An earlier case provides a starting point

Symptoms, operating conditions, actions and outcomes help a technician assess whether the present situation really shares relevant characteristics.

Similar wording does not establish the same cause. Load, configuration and earlier investigation scope may differ. An absence of reports does not prove an absence of problems either.

Prediction is more than finding repetition

Assessing a future event requires defining what will be predicted, from which data and with what verified quality. Collecting work orders in one place does not establish such a mechanism.

Avoid describing every observation as a certain sign of an approaching failure. Its significance needs technical context and assessment.

Use history even without a forecast

Better information can reduce repeated fact-finding and support appropriate checks. That value does not depend on advanced analytics.

For an IT director, distinguish available functions from future project assumptions. CMMS retains history and supports human judgement. It should not automatically be presented as a model predicting the next failure time merely because earlier faults are searchable together.

← All articles