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Missing Data Analytics (MDAR01)

1 message · Oliver Hooker

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ONLINE COURSE ? Missing Data Analytics (MDAR01) This course will be
delivered live

https://www.prstatistics.com/course/online-course-missing-data-analytics-mdar01-this-course-will-be-delivered-live/

Email oliverhooker at prstatistics.com

8 September 2021 - 10 September 2021

TIME ZONE ? Western European Time ? however all sessions will be
recorded and made available allowing attendees from different time
zones to follow a day behind with an additional 1/2 days support after
the official course finish date (please email
oliverhooker at prstatistics.com for full details or to discuss how we
can accommodate you).

Course overview:
This course will cover introductory modelling for the analysis of
missing data. Missing data is extremely common in all areas of science
so this course will be of use to a wide variety of practitioners. The
methods are presented both at a theoretical level and also with
practical examples where all code is available. The practical classes
include instructions on how to use the popular mice package.

The course is structured over 3 days and includes classes on:
An introduction to missing data analysis terminology, missing
completely at random, missing at random, not missing at random
A revision of likelihood and regression approaches
The Fully Conditional Specification (FCS) approach
An introduction to the mice package
The use of Bayesian and likelihood-based methods in missing data analysis
Bayesian missing data analysis using JAGS
More advanced missing data analysis including non-ignorable and not
missing at random methods

Wednesday 8th ? Classes from 09:30 to 17:30
How to run a missing data analysis in mice
? Introduction to Bayesian analysis and missing data
? The use of Bayesian and likelihood-based methods in missing data analysis
? The fully conditional specification approach to missing data analysis

Thursday 9th ? Classes from 09:30 to 17:30
Including missing data in JAGS and Stan
? An introduction to the mice package
? Bayesian software tools JAGS/Stan for missing data analysis

Friday 10th ? Classes from 09:30 to 17:30
Advanced missing data analysis methods
? More advanced missing data analysis including non-ignorable and not
missing at random methods
? Missing data analysis in machine learning