DEBUG: Raw major_slug = ""
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/multi-interdisciplinary-studies/data-analytics/data-visualization/offers.json", major_slug = ""
DEBUG: After cleaning major_slug = ""
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DEBUG: major_slug = ""
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 11
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 0.8
DEBUG: ✓ Offer "Analytics (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Analytics (I Have a HS Diploma or Associate Degree)" with relevance 0.8
DEBUG: ✓ Offer "Analytics (I Have a HS Diploma or Associate Degree)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Analytics (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MBA - Analytics (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "MBA - Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Grad Cert - Data Analytics (I Have a Bachelors)" with relevance 0.8
DEBUG: ✓ Offer "Grad Cert - Data Analytics (I Have a Bachelors)" ACCEPTED (relevance 0.8)
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 "AS in Data Analytics" with relevance 0.8
DEBUG: ✓ Offer "AS in Data Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "BS in Data Analytics" with relevance 0.8
DEBUG: ✓ Offer "BS in Data Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "MS in Data Analytics" with relevance 0.8
DEBUG: ✓ Offer "MS in Data Analytics" ACCEPTED (relevance 0.8)
DEBUG: Checking offer "Graphic Design (I Have a HS Diploma or Associate Degree)" with relevance 0.6
DEBUG: ✗ Offer "Graphic Design (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.6)
DEBUG: relevant_offers count = 10
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 0 offers with relevance >= 1.0
DEBUG: Backfilling with 0 offers with relevance >= 0.9
DEBUG: Backfilling with 7 offers with relevance >= 0.8
2026 Best Value Data Visualization Schools in the United States
If you want to know which schools deliver the best value for the data visualization degrees they offer, see the list below.
Best Value Data Visualization Schools
Our analysis ranked Carnegie Mellon University the best value for a degree in data visualization in the United States. Located in the city of Pittsburgh, Carnegie Mellon University is a large private not-for-profit university. In-state tuition and fees average $65,636. Students borrow a median of $23,529 to complete the data visualization program here. Data Visualization graduates of Carnegie Mellon University earn a median of $89,327 early in their careers. Weighed against typical debt, the earnings make a compelling case for value. The acceptance rate is 12%.
Other Data Visualization Degree Levels
Looking for a different degree level? Compare best-value Data Visualization rankings across degree levels: