DEBUG: Raw major_slug = ""
DEBUG: Initial offers_url = "https://www.collegefactual.com/majors/business-management-marketing-sales/sales-merchandising-marketing-ops/merchandising-and-buying-operations/offers.json", major_slug = ""
DEBUG: After cleaning major_slug = ""
DEBUG: Before URL cleaning = "https://www.collegefactual.com/majors/business-management-marketing-sales/sales-merchandising-marketing-ops/merchandising-and-buying-operations/offers.json"
DEBUG: After TrimSuffix = "https://www.collegefactual.com/majors/business-management-marketing-sales/sales-merchandising-marketing-ops/merchandising-and-buying-operations/offers.json"
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DEBUG: major_slug = ""
DEBUG: offers_url is valid, proceeding to fetch data
DEBUG: offers_data.offers found, count = 1
DEBUG: Specific major detected (cip4 = 52.18), keeping min_relevance at 0.8
DEBUG: Starting relevance filtering - min_relevance = 0.8, max_relevance = 1
DEBUG: Checking offer "Business Development / Sales (I Have a HS Diploma or Associate Degree)" with relevance 0.7
DEBUG: ✗ Offer "Business Development / Sales (I Have a HS Diploma or Associate Degree)" REJECTED (relevance 0.7)
DEBUG: relevant_offers count = 0
DEBUG: No relevant offers, showing generic ESYOH widget
Insufficient Data for the Southwest Region
We do not have adequate info to produce a best-value ranking of merchandising and buying operations schools in the Southwest Region yet.
Narrow Merchandising and Buying Operations Schools by State
Notes and References
This list is compiled by College Factual (MF_RANKING_2025), 2026 edition. Schools are scored on the balance of cost (tuition and student debt) against student outcomes (post-graduation earnings) — a measure of return on investment, drawn primarily from the U.S. Department of Education (IPEDS and College Scorecard).
Ranking method: College Major Best Value · 1 school evaluated.
*Averages shown above reflect the top 1 ranked schools only.
- The Integrated Postsecondary Education Data System (IPEDS) from the National Center for Education Statistics (NCES), a branch of the U.S. Department of Education (DOE), serves as the core of our data about colleges.
- Some other college data, including much of the graduate earnings data, comes from the U.S. Department of Education’s (College Scorecard).
More about our data sources and methodologies.
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