Yes, this can be done- maybe a bit tricky. But it might be a smart idea. Assuming all of you will reside there, it shouldn't be an issue with the lender. Keep in mind that the lender will base the approval on the worst person's credit score. So be careful who you are paring up with. Ask everyone what their credit score is- right upfront. If you need any help, I am local and could help out with questions or a loan quote, etc.
Thanks and good luck,