Verification methodology
Program claims are based on college catalogs, official program pages, official schedules, college-hosted SBDC/incubator pages or other first-party institutional materials. Each college page links the sources used.
If the college publishes a degree or certificate, the page may call it a degree or certificate. If evidence only supports a course, workshop, incubator or entrepreneurship-support program, the page says exactly that instead.
When one institution operates multiple campuses under one college identity, FixLine generally publishes one institutional page rather than manufacturing duplicate campus pages merely to increase the page count.
FixLine adds independent editorial analysis: local economic context, opportunity categories, practical constraints and ideas for turning coursework into customer discovery or a 90-day action plan. That analysis is not presented as a statement by the college.
AI assists with research organization, comparison, drafting and personalization. Pages are structured around cited institutional facts and differentiated local context rather than publishing generic school-name substitutions. The personalized report is also AI-assisted and remains educational and informational rather than a guarantee of employment or income.
The current site-wide verification pass is dated August 2026. Programs can change. If a college changes a credential, course or entrepreneurship resource, the page should be updated to match the current official source.