How to Decline a Request for Recommendation

How do you handle a recommendation or reference request from a person you are not comfortable recommending? While you do not want to jeopardize the chances of the person on the job market, you also don't want to endorse them when you are not sure of their credentials or qualifications. So what can you do about it?