Would applying for a joint loan increase my likelihood for approval?

Your approval depends on the creditworthiness of you and your co-borrower. This means that a co-applicant with strong credit could help your application, but a co-applicant with weak credit might hurt your application. 

Remember that checking your rate doesn’t affect your credit score, so the best way to see if you are approved is to apply and find out!