Industry Guidance

Survey and Panel Fraud Guidance for Market Research

Protect usable responses and representative participation.

By Michael Joseph · Last updated: October 23, 2026

Fraud guidance for your workflow

Research quality depends on both participant eligibility and the integrity of the response. Repeated entries, fabricated profiles and automated activity can undermine that quality. IFD helps teams assess which additional signals complement their existing study checks.

Connect respondent and response evidence

Review identity or contact reuse alongside response quality, invitation source and study rules. Consider legitimate household and institutional sharing before excluding participants.

Four areas to connect

Survey teams need to consider participant identity and response quality together.

  • Recruitment Fit: Check participant eligibility
  • Duplicate Activity: Review repeated participation
  • Response Evidence: Assess attention and consistency
  • Environment: Add device and network context
Market Research. Survey teams need to consider participant identity and response quality together. Recruitment Fit: Check participant eligibility. Duplicate Activity: Review repeated participation. Response Evidence: Assess attention and consistency. Environment: Add device and network context. Shared networks and unusual completion times should be investigated in context. Work with IFD — it's free. michael@identityflowdata.com.
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Measure sample effects

Assess usable completion, repeat participation and false exclusions. A screen that removes suspicious-looking users can also alter the intended sample, so evaluate the trade-off explicitly.

Keep the customer context

Shared networks and unusual completion times should be investigated in context.

What working with IFD looks like

Tell us which decision you want to improve and what evidence your team already has. IFD helps clarify useful signals, compare suitable providers and scope an evaluation. We review coverage, limitations and practical fit so your team can decide on the next step.

  • Define one abuse pattern and the decision it affects
  • Identify the evidence gaps and relevant provider capabilities
  • Agree a representative evaluation and meaningful outcomes
  • Review results, limitations and commercial terms before deciding

Common questions

Choose your starting point with IFD.

Understand your business’s exposure

Request a scoped review of relevant underground activity and fraud techniques involving your business. No customer dataset required.

Request a Free Exposure Scan

Evaluate your fraud data

Discuss a sample evaluation of relevant fraud and identity signals. No IFD coordination fee; scope and any provider charges agreed first.

Request a Data Evaluation

There is no advisory fee for buyers. IFD is compensated by participating providers when a qualifying purchase results from a referral. We explain applicable arrangements upfront. Any provider testing or product charges are confirmed before you proceed.