confidence-calibration-check

Community

Align confidence with actual understanding.

AuthorGarethManning
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Many learners feel confident because material feels familiar, even when they cannot accurately recall or apply it, leading to ineffective study choices.

Core Features & Use Cases

  • Before/After Confidence Capture: Records a 0–100 confidence rating prior to a learning attempt and repeats it after feedback.
  • Performance Evaluation and Pattern Naming: Compares confidence to observed accuracy and explicitly labels overconfidence, underconfidence, well-calibration, or large confidence drop.
  • Metacognitive Micro-Goal: Turns the calibration gap into one concrete next action to improve future learning decisions.

Use when a student is practicing explanations, solving problems, or reviewing knowledge and you want them to develop accurate self-monitoring rather than relying on feelings of familiarity.

Quick Start

Ask the learner for a 0–100 confidence estimate before they attempt the topic or question, then have them attempt it and ask for an updated confidence rating after you review how accurate their attempt was.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: confidence-calibration-check
Download link: https://github.com/GarethManning/education-agent-skills/archive/main.zip#confidence-calibration-check

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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