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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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
Pearson correlation test tutorial
Non-parametric partial correlation tutorial
Useful features & tips
How to split a file
How to calculate Z-scores