Traditional panel providers
- Fragmented networks with unclear sourcing and limited transparency
- Incentives paid days or weeks later, reducing motivation and retention
- Weak identity checks allow bots, duplicates, and professional survey takers
- Quality control happens after fieldwork, when damage is already done