Applying for a loan from a conventional bank with a bad credit score will almost always result in an application being rejected. But at credit unions, less-than-stellar credit is generally acceptable. That said, you may still need a qualified guarantor or collateral to secure a loan from a credit union with bad credit. Non-profit.