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Bayesian Analyses Using SAS(R)

The course focuses on Bayesian analyses using the PHREG, GENMOD, and MCMC procedures. The examples include logistic regression, Cox proportional hazards model, general linear mixed model,...

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$2,000 USD GSA  $1,707.69
Course Code STBA42
Available Formats Classroom

Overview

The course focuses on Bayesian analyses using the PHREG, GENMOD, and MCMC procedures. The examples include logistic regression, Cox proportional hazards model, general linear mixed model, zero-inflated Poisson model, and data containing missing values. A Bayesian analysis of a crossover design and a meta-analysis are also shown.

The self-study e-learning includes:

  • Annotatable course notes in PDF format.
  • Virtual lab time to practice.

Skills Gained

  • Explain the concepts of Bayesian analysis.
  • Illustrate Bayesian analyses in PROC GENMOD, PROC PHREG, and PROC MCMC.
  • Incorporate prior distributions in a Bayesian analysis.
  • Illustrate a Bayesian analysis approach to a meta-analysis.

Who Can Benefit

  • Biostatisticians, epidemiologists, and social scientists who are interested in the Bayesian analysis approach

Prerequisites

  • Before attending this course, you should:
  • Be able to create SAS data sets and manipulate data. You can gain this experience from the SAS® Programming 2: Data Manipulation Techniques course.
  • Have completed a statistics course such as the Statistics 1: Introduction to ANOVA, Regression, and Logistic Regression or Statistics 2: ANOVA and Regression course.

Course Details

Introduction to Bayesian Analysis

  • Introduce the basic concepts of Bayesian analysis.
  • Compute the diagnostic plots and diagnostic statistics for model assessment.
  • Discuss the advantages and disadvantages of Bayesian analysis.
  • Illustrate a Bayesian analysis in PROC GENMOD and PROC PHREG.

Fitting Models with the MCMC Procedure

  • Show the essential statements in PROC MCMC.
  • Show the supported distributions in PROC MCMC.
  • Fit a logistic regression model in PROC MCMC.
  • Fit a general linear mixed model in PROC MCMC.
  • Fit a zero-inflated Poisson model in PROC MCMC.
  • Incorporate missing values in PROC MCMC.

Bayesian Approaches to Clinical Trials

  • Use prior distributions in a Bayesian analysis.
  • Illustrate a Bayesian approach to clinical trials using PROC MCMC.
  • Illustrate the Bayesian approach to meta-analysis.

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

Concise and good to follow along. Although it is a lot to take in under a short period of time.

Great training it covered the most importan topics if GitHub copilot with good explanation and good labs.

Topics, material and specially instructor (Graham Godfrey) was beyond my expectations.

Overall ExitCertified is a great training provider and the remote learning is as effective as in person.

I thought the course was informative and the tools to go over the material were very nice.