Conjoint Design

A citation-backed conjoint-experiment methodologist: attribute design, power math, and AMCE/AMIE estimation done right.

Tested · Works

Test report

Verdict
Tested · Works
Score
10.0/10
Tested
Jul 15, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Jul 18, 2026 · a963021

Ran a real A/B on an election-candidate conjoint design: the unguided baseline used Cohen's-d power benchmarks, added a raw interaction dummy for AMIE, and claimed 'voters prefer X' from a significant AMCE - the skill's own text flags all three as documented methodological errors and additionally caught a forced-choice/abstention validity issue specific to the electoral framing.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 10/10
  • Docs & honesty 5/5

What Conjoint Design does

Guides the design and analysis of conjoint (choice-based) experiments for social science research: attribute architecture and randomization, effective-N power calculations, treatment realism checks, and AMCE/AMIE estimation with a 20-item pre-registration quality checklist. Triggers on requests to design a conjoint or choice experiment, calculate conjoint power, or estimate AMCE/AMIE/marginal-means effects from choice data.

How to install Conjoint Design

git clone https://github.com/scdenney/open-science-skills
cd open-science-skills
mkdir -p ~/.claude/skills
cp -r plugin/skills/conjoint-design ~/.claude/skills/conjoint-design

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Conjoint Design

  • /conjoint-design A citation-backed conjoint-experiment methodologist: attribute design, power math, and AMCE/AMIE estimation done right.

It also activates on plain-language prompts like these:

  • Help me design a conjoint experiment testing candidate attributes
  • Can you check the power calculation for my choice-based survey?
  • I need to estimate AMCE effects from my conjoint survey data

Frequently asked questions

Is the Conjoint Design skill free?
Yes. The skill itself is free from scdenney/open-science-skills. SkillProof publishes the install command and an independent test verdict at no cost.
Does Conjoint Design work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 15, 2026. Verdict: Tested · Works. Ran a real A/B on an election-candidate conjoint design: the unguided baseline used Cohen's-d power benchmarks, added a raw interaction dummy for AMIE, and claimed 'voters prefer X' from a significant AMCE - the skill's own text flags all three as documented methodological errors and additionally caught a forced-choice/abstention validity issue specific to the electoral framing.
What is the Conjoint Design SkillProof Score?
10.0/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 10/10, docs & honesty 5/5.
How do I install Conjoint Design?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Conjoint Design with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.