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The claims the certification industry makes — checked
The certification and bootcamp industry runs on numbers nobody audits — pass rates no vendor publishes, 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 is invented.
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Every article in this topic
Are Certification Pass Rates Real? What Vendors Publish
Are certification pass rates real? See what vendors publish, what third-party claims mean, and why unsupported percentages stay out of advice.
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.
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 guarantees, explained
A money-back guarantee is a refund agreement, not a promise of employment. Read the fine print and conditions before you rely on one.
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 Read a Bootcamp Outcomes Report: Find the Denominator
A bootcamp outcomes report is a marketing document. Learn what the hiring figures really count, the methodology tricks, and what to ask before you trust one.
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.
Self-reported salary data: why to be skeptical
Self-reported and modeled salary numbers carry selection bias and unclear methods. Learn why we cite occupation-level BLS data instead.
What job placement claims actually mean
A placement figure is often self-reported and hard to audit. Learn the questions to ask and why we cite occupation-level BLS data instead.
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