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If he could qualify on his own maybe but if your income must be counted I would suggest spending the time to work on your credit. You will see huge results just from paying down debt abut also and more importantly no more lates.
If he gets a second job it will tae 2 years before he can count it for income on the loan but he can use it to pay off debt and/or start saving.
Good luck
brian