Topic hub
The claims the certification industry makes — checked
The certification and bootcamp industry runs on numbers that are rarely audited — pass rates that the vendors we reviewed do not publish, placement rates with fine print, salary premiums with no counterfactual. These articles check those claims against what is actually measurable, and say plainly when a number has no source behind it.
9 articles
Every article in this topic
Are Certification Pass Rates Real? Source Check
Are certification pass rates real? Learn why passing scores are not pass rates, what vendors publish, and how RoleMath checks claims.
Best IT Certification by ROI: The Honest Data-Backed Answer
No universal IT certification ROI ranking is sourceable. Compare cited cost, difficulty, role fit, employer language, and AI exposure instead.
Bootcamp Outcomes Report: How to Read It
A bootcamp outcomes report is only useful when you inspect the denominator, timing window, role definition, salary source, and verification method.
Certification Exam Prep Sites: 2026 Trust Checklist
How to judge certification exam prep sites in 2026: official sources, OpenAI/Anthropic sanity checks, outcome red flags, and when to walk away.
Coding Bootcamp Money-Back Guarantee: Fine Print
A coding bootcamp money-back guarantee is a refund contract, not employment proof. Check eligibility, search rules, role definitions, financing, and evidence.
How to Find Unbiased Certification Advice
Most certification advice comes from sites that sell what they rank or earn referrals. Here's how to spot the conflict and find cited, conflict-free advice.
How to Spot a Tech Career Scam (2026 Red Flags)
How to spot a tech career scam: red flags in guaranteed-placement programs, fake job offers, upfront-fee 'training', and the questions to ask first.
Job Placement Claims: What the Number Means
Job placement claims need a denominator, role definition, timing window, and source. Use FTC, CFPB, BLS, O*NET, and employer-wording context.
Self-Reported Salary Data: How to Read It
Self-reported salary data: compare BLS, BEA regional price context, employer wording, and AI-era caveats before trusting a number.
Go deeper than articles
Articles answer the question you searched; the underlying data answers the one after it. These are the cited tools this topic draws from: