working with advanced statistics, which kinds of math should I train?

I’m doing a Social Science Master, it’s more quantitative than I thought so i’m working on my -underdeveloped- math skills now. I want to be able to work with data analysis software like SPSS and actually understand the statistical tests I use, including being able to work with the mathematical formulas behind these tests. For example I will work with multiple regression analysis, gravity models (applied to for example inter-regional migration volume, or trade volume), and perhaps basic social network analysis.

What kind of math should I train for this? Would Algebra 1 and Algebra 2 be sufficient, or should I study some Calculus as well? After refreshing my math I’ll delve into books specifically about Statistical methodology.

Hopefully this question is clear enough, please tell me if I should provide more detail. Thanks!

For subjects like multiple regression analysis, analysis of variance (ANOVA) etc,
linear algebra, and especially matrix operations come handy. If you are interested in probability (so you can develop statistical models) you should take calculus ( or even real analysis if you are really serious about it).

Applied Econometrics using R

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