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 0.8
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
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 0.8
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
Insufficient Data for Pennsylvania
Sad to say, we did not have enough facts to form a ranking of the quality schools for data analytics in Pennsylvania. This is usually due to there not being enough schools in Pennsylvania that both offer data analytics and provided enough information for us to do a proper analysis.
As an alternative, check out at some of our other Data Analytics rankings below or check out our overall Best Colleges for Data Analytics ranking.
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 "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)" ACCEPTED (relevance 0.7)
DEBUG: Checking offer "BS in Computer Science - Data Analysis" with relevance 0.7
DEBUG: ✓ Offer "BS in Computer Science - Data Analysis" ACCEPTED (relevance 0.7)
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: Checking offer "BS in Cybersecurity - Data Analytics" with relevance 0.5
DEBUG: ✓ Offer "BS in Cybersecurity - Data Analytics" ACCEPTED (relevance 0.5)
DEBUG: relevant_offers count = 13
DEBUG: relevant_offers > 0, checking for ESYOH offers
DEBUG: ESYOH filtering - found 5 ESYOH offers with relevance >= 0.5
DEBUG: esyoh_offers count = 5
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 Data Analytics Colleges in the Middle Atlantic Region
Explore all the Best Data Analytics Colleges in the Middle Atlantic Area or other specific states within that region.
State
Colleges
Degrees Awarded
by our College Data Analytics Team