Most recurring operational errors happen in simple calculations

Professionals tend to expect mistakes during complex procedures.

However, recurring deviations often originate elsewhere: short mental calculations performed before executing an action.

Examples:

• checking if a value seems correct
• adjusting a parameter quickly
• validating a margin mentally

The critical interval

Between approximately 3 and 15 seconds of mental calculation:

confidence remains high

verification decreases

precision becomes insufficient

This can be described as a non-audited familiar calculation zone.

Complex tasks trigger checking behavior.

Trivial tasks trigger execution behavior.

Because of that, small operational deviations accumulate not from difficulty — but from familiarity.

References

Official registry:
https://wilianlabs.com.br/registro/carga-cognitiva-micro-operacoes-numericas

Technical documentation:
https://github.com/wilianlabs/cognitive-residual-load-observation