Keep both views visible

Reassessment can show changes in practical capability. Business indicators can show changes in workshop or network performance. Reading them together provides useful context for decisions.

Consider other influences

Repair mix, updated information, process changes and technical support can affect performance too. A KPI changing after development does not prove the development caused the change.

Use comparison to guide the next question

Look for patterns worth investigating. Decide whether to gather more evidence, adjust development or explore another operational factor. Skills intelligence improves the conversation without promising a guaranteed business outcome.

Keep exploring

From repair-support signals to targeted skills assessment.Why course completion does not establish practical competence.