The only difference (in most cases anyway) between a private server and a public server is who's allowed to put something on it. As long as the server meets Wordpress's requriements then you won't have any problem. I'd lso hope that as it's a private server you'll be closer to support if you ever need it. The churchs IT guy should be able ot either do the initial install himself, or guide you through it.
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