Data Quality & Validation
Multi-layer quality assurance with automated fraud detection, attention checks, manual verification protocols, and GDPR-compliant data handling.
Survey Solution
Data quality is the foundation of reliable research. GNR employs a comprehensive, multi-layer quality assurance system that catches fraud, eliminates low-quality responses, and ensures your data is trustworthy.
Our quality assurance operates at every stage of the research process — from survey design (attention checks, trap questions) through data collection (real-time monitoring, speed detection) to post-collection cleaning (consistency checks, outlier detection, manual verification).
We invest continuously in fraud detection technology because the sophistication of bad actors keeps evolving. Our system detects professional survey takers, bot responses, VPN abuse, and other forms of data contamination.
Key Benefits
Fraud Detection
Advanced algorithms detect bots, professional survey takers, and automated responses.
Attention Checks
Embedded quality questions identify respondents who aren't paying attention.
Consistency Validation
Automated checks flag contradictory responses and straight-lining patterns.
ESOMAR Compliance
All processes follow ESOMAR codes of conduct and GDPR data protection standards.
Key Capabilities & Applications
Our quality assurance operates at every stage of the research process — from survey design (attention checks, trap questions) through data collection (real-time monitoring, speed detection) to post-co
- Real-time fieldwork monitoring
- Device fingerprinting & IP analysis
- Geolocation verification
- Speed trap detection
- Attention check questions
- Consistency & logic checks
- Callback verification program
- Inter-coder reliability testing
99.8%
Fraud Detection20+
QA Checks100%
ESOMAR Compliant0.2%
Bad Data RateOur Survey Process
01
Prevention Design
Build quality checks into the survey — attention questions, trap answers, and timing parameters.
02
Real-Time Monitoring
Monitor incoming data for anomalies, speed issues, and suspicious patterns during fieldwork.
03
Post-Collection Cleaning
Apply comprehensive cleaning rules: consistency checks, outlier detection, straight-line identification.
04
Verification & Reporting
Generate quality reports with response disposition, cleaning summary, and data integrity metrics.
Industries
Industries We Serve
Our Data Quality & Validation expertise spans across key sectors in the MENA region
Research Agencies
Fieldwork quality validation for agency clients
Pharmaceutical
Clinical trial data integrity checks
Market Research
Survey data validation and fraud detection
Corporate
Internal audit and compliance data verification
Data Companies
Dataset quality assurance before delivery
International Organizations
Multi-country data harmonization checks
Our Advantages
Why Choose GNR
What sets our Data Quality & Validation apart from the competition
Multi-Layer Validation
12-point quality check covering logic, consistency, completeness, and fraud indicators.
AI Fraud Detection
Machine learning models trained on 5M+ surveys to detect fabricated responses.
Forensic Analysis
Deep-dive investigation into suspicious patterns with full audit trails.
Real-Time Monitoring
Live quality dashboards during fieldwork with instant alert systems.
ISO 27001 Certified
Information security management ensuring data integrity and confidentiality.
Detailed Reporting
Comprehensive QA reports with findings, recommendations, and remediation steps.
Featured Case Study
Fraud Detection for Global Agency
Identified and removed fabricated responses across a 30,000-respondent multi-country study
Discuss Your Project30,000
Responses Audited8
Countries12%
Fraud Detected
FAQ
Frequently Asked Questions
Common questions about our Online Survey services
What types of fraud do you detect?
We detect straight-lining, speeders, bot responses, duplicate submissions, GPS spoofing, impossible answers, and professional survey-takers.
How does your AI fraud detection work?
Our ML models analyze response patterns, timing, device fingerprints, and behavioral signals to flag suspicious submissions with 99.8% accuracy.
Can you audit data from other vendors?
Yes. We independently audit datasets from any source and provide a comprehensive quality report.
Do you provide real-time quality monitoring?
Yes. Our live dashboards track quality metrics during fieldwork with automated alerts for threshold breaches.
What is your quality scoring methodology?
We use a weighted scoring system covering 12 quality dimensions, producing an overall data quality score and dimension-specific ratings.
How quickly can you complete a QA audit?
Standard audits complete within 3-5 business days. Emergency audits for critical datasets can be done in 24-48 hours.
Ready to Get Started with Data Quality & Validation?
Get a custom proposal tailored to your research objectives. Our team will design the perfect methodology for your study.