We completed the courses, interviewed hiring managers, and report what actually moves the needle.
We completed 3 certificates and interviewed 12 hiring managers. Full breakdown of which credentials actually get noticed in 2026.
Coursera certificates cost under $200 with 326× ROI vs $12,900 bootcamps — the full comparison with real salary data.