IBM SPSS can be tricky to use for statistical analysis. Below is the list of tutorials to perform analysis within SPSS. Each tutorial is a detailed walkthrough containing example data, result interpretation and reporting guidance. Some (hopefully all in the future) tutorials also have video screencasts.

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Normality testing

How to perform normality tests

Differences between groups

Independent (unpaired) t-test tutorial

Mann-Whitney U test tutorial

Dependent (paired) t-test tutorial

One-Way ANOVA tutorial

Pearson's chi-square test tutorial

One sample tests

One-sample t-test tutorial

Association testing

Pearson correlation test tutorial

Non-parametric partial correlation tutorial

Useful features & tips

How to split a file

How to calculate Z-scores