When an organisation is stuck in a frame that no longer fits, three mechanisms tend to hold the situation in place. They operate simultaneously and reinforce each other.
Overoptimisation is the first. The system narrows to what is measurable and rewarded. The unmeasured things that were actually load-bearing quietly get dropped. Efficiency is purchased at the cost of resilience.
Proxy capture is the second. The metrics are proxies for the real goal, not the real goal itself. When the proxy becomes the target, the system performs well against its own measures while the thing it was actually built to protect degrades. This is Goodhart’s Law in its institutional form.
Separated knowledge is the third. The people who can see what is being lost are not in the room where decisions get made. The feedback loop that would correct the drift is broken. Inconvenient knowledge gets normalised, or suppressed, rather than acted on.
These three do not appear independently. Overoptimisation narrows the system to what is measured, which accelerates proxy capture — because the things being measured become the things being managed against. Proxy capture then deepens separated knowledge: as the official version of reality diverges from what people on the ground can see, those who see the divergence gradually lose the standing to name it. Each mechanism is a consequence of the frame tightening, and each makes the frame harder to examine — which is why the pattern tends to hold until something external forces a reckoning.
Related
- Productive collapse — the overall failure mode these three mechanisms produce in combination
- The diagnostic pattern — how these mechanisms show up as recognisable symptoms
- Frame failure — the condition these mechanisms hold in place and make harder to examine
- The four fogs — the permanent conditions of opacity within which all three mechanisms operate and remain hard to detect
- Aperture — the diagnostic conversation designed to surface what the mechanisms obscure