DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-analytics"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json", major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-analytics"
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DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 16
DEBUG: Specific major detected (cip4 = 30.71), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 1
DEBUG: ✓ Offer "Analytics (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 1
DEBUG: ✓ Offer "Analytics (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "Analytics (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "MBA - Analytics (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Grad Cert - Data Analytics (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "Grad Cert - Data Analytics (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "AS in Data Analytics" with relevance 1
DEBUG: ✓ Offer "AS in Data Analytics" ACCEPTED (relevance 1)
DEBUG: Checking offer "BS in Data Analytics" with relevance 1
DEBUG: ✓ Offer "BS in Data Analytics" ACCEPTED (relevance 1)
DEBUG: Checking offer "MS in Data Analytics" with relevance 1
DEBUG: ✓ Offer "MS in Data Analytics" ACCEPTED (relevance 1)
DEBUG: Checking offer "Data Science (I Have a HS Diploma or Associate Degree)" with relevance 0.8
DEBUG: ✓ Offer "Data Science (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Data Science (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "Data Science (I Have a Bachelors)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MBA in Business Analytics" with relevance 0.8
DEBUG: ✓ Offer "MBA in Business Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "" with relevance 0.8
DEBUG: ✓ Offer "" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Sports Analytics & Management (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Sports Analytics & Management (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.7
DEBUG: ✗ Offer "BS in Computer Science - Data Analysis" REJECTED (relevance 0.7)
DEBUG: Checking offer "BS in Geosciences - Natural Resources Conservation" with relevance 0.6
DEBUG: ✗ Offer "BS in Geosciences - Natural Resources Conservation" REJECTED (relevance 0.6)
DEBUG: Checking offer "BS in Cybersecurity - Data Analytics" with relevance 0.5
DEBUG: ✗ Offer "BS in Cybersecurity - Data Analytics" REJECTED (relevance 0.5)
DEBUG: relevant_offers count = 12
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 7 ESYOH offers with relevance >= 0.8
DEBUG: esyoh_offers count = 7
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
DEBUG: Found 5 offers with relevance >= 1.0
More Ways to Rank Data Analytics Schools
Since picking the right college can be one of the most important decisions of your life, we've developed the Best Data Analytics Master's Degree Schools in Michigan ranking, along with many other major-related rankings , to help you make that decision.
DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-analytics"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json", major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-analytics"
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DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
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DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 16
DEBUG: Specific major detected (cip4 = 30.71), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "Analytics (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "MBA - Analytics (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "MS in Data Analytics" with relevance 1
DEBUG: ✓ Offer "MS in Data Analytics" ACCEPTED (relevance 1)
DEBUG: Checking offer "Data Science (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "Data Science (I Have a Bachelors)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MBA in Business Analytics" with relevance 0.8
DEBUG: ✓ Offer "MBA in Business Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Sports Analytics & Management (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Sports Analytics & Management (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: relevant_offers count = 5
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 3 ESYOH offers with relevance >= 0.8
DEBUG: esyoh_offers count = 3
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
DEBUG: Found 2 offers with relevance >= 1.0
Best Schools for Master’s Students to Study Data Analytics in Michigan
Learn about the top ranked colleges and universities for data analytics students seeking a a master's degree.
Top Michigan Schools for a Master's in Data Analytics
University of Michigan - Ann Arbor is one of the best schools in the United States for getting a master's degree in data analytics. Located in the city of Ann Arbor, U-M is a public university with a fairly large student population.More information about a master’s in data analytics from University of Michigan - Ann Arbor
DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-analytics"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json", major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: Before URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: After HTTPS placeholder = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: After slash cleaning = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-analytics"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 16
DEBUG: Specific major detected (cip4 = 30.71), keeping min_relevance at 0.5
DEBUG: Starting relevance filtering - min_relevance = 0.5, max_relevance = 1
DEBUG: Checking offer "Data Science (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "Data Science (I Have a Bachelors)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MBA in Business Analytics" with relevance 0.8
DEBUG: ✓ Offer "MBA in Business Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Sports Analytics & Management (I Have a Bachelors)" with relevance 0.7
DEBUG: ✓ Offer "Sports Analytics & Management (I Have a Bachelors)" ACCEPTED (relevance 0.7)
DEBUG: relevant_offers count = 3
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 2 ESYOH offers with relevance >= 0.5
DEBUG: esyoh_offers count = 2
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
DEBUG: Found 0 offers with relevance >= 1.0
DEBUG: Backfilling with 0 offers with relevance >= 0.9
DEBUG: Backfilling with 1 offers with relevance >= 0.8
Best Data Analytics Colleges in the Great Lakes Region
Explore all the Best Data Analytics Schools in the Great Lakes Area or other specific states within that region.