Performance appraisals isn’t a dirty phrase, but there is a negative stigma attached to the performance appraisal, (or employee evaluation or review) process. This stigma is felt by both supervisors and employees, but it doesn’t have to be that way. Employee evaluations are a regular part of doing business.