AMCE and ATE Outputs for Conjoint Studies
Conjoint Survey gives researchers immediate effect tables and plots while preserving analysis-ready exports for publication workflows. The in-app estimates are meant for fast inspection, diagnostics, and reporting support; the long-format CSV and replication scripts support deeper analysis.
Best For
- Researchers who want to inspect conjoint effects immediately after fielding.
- Projects that need profile-level long data and respondent-clustered analysis downstream.
- Studies where reviewers will ask how randomization, exclusions, and estimands were handled.
What You Can Do
Why Researchers Choose It
Readable estimates
Researchers can quickly see which levels increase or decrease choice probability.
Replication ready
Exports are designed so the final model can be run outside the app using standard statistical software.
Validated workflow
Known-effects simulations check that the app recovers positive, negative, and null effects under controlled synthetic data.
Research Workflow Fit
| Need | Conjoint Survey Approach |
|---|---|
| Build | Questionnaire, survey experiment, conjoint, and no-conjoint modes in one app. |
| Field | Shareable URLs, respondent/session IDs, URL parameter capture, completion handling, and duplicate checks. |
| Check | Study Review, design guardrails, randomization audit, balance tables, and validation artifacts. |
| Analyze | ATE/AMCE-style estimates, treatment-effect tables, text metrics, plots, and model-ready CSV exports. |
| Document | IRB packet, preregistration text, methods text, codebook, replication bundle, and reviewer appendix exports. |
Questions Researchers Ask
Is the conjoint data respondent-level or profile-level?
The primary conjoint analysis export is profile-level long data, with respondent-level variables repeated across profile rows.
Can I use subgroup interactions?
Yes. The app includes subgroup and interaction export support, and the long-format file is suitable for custom models.
Can I cite the validation report?
Yes. The validation page provides a working-paper citation and downloadable PDF.
Related Comparisons
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