For reference, starting compensation for a 22-year-old fresh CS graduate in the Bay Area is $120k+ (higher than department manager in your list). 5 years in as an individual contributor or tech lead you'd be doing $150-$200k. My roommate was in actuarial and got the hell out when he saw the difference. Now he's a 'data scientist' and doesn't need standardized exams or accreditation to get a job.