Notes

The other sections are practical. These are positions. For a related reference, see workforce analytics software.

On why the measured and the important diverge. Instrumentation decides availability, availability decides use, and use confers importance backwards. No individual decision in that chain is wrong, and the outcome is a management practice built around whatever the tooling happened to emit.

On who publishes workforce research. Five kinds of source and only one with no direct stake. Use vendor findings for direction and treat the magnitude as theirs, since the number was produced by somebody selling the remedy.

On the productivity dashboard, which is defensible at aggregate level and not at individual level, because its errors are systematic rather than random. It persists because a screen of figures answers "how are things" without anybody forming a view.

And on what this site cannot verify — including that one source here is peer-reviewed and the rest is survey data and vendor research, labelled at every use.

For additional context on this topic, see Pexels.