Booking options
Price on Enquiry
Price on Enquiry
Delivered Online
Two days
All levels
Duration
2 Days
12 CPD hours
This course is intended for
Anyone who works with IBM SPSS Statistics and wants to learn advanced statistical procedures to be able to better answer research questions.
Overview
Introduction to advanced statistical analysis
Group variables: Factor Analysis and Principal Components Analysis
Group similar cases: Cluster Analysis
Predict categorical targets with Nearest Neighbor Analysis
Predict categorical targets with Discriminant Analysis
Predict categorical targets with Logistic Regression
Predict categorical targets with Decision Trees
Introduction to Survival Analysis
Introduction to Generalized Linear Models
Introduction to Linear Mixed Models
This course provides an application-oriented introduction to advanced statistical methods available in IBM SPSS Statistics. Students will review a variety of advanced statistical techniques and discuss situations in which each technique would be used, the assumptions made by each method, how to set up the analysis, and how to interpret the results. This includes a broad range of techniques for predicting variables, as well as methods to cluster variables and cases.
Introduction to advanced statistical analysis
Taxonomy of models
Overview of supervised models
Overview of models to create natural groupings
Group variables: Factor Analysis and Principal Components Analysis
Factor Analysis basics
Principal Components basics
Assumptions of Factor Analysis
Key issues in Factor Analysis
Improve the interpretability
Use Factor and component scores
Group similar cases: Cluster Analysis
Cluster Analysis basics
Key issues in Cluster Analysis
K-Means Cluster Analysis
Assumptions of K-Means Cluster Analysis
TwoStep Cluster Analysis
Assumptions of TwoStep Cluster Analysis
Predict categorical targets with Nearest Neighbor Analysis
Nearest Neighbor Analysis basics
Key issues in Nearest Neighbor Analysis
Assess model fit
Predict categorical targets with Discriminant Analysis
Discriminant Analysis basics
The Discriminant Analysis model
Core concepts of Discriminant Analysis
Classification of cases
Assumptions of Discriminant Analysis
Validate the solution
Predict categorical targets with Logistic Regression
Binary Logistic Regression basics
The Binary Logistic Regression model
Multinomial Logistic Regression basics
Assumptions of Logistic Regression procedures
Testing hypotheses
Predict categorical targets with Decision Trees
Decision Trees basics
Validate the solution
Explore CHAID
Explore CRT
Comparing Decision Trees methods
Introduction to Survival Analysis
Survival Analysis basics
Kaplan-Meier Analysis
Assumptions of Kaplan-Meier Analysis
Cox Regression
Assumptions of Cox Regression
Introduction to Generalized Linear Models
Generalized Linear Models basics
Available distributions
Available link functions
Introduction to Linear Mixed Models
Linear Mixed Models basics
Hierachical Linear Models
Modeling strategy
Assumptions of Linear Mixed Models
Additional course details:
Nexus Humans 0G09A IBM Advanced Statistical Analysis Using IBM SPSS Statistics (v25) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.
This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.
Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.
While we feel this is the best course for the 0G09A IBM Advanced Statistical Analysis Using IBM SPSS Statistics (v25) course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.
Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.
Nexus Human, established over 20 years ago, stands as a pillar of excellence in the realm of IT and Business Skills Training and education in Ireland and the UK....