Panel vs Sample: What's the Difference?

by 3AS Research Solutions

📊 Side-by-Side Comparison

Feature Panel Sample
Definition Pre-recruited group for multiple research projects One-time group selected for a single study
Usage Frequency Repeated use Single use
Recruitment Ongoing and pre-screened Fresh recruitment for each study
Cost Efficiency More economical over time Higher per project
Speed Faster (ready participants) Slower (screening required)
Targeting Highly targetable (demographics, behavior) Moderately targetable
Data Consistency High (longitudinal tracking) Low (new group every time)
Best For Tracking, B2B, niche audiences Ad hoc, one-time surveys
Panel Fatigue Possible with overuse Not applicable
Privacy Compliance Ongoing consent & GDPR/DPDP rules Fresh consent needed each time