Editorial illustration
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.
Choose KPIs close to the work
Labour time on a job type or repeat repairs on a topic say more than network-wide satisfaction scores.
Report with caveats
Name other changes in the same period, so readers can judge the connection themselves.
A practical example
After targeted development, reassessment shows better isolation testing and labour times on that job type drop. A process change happened in the same period, so both are reported as context. (Illustrative.)
Questions we often hear
Can MOBILAR® calculate ROI?
We do not claim a financial return. We show skills progress next to the indicators you choose.
Which KPIs work best?
Indicators linked to specific tasks or job types.
