
Editorial illustration
New work, not only new knowledge
High-voltage safety, sensor calibration and software updates are new tasks with their own risks and complexity. They need their own place in the role profile.
Complexity matters
A guided calibration and an intermittent ADAS fault are different levels of work. Grade tasks by troubleshoot level, risk and system complexity before setting requirements.
Measure before you train
A quick self-assessment shows where confidence is low; practical assessment confirms where it matters. Training then targets the real gaps.
Watch the signals
Comebacks and helpdesk cases on new technology show where to look first. They are a starting point, not proof of a skill gap.



