For the courses I teach at bachelor and master level, I made videos in which I explain how to conduct and interpret basic statistical tests in SPSS. I use the syntax module, which I explain step-by-step. The syntax is a text editor in which you can save commands. At the end of an analysis, you can save what you did, and redo the same analyses the next time you open the datafile with just one click on the RUN button. This is especially convenient when you have to conduct the analysis for multiple groups or countries. The syntax serves as a archive to remind yourself what you did. My videos are available at YouTube:

Data preparation

Testing means and correlations

Testing association (crosstab and anova)

Simple and multiple regression

Mediation and moderation