Three Things People Read Into It
Effort, value and merit are not in the data and are read out of it anyway. Where each reading comes from, and what it costs.
Three claims get read out of a utilisation figure that are not in it: that a high number means hard work, that it means valuable work, and that it means a good employee. Each has an obvious source, each is wrong in a specific way, and together they account for most of what goes wrong with the measure.
The practical lesson in “Three Things People Read Into It” is that a convenient number should open a question rather than end one. A team considering ethical employee monitoring for ethical employee monitoring can add consistent time and project context, with transparent settings, limited access and a documented review process around every material interpretation.
As a separate benchmark for “Three Things People Read Into It”, see Atlassian project-management guide. External guidance is most useful when it prompts a specific check rather than replacing case-by-case judgement.
The effort reading
A high figure looks like a busy person. It is in fact a person whose time was recorded against client codes, which is a different and much narrower thing.
An hour of difficult work and an hour of waiting for a file both book as an hour. A person who finishes in four hours what another takes eight over books fewer hours and scores lower.
Why that inversion matters
Because it rewards slowness, quietly and in exactly the people who notice incentives. The effect is small per task and it compounds across a career.
Nobody intends it. It falls directly out of measuring input time and calling it performance.
The value reading
A high figure looks like a profitable person. But an hour booked is not an hour billed, and an hour billed is not an hour collected.
A person at ninety per cent whose work is written off at twenty per cent is producing less revenue than one at seventy-five whose work bills in full. The ratio cannot distinguish them; realisation can, and it has its own note here.
The merit reading
The most damaging. A high figure looks like a good employee, which puts the number into appraisal, which ends its usefulness as a measurement.
It also attaches a person's standing to what work they were given, which is a decision somebody else made.
Where the work comes from
This is the part that makes the merit reading unfair rather than merely inaccurate. Billable work is allocated. The person with the lowest figure may be the one nobody staffed.
Measuring somebody on the consequences of an allocation decision made above them is a reliable way to produce resentment and no improvement.
The three readings together
- Effort: the number counts time, not work done in it.
- Value: the number counts booking, not billing or collection.
- Merit: the number counts allocation as much as anything the person controls.
Why the readings persist
Because there is no competing number. A firm that publishes utilisation and nothing else has given everybody one lens, and people will use it for whatever they need to see.
The remedy is not warnings. It is publishing the other figures, which is the subject of the last section here.
What a high figure can legitimately mean
That the person has been staffed heavily, that the work required little preparation, or that the firm's mix shifted toward chargeable work.
Three explanations, none about the individual, all plausible, and the figure cannot say which.
What a low figure can legitimately mean
That the person was on the bench. That they were given internal work. That they are new. That they supervise. That the pipeline was thin.
Five explanations, and the number distinguishes none of them either.
The question that replaces the reading
Not "is this person's figure good" but "what were these hours, and who decided that". The second question has an answer and it is usually held by somebody other than the person being discussed.
The reading that is never made
That the figure is partly about the firm. A high number means the firm sold work and staffed it; a low one means it did not, or could not match it to the people free.
That reading is available from the same data and is almost never the first one offered, because the number is published with a person's name attached and a name invites a judgement about the person.
Changing the unit to a team removes the invitation, which is why the later note on team reporting treats it as the cheapest available improvement.
What a manager can do in the meantime
Ask the allocation question before looking at the level. Which engagements, which were offered, which were declined and by whom.
Four facts, available from the staffing record, and they usually account for most of the gap between two people's figures.
Where they do not, the conversation that follows is about the work itself, which is where it should have started. The order matters more than it sounds: a conversation that opens on the number rarely gets back to the work, and one that opens on the work rarely needs the number at all.
What to publish beside it
The split of non-billable hours by category, for the same person or team. It converts a bare percentage into an account of the week, and it removes the vacuum that the three readings rush to fill.