Alumni Recommendations

Will having an alumni of the business school improve chances of admission? i.e. A colleague of mine is an HBS grad, and is willing to write a recommendation, but we do not work directly together. I would potentially replace a former direct supervisor recommendation with the alumnus. Thoughts?