Everything, organized
Explore RoleMath
Every RoleMath tool is cited, sells nothing, and isn’t influenced by who it sends you to. Here they are, organized by the decision you’re making — plan a path, choose and pay for a certification, and get the honest AI-career and labor-market context most sites leave out.
Plan your path
Start from the role you want and get a cited, step-by-step route there.
Build a cited plan
The planner: your background and target role → a sequenced, cited path.
Certification paths by role
Step-by-step cert trackers with Difficulty Score, cost, and BLS pay per step.
Browse every role
Cited role pages — occupation pay/outlook, skills, and the certs that map to them.
From your job to tech
Cited work-activity overlap from a non-tech role to a tech one.
Choose a certification
Compare on the things that actually matter — and check what a credential is worth beyond the exam.
Compare certifications
Difficulty, cost, and coverage side by side — by the role, not a ranking.
Certification difficulty
The Difficulty Score with its exact cited inputs, per certification.
What a certification counts towardNew
DoD 8140 baselines, ACE college credit, and stacking — cited.
Retired certificationsNew
Is that old cert still valid? What retired, and what to take instead.
Pay for it
Before a loan, see what’s free and what you may already qualify for.
What certifications really cost
All-in cost (self-study first), cited — exam, renewal, and training.
How to pay without debtNew
GI Bill, WIOA, Pell, employer assistance, free nonprofit programs — with the catch.
Free ways to studyNew
Official, no-cost exam objectives, practice, and courses by certification.
AI & your career
The honest, cited version of how AI changes roles, titles, and credentials.
AI job titles, mappedNew
Nearest-occupation pay, employer hiring signal, and AI-usage per AI title.
AI careers: pay & outlook
AI titles mapped to real BLS occupations with cited median and growth.
AI credentials, sorted
Certification vs course vs degree — what each AI credential actually is.
Before an AI degree
Price the all-in cost and scrutinize the “AI salary” before you commit.
What employers want
The skills and certs employers actually name in public job postings — dated, never demand stats.
Honest checks & reference
The tools for reading a claim, a number, or a term the right way.
Is that stat real?
Spot a fabricated pass rate, salary, or job-guarantee claim.
GlossaryNew
Plain, cited definitions — certification levels, job outlook, job zones, and more.
Tech salary by metroNew
Cited BLS tech-occupation pay in 120 U.S. cities — not a national average.
Compare tech careers
Honest outlook — including the roles that are shrinking, not just growing.
How RoleMath works
The evidence rules, the sources, and what we won’t fake.
Not sure where to start?
Tell the planner your background, budget, and target role and it sequences the cited path for you. RoleMath sells nothing and isn’t influenced by who pays us.