Course fee: $1,320
EPTO units: 2
CEUs: 1.2

This course teaches how to analyze data with a single continuous response variable using analysis of variance and regression methods. You learn how to perform elementary exploratory data analysis (EDA) and discover natural patterns in data. Important statistical concepts such as confidence intervals are also introduced.

Learn how to

compare two means using a t-test
generate and interpret an analysis of variance to compare more than two means
analyze relationships between continuous variables using simple and multiple linear regression models
perform an analysis of covariance to incorporate continuous and categorical predictors
evaluate assumptions in statistical hypothesis testing.

Who should attend

Analysts and researchers with some statistical knowledge

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Prerequisites

Before attending the course, you should complete the JMP Software: Statistical Data Exploration course or have equivalent experience.

Course Contents

Introduction to Statistics

reviewing populations and samples
exploring data with descriptive statistics and graphs
generating and understanding confidence intervals
understanding statistical hypothesis tests

Comparing Means

analyzing a one-sample t-test
analyzing paired data
comparing two independent groups using a t-test

Analysis of Variance

fitting one-way ANOVA models
fitting one-way ANOVA models with a block
performing multiple comparisons
examining ANOVA assumptions
fitting N-way ANOVA models
using N-way ANOVA contrasts
analyzing power and sample size

Simple Linear Regression

using scatterplots and correlation statistics
performing simple linear regression
fitting polynomial regression models

Multiple Regression

performing multiple regression
performing multiple regression with interactions
performing stepwise regression

Regression Diagnostics

examining model assumptions
discovering multivariate outliers
investigating collinearity

Analysis of Covariance

fitting ANCOVA models with and without interactions

Software

This course addresses JMP.

Course Materials

Students receive a hardcopy of the course notes and, in some courses, can choose to take home a copy of the course data.

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Course fee and EPTO units will differ for on-site training.

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