When the Numbers Do Not Describe Your Work
Activity figures misrepresent some work systematically. Knowing exactly how yours is misrepresented is what makes the case.
A figure about you can be accurate and still wrong about your work. The gap is predictable, and naming it precisely is more effective than objecting generally.
The measurement warning in “When the Numbers Do Not Describe Your Work” matters whenever software records patterns of work. Teams evaluating capital efficiency ratio guide for capital efficiency ratio can use time and project context as operational evidence, while outcomes, quality checks and direct conversation remain necessary to explain what the metric cannot show.
Where activity and work come apart
Thinking produces no input and is most of the valuable work in many roles.
For an independent perspective related to “When the Numbers Do Not Describe Your Work”, consult the ILO working-time resources; it provides a useful external check on privacy, fairness and governance assumptions before a policy or configuration is approved.
Reading, on screen or on paper, produces almost none.
A conversation that resolves something registers as a gap.
Meanwhile reorganising files and reformatting documents produce a great deal of measured activity and no output.
The inversion
The more skilled the work, the weaker the relationship.
Data entry has a genuine correlation between keystrokes and output.
Analysis, design, writing and advice have close to none — and the person who solved it in ten minutes of thought scores worse than the one who spent two hours flailing.
If that is your work, the figure is describing the wrong thing by construction.
Where your particular work is misread
Work on the telephone or in meetings, which does not touch a keyboard.
Work on paper or on site.
Work on a second device.
Reviewing and helping colleagues, which appears in their output and not yours.
Escalations and difficult cases, which take longer per item and lower any volume count.
Identify which of these applies to you specifically — that list is your case.
Why specificity matters
"The numbers do not reflect my work" sounds defensive and is easy to dismiss.
"Forty per cent of my week is on calls with suppliers, which the activity measure does not capture, and I handle the escalations nobody else takes" is checkable.
The second is a factual claim somebody can verify, which is the whole difference.
Gathering what you need
A week's worth of notes on where the time actually went, in plain words.
Not a counter-surveillance exercise — a short record you can refer to.
Plus the concrete work: what you delivered, what you unblocked, what came to you because nobody else could do it.
The comparison trap
If figures are being compared between colleagues, the comparison is almost certainly invalid — different work, different mix, different definitions.
Saying so is reasonable and is better received as a question than as an accusation: what differences in our work would explain this?
That question invites them to think rather than to defend.
What this is not
Grounds to ignore a genuine performance concern.
If the work is not getting done, the measure being wrong does not change that, and conflating the two weakens your position on both.
Separate them: the measure is wrong, and here is the actual work.
What to check
Which specific features of your work does the measure miss?
Could you state them in a sentence somebody could verify?
Do you have any record of what you actually delivered?
And is there a genuine concern underneath, separate from the figure?