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This isn't a programming language.

Is it correct to think of it as a data analysis application? Sort of spreadsheet, but more sophisticated/versatile?

Yes. The original SPSS is THE tool for researchers in psychology and other humanities when doing (advanced) statistics, since R requires familiarity with a command line/basic programming concepts.

I guess for basic statistics Excel might get used a lot too

Even in other medicine fields and academia.

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