Cognitive Scaffold

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MENTAL MODEL · M7746

Association Strength Assessment

Association Strength Assessment
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Updated 2026-08-10

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INTRODUCTION

English translation pending.

CORE DEFINITION

A measurement practice in statistics and data analysis that selects an appropriate association measure, such as correlation or mutual information, and expresses the relationship on a comparable scale. The core proposition is that knowing whether two variables are related is insufficient, so the degree must be quantified to allow ranking and filtering. The key qualification is that the measure must match the relationship, since correlation captures only linear association.

SCAFFOLDING EFFECT

psychology

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- Measure selection: pick the statistic that fits the relationship, linear or otherwise. - Grading step: sort the measured associations into strong, weak, and negligible bands. - Significance check: test whether the observed association could have arisen by chance.

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Association measures convert a raw co-occurrence into a scale-free number that can be compared across pairs of variables. That comparability is what allows ranking, which in turn focuses attention on the strongest relationships. The choice of measure determines what counts as association, so a linear measure simply reports zero for dependencies it cannot represent.

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Source support: Explicit

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    en.wikipedia.orghttps://en.wikipedia.org/wiki/Association_(psychologyZH · Explicit
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