How is synthetic research validated?

Synthetic research is validated through comparison with traditional methods, behavioural outcome tracking, and calibration against real consumer data.

What are the levels of synthetic personas?

Synthetic personas range from basic demographic models to deeply calibrated representations incorporating psychographics, behaviours, and category-specific knowledge.

How accurate is synthetic research?

Validation studies show high correlation between synthetic and traditional research for attitude and preference measurement, with ongoing validation for behavioural prediction.

What is regression to the mean in research?

Regression to the mean explains why extreme results tend to moderate over time, important for interpreting research findings and avoiding overreaction to outliers.