Powered by your data and our patented AI models, synthetic panel modeling generates respondent-level datasets that mirror proprietary panels—while eliminating recruitment, incentives, and ongoing panel software.

Methodology

Our patented AI models apply a two-step process using your data:

Population Grounding

The model is trained on the fixed population of interest—whether customer records, employee datasets, or product ownership files you provide—so the generated data reflects the true structure of your underlying population.

Survey Fine-Tuning

The model is then fine-tuned on your historical survey data. Because most enterprises repeat the same core questionnaires, our patented framework delivers continuity and comparability across waves with highly accurate synthetic responses.

Together, these steps yield synthetic datasets with divergence values (KL ≈ 0.08) comparable to live private panel data.

Advantages over Traditional Panels

No Recruitment or Incentives

Eliminates cost and administrative burden associated with panel recruitment and maintenance.

Continuity

Respondent-level data remains stable over time, ensuring consistent tracking across survey waves.

Speed of Results

Synthetic panels are generated in minutes, enabling rapid turnaround for trackers and ad hoc projects.

Scalability

Projects can be executed instantly and repeatedly without concerns about panel fatigue or availability.

Data Privacy

No personally identifiable information leaves the client's system during the modeling process.

Applications

  • Customer satisfaction and loyalty tracking
  • Employee engagement measurement
  • Product and brand experience research
  • Enterprise trackers requiring longitudinal continuity

Validation Results

Synthetic panel modeling offers a validated, efficient, and cost-effective alternative to private panels. Independent tests show divergence values (KL ≈ 0.08) comparable to live private panel data. By grounding the model in your populations and surveys and applying our patented AI models, Simsurveys provides respondent-level datasets that replicate the quality of traditional panels while removing their limitations.

Explore Synthetic Panel Modeling for Your Organization

Contact us to discuss how synthetic panels can work for your organization's research needs.

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