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DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 11
DEBUG: Specific major detected (cip4 = 11.05), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "CISM Training Boot Camp (All Degree Levels)" with relevance 0.8
DEBUG: ✓ Offer "CISM Training Boot Camp (All Degree Levels)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "AS in Information Technologies" with relevance 0.8
DEBUG: ✓ Offer "AS in Information Technologies" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BA in Information Technologies" with relevance 0.8
DEBUG: ✓ Offer "BA in Information Technologies" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BS in Computer Information Systems" with relevance 0.8
DEBUG: ✓ Offer "BS in Computer Information Systems" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.8
DEBUG: ✓ Offer "BS in Computer Science - Data Analysis" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BS in Information Technologies" with relevance 0.8
DEBUG: ✓ Offer "BS in Information Technologies" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BS in Information Technologies - Data Analytics" with relevance 0.8
DEBUG: ✓ Offer "BS in Information Technologies - Data Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MS in Information Technology" with relevance 0.8
DEBUG: ✓ Offer "MS in Information Technology" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "(ISC)² CGRC Training Boot Camp (All Degree Levels)" with relevance 0.6
DEBUG: ✗ Offer "(ISC)² CGRC Training Boot Camp (All Degree Levels)" REJECTED (relevance 0.6)
DEBUG: Checking offer "Science & Engineering Bachelors Programs (I Have a HS Diploma or Associate Degree)" with relevance 0.6
DEBUG: ✗ Offer "Science & Engineering Bachelors Programs (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.6)
DEBUG: Checking offer "Science & Engineering Diploma Programs (I Have a HS Diploma or Associate Degree)" with relevance 0.6
DEBUG: ✗ Offer "Science & Engineering Diploma Programs (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.6)
DEBUG: relevant_offers count = 8
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 1 ESYOH offers with relevance >= 0.8
DEBUG: esyoh_offers count = 1
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
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DEBUG: Backfilling with 0 offers with relevance >= 0.9
DEBUG: Backfilling with 1 offers with relevance >= 0.8
Most Popular Schools for Computer Systems Analysis in Michigan
The colleges and universities below are the most popular for computer systems analysis majors in Michigan, ranked by the number of degrees they award each year.
Most Popular Computer Systems Analysis Schools
No school graduates more computer systems analysis students than Saginaw Valley State University this year. Saginaw Valley State University is a public school located in the suburb of University Center. Saginaw Valley State University graduated around 19 computer systems analysis students in the most recent data year.
Get the full computer systems analysis details for Saginaw Valley State University
Kalamazoo Valley Community College is one of the most popular computer systems analysis schools, landing the #2 spot this year. Set in the suburb of Kalamazoo, Kalamazoo Valley Community College is a public institution. This school awarded about 6 computer systems analysis degrees in the most recent year.
See more about computer systems analysis at Kalamazoo Valley Community College
Oakland Community College ranks #3 for computer systems analysis by yearly graduations. Oakland Community College is a public school located in the suburb of Auburn Hills. This school awarded about 4 computer systems analysis degrees in the most recent year.
Read the full computer systems analysis report for Oakland Community College
by our College Data Analytics Team