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Is giving my girlfriend money for her mortgage closing costs and down payment considered fraud?
Regarding the mortgage company, they will want to know where the down payment came from, and as long as you are honest about it, there is no fraud. It's possible that the mortgage company may have some reservations about the deal now that they know where the down payment came from, but that will depend on the size of the deal and other factors. If everyone involved has decent credit, and this is a fairly standard mortgage, it will probably have no impact at all.