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0G09A IBM Advanced Statistical Analysis Using IBM SPSS Statistics (v25)

0G09A IBM Advanced Statistical Analysis Using IBM SPSS Statistics (v25)

  • 30 Day Money Back Guarantee
  • Completion Certificate
  • 24/7 Technical Support

Highlights

  • Delivered Online

  • Two days

  • All levels

Description

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.

About The Provider

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....

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