training-metrics-designer

Business

This skill should be used when designing measurement plans and evaluation strategies for training programs. Use this skill to create metrics frameworks, design assessments, build ROI calculations, and establish baseline and outcome measurements.

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How to use this skill

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Source SKILL.md: https://github.com/majiayu000/claude-skill-registry/blob/HEAD/skills/data/training-metrics-designer/SKILL.md

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Training Metrics Designer

Overview

The Training Metrics Designer skill helps establish comprehensive measurement strategies for training programs. It designs evaluation frameworks using Kirkpatrick levels, creates behavior change metrics, establishes ROI calculations, and enables data-driven improvement.

When to Use This Skill

Designing pre/post assessments for training
Creating behavior change metrics and tracking
Building ROI/business impact calculations
Establishing baseline and outcome measurements
Designing feedback collection for pilot iterations
Creating learning journey metrics beyond workshop
Planning long-term sustained measurement

Kirkpatrick Four Levels

Level 1 - Reaction: Did learners like it?

Surveys immediately after training
Satisfaction and relevance

Level 2 - Learning: Did learners learn?

Knowledge/skill assessments
Pre/post testing

Level 3 - Behavior: Did learners change behavior?

On-the-job application tracking
Manager observation
Peer feedback

Level 4 - Results: Did business metrics improve?

Productivity, quality, speed
Error reduction
Customer satisfaction
Revenue impact

Metrics Design Framework

For each training intervention:

Business Outcome: What should improve? (specific, measurable)
Behavior Metrics: What behaviors enable that outcome?
Application Metrics: Who's using new skills? How often?
Baseline: Current state before training
Target: Desired outcome after training
Tracking: How/when/who measures?
ROI: Calculate training investment vs. improvement value

Resources

Reference templates for:

Kirkpatrick assessment design
Baseline/outcome measurement plans
Feedback survey templates
ROI calculation frameworks
Behavior tracking tools
Business impact assessment

Integration with Other Skills

training-designer: Use together to design sessions
training-reviewer: Validate materials
training-content-creator: Generate actual content
Use these alongside learning-journey-builder for complete programs

Best Practices

✅ Do:

Focus on learner outcomes and business impact
Use real work examples and scenarios
Design for application, not knowledge recall
Measure what matters

❌ Don't:

Train what doesn't drive behavior change
Use simulated practice over real work
Over-design solutions for simple problems
Ignore the business context