Joint borrowers are people who sign an agreement to borrow money together. For example, a couple may jointly submit a credit card application or sign a loan agreement. Joint borrowers are equally responsible for paying back the entire amount of the loan. They are sometimes called ‘co-borrowers’. A joint borrower is not the same as a guarantor.