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evaluation-iteration

Evaluation approaches and iterative development for learning products: pilot plans, SAM cycles, Kirkpatrick, and friction logging.

Skill by caraya

IndexedMIT★ 1
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/caraya-evaluation-iteration

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Evaluation approaches and iterative development for learning products: pilot plans, SAM cycles, Kirkpatrick, and friction logging.

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

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  • ~/.claude/skills/evaluation-iteration

What's inside

Skill name
evaluation-iteration
Description
Evaluation approaches and iterative development for learning products: pilot plans, SAM cycles, Kirkpatrick, and friction logging.
License
MIT
Instructions
23 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Evaluation & Iteration

Approach:
- Use SAM for rapid prototyping when timelines are tight; use ADDIE for large-scale programs.
- Pilot with representative learners and collect formative data before scale.

Friction logging quick method:
- Step, friction type, severity, recommended fix.

Metrics examples:
- Engagement (time-on-task), mastery (assessment pass rates), transfer (project application), business KPIs.

## Templates

Friction log (CSV):

Step,FrictionType,Severity,Recommendation
Install project,Missing steps,High,Add step-by-step setup with commands and expected output

Pilot data capture CSV header:
ParticipantID,Task,TimeMinutes,Success(Boolean),Notes

From caraya/agent-skills, MIT.

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Last commit (this folder)
Mar 22, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

evaluation-iteration skill. Agent Mart. https://agentmart.dev/skills/caraya-evaluation-iteration (last updated 2026-10-24)