Cognitive Biases

CogBias

A practical cognitive-bias site with clear definitions, learning paths, assessments, self-audits, and debiasing tools.

Compare Biases

Illusion Of Explanatory Depth vs Dunning-Kruger Effect

Illusion of explanatory depth is overestimating how well you understand a mechanism; Dunning-Kruger is miscalibrated self-assessment when limited skill hides what is missing.

Illusion of explanatory depth

Core pattern

People feel they understand how something works until asked to explain the causal steps.

Ask: Can the person produce the mechanism without relying on recognition?

Dunning-Kruger effect

Core pattern

Low skill can come with inflated self-assessment because the person lacks the skill needed to notice gaps.

Ask: How does self-rating compare with performance on representative tasks?

Why people mix them up

Both can produce confident beginners, especially when the learner has not yet faced a real performance test.

Quick rule

Ask whether the missing piece is mechanism explanation or broader competence calibration.

Diagnostic questions

Use these before deciding which label should carry the lesson.

Is the test an explanation of a mechanism or a performance benchmark?

Does confidence drop when the person must explain steps?

Does confidence remain high despite poor task performance?

Mini cases

The same surface area can point to different underlying mechanisms.

Illusion of explanatory depth

Someone cannot explain how a zipper works after saying it is simple.

Why: The failure appears when mechanism detail is requested.

Dunning-Kruger effect

A novice performs poorly but rates their skill near expert level.

Why: Performance and self-assessment are miscalibrated.

Repair Move

Change the process, then choose the label.

Pair mechanism explanation with a representative task and compare confidence before and after feedback.

Study the entries

Use the comparison as a bridge into the fuller pages.

Illusion of explanatory depth

The tendency to believe you understand how something works more deeply than you actually do, especially until you are forced to explain the mechanism step by step.

Hypothesis AssessmentAssociationLearning & expertisePublic reasoning

Dunning-Kruger effect

The tendency for low skill or shallow understanding to produce overestimation of one's own competence, while higher-skill people may underestimate how unusual their competence really is.

EstimationBaselineLearning & expertiseTeams & management