EduBracket · Credential Intelligence

Free tools to decide if a credential is actually worth it

Free, no-signup tools for education and career decisions: whether a certification pays back and survives AI, which college fits your major and budget, and whether a course earns its cost. Built on BLS wages and public data.

Certificate marketing is all upside. These tools add the parts it leaves out: real payback, the target job's AI exposure, and honest earnings data.
Credential Durability Index
One letter grade fusing how fast a certification pays back with how AI-exposed its target job is.
Example: Google UX Design pays back in a day, but its target role is 100% AI-exposed: Grade F
Grade a certification →
Academic Navigator
Map over 6,000 colleges by major, tuition, and graduate earnings to shortlist the best fit.
Filter 6,000+ colleges by major, cost, and earnings
Find your college →
Course ROI Showdown
Compare a course or bootcamp's cost against expected earnings for a payback estimate.
Cost versus earnings, with a 5-year ROI
Check the ROI →

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Questions students ask

Is a certification worth it in 2026?
On cost, cheap certificates recover almost immediately. The harder question is whether the job is durable against AI, which the Credential Durability Index adds as one grade.
Does a coding bootcamp pay for itself?
It depends on tuition and graduate earnings. The Course ROI Showdown compares cost against expected earnings for a payback estimate.
Wages from BLS OEWS; AI-exposure from published research; cited per result. Educational, not career advice. By Vincent Wesley Couey (ORCID 0009-0005-6869-308X), EduBracket, part of the Lattice research network. Also: True-Value 1099, creator tools.
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