Horsefly has its own extensive process that we created to clean and validate the data, ensuring that it's timely and accurate. We merge and deduplicate millions of social profiles and job board advertisements collected per month in real-time from both mainstream and niche sources globally. All data is then rigorously benchmarked across government data sources. Overlaying multiple data sources ensures the highest accuracy. Lastly, We employ data scientists with a background in statistics for algorithm building, and when data is sparse or unavailable, we crowd source data from targeted, skilled sources.