DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-science"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json", major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: Before URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After HTTPS placeholder = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After slash cleaning = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 14
DEBUG: Specific major detected (cip4 = 30.70), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "Data Science (I Have a HS Diploma or Associate Degree)" with relevance 1
DEBUG: ✓ Offer "Data Science (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Data Science (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "Data Science (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "MBA - Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Grad Cert - Data Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Grad Cert - Data Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "AS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "AS in Data Analytics" REJECTED (relevance 0.7)
DEBUG: Checking offer "BS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "BS in Data Analytics" REJECTED (relevance 0.7)
DEBUG: Checking offer "MS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "MS in Data Analytics" REJECTED (relevance 0.7)
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: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.6
DEBUG: ✗ Offer "BS in Computer Science - Data Analysis" REJECTED (relevance 0.6)
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: relevant_offers count = 2
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 2 ESYOH offers with relevance >= 0.8
DEBUG: esyoh_offers count = 2
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
DEBUG: Found 2 offers with relevance >= 1.0
DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-science"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json", major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: Before URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After HTTPS placeholder = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After slash cleaning = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 14
DEBUG: Specific major detected (cip4 = 30.70), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "Data Science (I Have a HS Diploma or Associate Degree)" with relevance 1
DEBUG: ✓ Offer "Data Science (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Data Science (I Have a Bachelors)" with relevance 1
DEBUG: ✓ Offer "Data Science (I Have a Bachelors)" ACCEPTED (relevance 1)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "MBA - Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "Grad Cert - Data Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✗ Offer "Grad Cert - Data Analytics (I Have a Bachelors)" REJECTED (relevance 0.7)
DEBUG: Checking offer "AS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "AS in Data Analytics" REJECTED (relevance 0.7)
DEBUG: Checking offer "BS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "BS in Data Analytics" REJECTED (relevance 0.7)
DEBUG: Checking offer "MS in Data Analytics" with relevance 0.7
DEBUG: ✗ Offer "MS in Data Analytics" REJECTED (relevance 0.7)
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: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.6
DEBUG: ✗ Offer "BS in Computer Science - Data Analysis" REJECTED (relevance 0.6)
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: relevant_offers count = 2
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 2 ESYOH offers with relevance >= 0.8
DEBUG: esyoh_offers count = 2
DEBUG: ESYOH offers found, rendering ESYOH widget
DEBUG: most_relevant_only = true, filtering for most relevant
DEBUG: Found 2 offers with relevance >= 1.0
Insufficient Data for the United States
Sad to say, we did not have enough info to form a ranking of the top quality schools for data science in the United States. This is usually due to there not being enough schools in the United States that both offer data science and provided enough information for us to do a sufficient analysis.
DEBUG: Raw major_slug = "multi-interdisciplinary-studies//data-science"
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json", major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: After cleaning major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: Before URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After HTTPS placeholder = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After slash cleaning = "HTTPS_TEMP_PLACEHOLDERwww.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: After URL cleaning = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json"
DEBUG: offers_url = https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-science/offers.json
DEBUG: major_slug = "multi-interdisciplinary-studies/data-science"
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 14
DEBUG: Specific major detected (cip4 = 30.70), keeping min_relevance at 0.5
DEBUG: Starting relevance filtering - min_relevance = 0.5, max_relevance = 1
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✓ Offer "Analytics (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✓ Offer "Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✓ Offer "MBA - Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "Grad Cert - Data Analytics (I Have a Bachelors)" with relevance 0.7
DEBUG: ✓ Offer "Grad Cert - Data Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "AS in Data Analytics" with relevance 0.7
DEBUG: ✓ Offer "AS in Data Analytics" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "BS in Data Analytics" with relevance 0.7
DEBUG: ✓ Offer "BS in Data Analytics" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "MS in Data Analytics" with relevance 0.7
DEBUG: ✓ Offer "MS in Data Analytics" ACCEPTED (relevance 0.7)
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)" ACCEPTED (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)" ACCEPTED (relevance 0.6)
DEBUG: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.6
DEBUG: ✓ Offer "BS in Computer Science - Data Analysis" ACCEPTED (relevance 0.6)
DEBUG: Checking offer "BS in Geosciences - Natural Resources Conservation" with relevance 0.6
DEBUG: ✓ Offer "BS in Geosciences - Natural Resources Conservation" ACCEPTED (relevance 0.6)
DEBUG: relevant_offers count = 11
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 6 ESYOH offers with relevance >= 0.5
DEBUG: esyoh_offers count = 6
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 0 offers with relevance >= 0.8
DEBUG: Backfilling with 4 offers with relevance >= 0.7
Data Science by Region
View the Best Data Science Doctor's Degree Schools for a specific region near you.
by our College Data Analytics Team