Introduction Online research has never been faster—or more vulnerable. As panels scale globally and incentives expand, fraudulent behavior, bots, “speeders,” duplicate identities, and proxy/VPN masking have become everyday threats, not edge cases. For businesses, the risk is simple: if 30%–55% of responses are low-quality or misrepresented, strategy decisions become expensive guesses—affecting pricing, product roadmap, messaging, […]