Training ROI

Integrated systems can reduce unqualified work assignments by checking current training, certifications, role permissions, and process requirements before work is dispatched or accepted. This only works if qualification data is authoritative, current, validated, and connected to MES, ERP, QMS, and training records.

Training qualifications should be checked before controlled work is performed, with additional checks at assignment, operation start, signoff, and after relevant process or document changes. The exact gate depends on how MES, QMS, LMS, and routing data are integrated and validated.

Execution data can highlight where operators, shifts, or work centers struggle with specific steps, characteristics, tools, or revisions. It should not be treated as proof of poor training by itself; equipment condition, instruction quality, material issues, system usability, and process changes must be ruled out.

Smart glasses can be practical in hangars and shops, but usually for targeted workflows and specific stations rather than universal, all-day use. Their value depends heavily on use-case selection, ergonomics, battery life, network coverage, integration with existing MES/QMS, validation efforts, PPE compatibility, and union/safety constraints.