MENTAL MODEL · M4000

Proximity Bias

BusinessHigh supportManagement

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Updated 2026-08-01

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INTRODUCTION

English translation pending.

CORE DEFINITION

Proximity bias is the tendency to evaluate and trust people who are physically close or more frequently encountered more favourably than those who are distant. In hybrid work it shows up as managers rewarding office regulars with promotions and stretch assignments while remote staff are overlooked. The qualifier is that the bias is unconscious and operates even when output is comparable, which makes it a systematic disadvantage rather than a matter of individual preference.

SCAFFOLDING EFFECT

psychology

Reduce cognitive load

- Visibility plan: manufacture digital presence deliberately if you work remotely and rarely travel. - Output metrics: evaluate people on results rather than on being seen in the office. - Bias audit: check who receives the good assignments and trace why that happened.

anchor

Anchor fast decisions

Frequent in-person contact creates familiarity, and familiarity is read as competence and trustworthiness. Because managers rely on that feeling when judging under uncertainty, physical presence becomes a proxy for performance. The result is a stable advantage for the visible and a matching penalty for the remote, independent of the work produced.

MINIMUM ACTION

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Practice this model in one real situation:

Track who receives promotions, stretch work and informal feedback. 2. Compare those patterns against measured output for each person. 3. Replace presence-based signals with clear outcome-based criteria for evaluation. 4. Deliberately rotate visibility so remote staff are seen by decision makers.

Check to track your progress (stored locally)

Learning progress0%

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Source support: Explicit

link
en.wikipedia.orghttps://en.wikipedia.org/wiki/Proximity_biasZH · Explicit
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