Human-in-the-Loop Data Quality
Paradigm delivers data you can actually trust. Our Human-in-the-Loop system pairs smart detection with real expert review ensuring quality checks beyond what large automated panels can catch.
With the Veraproof® Suite, GDQ participation, and proven PSDI results, we layer behavioral checks, transparent sourcing, and rigorous partner tiering to stop bad data early, ensuring every study is built on cleaner, more dependable insights.
Multi-Layer Verification
Combines automated detection, behavioral analysis, and human review at every stage.
Custom Validation
Tailored checks for B2B expertise, consumer behaviors, and sensitive research topics.
Continuous Adaptation
Quality Committee continuously updates protocols based on real-world study performance.
Partner Transparency
Rigorous tiering and performance scoring ensure reliability across all sourcing relationships.
Our Approach to Data Quality
At Paradigm, we champion data quality excellence through human oversight, transparency, and collaboration across the integrated insights ecosystem. Our team frequently takes surveys to gauge the respondent experience to ensure we balance the risk of fraud the overall respondent experience.
Download the white paper to learn more about our data quality framework and explore how data quality can become a true competitive advantage.
Our Commitment:
The GDQ Excellence Pledge
Paradigm is an active contributor to the Global Data Quality (GDQ) Excellence Pledge—an industry-wide commitment to elevate transparency, accountability, and fraud prevention. We share anonymized benchmarking data, collaborate on standards, and help push the insights ecosystem toward higher integrity. This work strengthens not only our own datasets, but the future of research quality across the industry.
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We are Here to Help
Whether you need help with questionnaire design, survey programming, or online data collection, we are ready to assist. Paradigm can do as little or as much work as you need, saving you time so that you can focus on insights.