How we create, review, and maintain our content.
All content published by Simsurveys goes through a structured creation and review process. AI assists with research and drafting, but human experts with domain expertise in synthetic survey methodology review every piece before publication. Content is created by team members with direct experience building and validating synthetic survey models.
Every data claim we make references a specific validation study or published source. Statistical claims—such as KL divergence scores and accuracy rates—are drawn directly from completed validation reports available for download. We do not extrapolate or generalize results beyond what our studies demonstrate.
We publish both successes and limitations. Every validation report includes a limitations section. When synthetic data underperforms on specific question types or demographic segments, we report it. Our methodology documentation is publicly available.
All published content is reviewed by at least one team member with direct experience in synthetic survey methodology and statistical validation. Technical claims are verified against source data. Content is updated when new validation results become available.
We use AI tools to assist with research, outlining, and drafting. All AI-assisted content undergoes human review for accuracy, tone, and completeness. We include original data, proprietary insights, and expert analysis that only comes from building and testing synthetic survey models.
Content is reviewed periodically and updated as new research becomes available. Substantive corrections are noted. Last-reviewed dates are maintained on research content.
Questions about our editorial process can be directed to the team via our contact page.
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