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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certification and bootcamp industry runs on numbers that are rarely audited — pass rates that the vendors we reviewed do not publish, placement rates with fine print, salary premiums with no counterfactual.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.

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How to Find Unbiased Certification Advice

Evaluate certification advice by its sources, monetization disclosure, unsupported claims, and fit to your actual work and evidence gap.

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.

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