What the history tells you
A year of maintenance records is the best available evidence about which equipment is worth keeping and which intervals are wrong, and it is almost always thrown away as closed work orders.
Key takeaways
- Record what was found, including nothing. Nothing is the finding that changes intervals.
- Cost and downtime by machine identifies the one worth replacing.
- Deferral reasons in aggregate usually point at parts or people, not at scheduling.
- Failures shortly after a service are worth counting separately.
- Interval changes are deliberate, recorded decisions with the evidence attached.
Nothing is a finding
- App integration
- Machine learning
- Management
- Analytics
- People
The recording problem
Most maintenance systems offer completed and not completed. A service where the engineer checked everything and replaced nothing is recorded identically to one where they replaced a worn belt, which throws away the single most useful signal about whether the interval is right.
Adding one field — what was replaced, with an explicit none option — makes interval optimisation possible. It is the cheapest improvement available to most maintenance operations.
The machine that keeps appearing
This chart is the business case for a replacement, and it is only possible because unplanned work was recorded against the machine rather than as a general repair cost. That linkage is worth insisting on.
The downtime cost is the harder half and is usually the larger one. Even a rough figure — hours stopped multiplied by a stated hourly value — makes the comparison possible, with the assumption written down so it can be argued about.
Failures after a service
Worth counting separately, because a cluster of them means the maintenance itself is introducing problems: a procedure that is wrong, a part that is not the right one, or reassembly that is not being checked.
It is an uncomfortable number to look at and it points at fixable things. A machine that fails within a week of a service twice in a year is telling you about the service, not about the machine.
What the report says
The quarterly page
- Jobs due: 84. Completed on time: 61. Deferred: 19. Overdue, not deferred: 4.
- Deferral debt: 37 machine-weeks past interval, up from 22.
- Top deferral reason: part not available, 11 of 19.
- Statutory: 6 due, 6 completed, 0 lapsed. This line must always read zero.
- Unplanned cost by machine: Press 3 accounts for 61% of all unplanned work.
- Interval changes proposed: 2, both lengthened, both with three clean services behind them.
The third line is the one that changes something outside maintenance. Eleven deferrals for missing parts is a stock-holding decision, and it is invisible until the deferral reasons are counted.
The fourth line is the one that should never be interesting. A statutory line that ever reads anything other than zero lapsed is the most important thing on the page, and putting it there every quarter is how it stays that way.
Next: what all of this costs to run.
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