# Evaluation Iteration

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

- **Type:** Skill
- **Install:** `agentstack add skill-caraya-agent-skills-evaluation-iteration`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [caraya](https://agentstack.voostack.com/s/caraya)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [caraya](https://github.com/caraya)
- **Source:** https://github.com/caraya/agent-skills/tree/main/skills/evaluation-iteration

## Install

```sh
agentstack add skill-caraya-agent-skills-evaluation-iteration
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# 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

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [caraya](https://github.com/caraya)
- **Source:** [caraya/agent-skills](https://github.com/caraya/agent-skills)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-caraya-agent-skills-evaluation-iteration
- Seller: https://agentstack.voostack.com/s/caraya
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.