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There are Linux native equivalents of all the software you use, e.g. OpenOffice is an MSOffice clone that reads and writes Word, Excel, etc files. There are several possible replacements for Outlook, but I can't comment on them because I still like pine (a console email app) just fine. For statistics (I do a LOT of data analysis) you can't beat R, but note that R is a console app, a language for data analyses, not a point-and-click app. It's MUCH more powerful than SPSS, but will certainly take some time to learn.
Another approach is to run Microsoft apps under wine. There's a proprietary version marketed by CodeWeavers called Crossover Office that runs the MS Office suite, Photoshop, etc., directly. I don't know about SPSS but you could contact CodeWeavers and ask.
Finally, a couple of other companies sell programs that allow you to install windows directly as a virtual OS running under Linux, and then windows apps run natively just like they do on a dedicated system. I've used Win4Lin from TreLos (not sure I spelled that correctly) quite successfully in the past. SPSS will certainly run under Win4Lin.
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