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Statistics 2: ANOVA and Regression

This course teaches you how to analyze continuous response data and discrete count data. Linear regression, Poisson regression, negative binomial regression, gamma regression, analysis of variance,...

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$2,700 USD GSA  $2,241.34
Course Code ST242
Available Formats Classroom

Overview

This course teaches you how to analyze continuous response data and discrete count data. Linear regression, Poisson regression, negative binomial regression, gamma regression, analysis of variance, linear regression with indicator variables, analysis of covariance, and mixed models ANOVA are presented in the course.

Skills Gained

  • Fit polynomial regression models using the GLMSELECT and REG procedures.
  • Select models based on several statistics and automatic model selection methods using PROC GLMSELECT.
  • Evaluate model fit and model assumptions using the GLMSELECT, REG, GLM, GENMOD, and UNIVARIATE procedures.
  • Fit Poisson and negative binomial models using the GENMOD procedure, and fit gamma regression models using the GLIMMIX procedure.
  • Perform analysis of variance using the GLM procedure.
  • Write LSMESTIMATE statements in PROC GLM.
  • Fit ANCOVA models using PROC GLM.
  • Fit models with random effects using PROC GLIMMIX.
  • Create a variety of statistical graphs.

Who Can Benefit

  • Data analysts and researchers with some statistical training

Prerequisites

  • Before attending this course, you should:
  • Have some experience creating and managing SAS data sets, which you can gain from the SAS® Programming 1: Essentials course.
  • Be able to fit simple and multiple linear regression models using the REG procedure.
  • Be able to analyze a one-way analysis of variance using the GLM procedure.
  • Understand the statistical concepts of normal distribution, sampling distributions, hypothesis testing, and estimation.
  • Have completed a graduate-level course in regression and analysis of variance methods or the Statistics 1: Introduction to ANOVA, Regression, and Logistic Regression course.

Course Details

Multiple Linear Regression

  • Review of general linear models.
  • Simple polynomial regression.
  • Polynomial regression and multicollinearity.
  • Modeling nonlinear relationships.

Regression Diagnostics and Remedial Measures

  • Regression model diagnostics.
  • Remedial measures.

Analysis of Variance

  • ANOVA review.
  • Postfitting analyses.
  • Evaluations of model assumptions and remedial measures.

Analysis of Covariance

  • Introduction to analysis of covariance (ANCOVA).
  • Least squares means for ANCOVA models.
  • Diagnostics and remedial measures for ANCOVA models.

Introduction to Generalized Linear Models

  • Introduction to generalized linear models.
  • Poisson regression and negative binomial regression.
  • Introduction to gamma regression.

Schedule

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

ExitCertified was a great. They gave me all the materials and information I needed ahead of time to prepare for the course.

it was good and very informative. Instructure covered everything in detail.

Easy to use and exactly what I was looking for. Value for money was exceptional.

Brandon was a great instructor. The virtual course materials and labs provided were very informative.

Easy to work with. Learning material pdfs were able to be printed out in color which was very nice to write on.