Which further training programmes deliver the highest return in Germany?

According to LinkedIn Skills on the Rise 2025 and Cedefop Germany 2025, those with the highest salary ROI: (1) Cloud certifications (AWS, Azure, GCP) — certification costs approx. EUR 300, salary premium often 10-20%. (2) Scrum/Agile certifications (PSM, CSM) — broad applicability, moderate costs. (3) SAP certifications — high costs, but excellent demand in German Mittelstand and corporations. (4) Data Analytics (Google Data Analytics, Microsoft Fabric) — low costs, high demand. (5) GDPR/compliance training — growing demand due to regulation. BA skills shortage: IT certifications have the fastest payback period. ILO: Training aligned with recognised qualification frameworks is more internationally portable.