Synthetic Respondents and Their Limits
Synthetic respondents can speed up early research exploration and question testing, but they cannot replace real participant evidence for key decisions.

Synthetic respondents can speed up early research exploration and question testing, but they cannot replace real participant evidence for key decisions.
2:27Synthetic data validation tests whether generated datasets preserve the distributions, relationships, behaviors, and relevance required for reliable use.
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1:46Survey weighting adjusts response influence so an imbalanced sample better reflects its target population, while preserving every respondent's original answers.
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2:04Open-ended questions let participants answer in their own words, revealing motivations and context that closed-ended survey questions often miss entirely.
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