Data collection is archaeology—most firms just grab surface artifacts
Collecting behavioral data requires patience, precision, and deep understanding of cultural contexts. While others scrape whatever's easily available, we conduct systematic behavioral archaeology, carefully extracting and preserving the psychological signals that reveal why markets move.
Our collection philosophy
Common Challenge
Industry Problem Visualization
Observe without disturbing
The moment people know they're being studied, behavior changes. We analyze naturally occurring behavioral data—unprompted reviews, organic discussions, and authentic interactions that reveal true psychology.
Multiple sources reveal truth
Single sources create blind spots. We collect from diverse streams—review platforms, social networks, forums, public records—then triangulate to identify genuine patterns versus platform-specific artifacts.
Local collection for local truth
Pan-European scrapers miss local platforms where real behavior happens. Dutch consumers use different platforms than Portuguese. We collect where behavior actually occurs, not just where it's convenient.
Collection sources and methods
Review and rating platforms
Beyond star ratings lie rich behavioral data. Review language reveals psychological drivers, timing shows trigger moments, and patterns expose what actually drives satisfaction versus claims.
Learn about review analysis
Social discussions and mentions
Unprompted social conversations reveal authentic sentiment. What people tell friends differs from what they tell surveys. Social data captures natural behavioral expression.
Explore social intelligence
Search patterns and digital footprints
What people search reveals intent. Search sequences show decision journeys. Query evolution demonstrates how needs develop. Digital breadcrumbs map psychological paths.
Discover search insights
Public records and market data
Business registrations, closures, and transitions reveal market dynamics. Permit applications show expansion confidence. Public data provides behavioral infrastructure.
Explore market data
AI-ready data preparation
Raw data is messy, inconsistent, and riddled with noise. We clean, normalize, and structure data specifically for AI analysis. Clean data means accurate behavioral insights.
Learn about data quality
AI-powered processing speed
Behavioral pattern recognition that would take analysts months happens in hours. Our AI systems process massive datasets quickly while preserving psychological nuance.
Discover AI capabilities
Cultural preservation during collection
1
Native language processing
We collect data in original languages, preserving psychological nuance. Translation happens after analysis, not before. Emotional meaning stays intact.
15+ European languages supported
Cultural context preservation
Psychological signal maintenance
2
Context capture and coding
A restaurant review during lockdown differs from one during normal times. We capture temporal, situational, and cultural context that affects behavioral meaning.
Temporal context tracking
Situational awareness
Cultural calibration
3
Platform-specific behavior calibration
TripAdvisor users behave differently than Google reviewers. Each platform has behavioral norms. We calibrate for platform psychology to extract true signals.
Platform behavioral profiling
User psychology mapping
Bias correction protocols
Frequently asked questions
Do you collect personal data?
No. We collect behavioral patterns from public sources, always aggregated and anonymized. Individual tracking neither necessary nor desired for market intelligence.
How often do you update collected data?
Continuously, but at different rates for different sources. Real-time for volatile metrics, weekly for stable patterns, monthly for structural changes.
Can you collect data from specific sources we request?
Yes, if publicly available and ethically accessible. Custom collection projects can target specific platforms or sources relevant to your business questions.
How do you handle multiple languages?
Native language processing in 15+ European languages. Collection preserves original language, analysis happens in context, translation comes last.
What about closed platforms or private groups?
We only collect public data. Private groups and closed platforms remain private. Ethical boundaries are non-negotiable.
Do you collect competitor data?
Public behavioral data about all market participants gets collected. This isn't competitive espionage—it's market intelligence from public sources.
How much historical data do you collect?
Typically 2-5 years of historical data, depending on source and relevance. Longer timeframes for trend analysis, shorter for current patterns.
Can you collect from our customer database?
We can process and analyze your internal data while maintaining security and privacy. Your data stays yours, insights become enhanced.
What about seasonal data collection?
Seasonal patterns require full-year collection for accurate analysis. We maintain continuous collection to capture seasonal variations.
How do you verify data authenticity during collection?
Multiple validation techniques—pattern analysis, source verification, and cross-reference checking. Suspicious data gets flagged and excluded.
Ready to get started?
Contact us to learn more about how our services can help your business.
Learn about our collection standards