College cost calculators without the enrollment pitch. Open-source math for student loan payoff, EFC calculation, 529 growth, and scholarship ROI. Primary-source citations (FAFSA EFC formula, IRC §529, IRS Pub 970, College Board annual reports). Named-author editorial accountability.