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Just my two cents. Looking back at when I was going through MFE rankings, and in an ideal world I would've liked to know things like:
Additional food for thought here. As MFEs become more and more commoditized, like it happened with MBAs, I would probably look into the way MBA rankings dice their respective lists: best classroom experience, best professors, best MBA for consulting / finance / management, etc... Obviously, there are some rankings that probably wouldn't make sense like "Most Family-Friendly MBA" because the vast majority on FE applicants are young and single, but it'd be a starting point for me.
- Placement data (duh! and also a number of people already touched on this - because it's probably the most important point)
- Placement percentage
- Starting salaries and titles (finance is highly hierarchical)
- Career progression stats and job satisfaction (agree that MFE programs are generally not geared for this and a number of them would choose to not even disclose this)
- Job location
- I never ran into visa issues, but a lot of my friends from my MFE did - so anything on whether companies that typically recruit from that university sponsor juniors would probably be helpful
- Student reviews
- Info on the university's Career Development department
- In my field (Investment Banking), we begin recruiting for summer interns over a year in advance! So a lot of MBA programs start coaching their admitted students even before they start their first semester
- Some kind of data on the university's broader Alumni network - people that are in finance or relevant fields (I happen to think this is crucial for students that want to network)
- Whether the program is offered jointly with a business school or is it purely the Math department
- Whether a meaningful portion of professors actually have industry experience
- Average work experience of the student body and what industries people generally come from
Additional food for thought here. As MFEs become more and more commoditized, like it happened with MBAs, I would probably look into the way MBA rankings dice their respective lists: best classroom experience, best professors, best MBA for consulting / finance / management, etc... Obviously, there are some rankings that probably wouldn't make sense like "Most Family-Friendly MBA" because the vast majority on FE applicants are young and single, but it'd be a starting point for me.