First of all, we begin by clearly defining data collection objectives. Using a variety of robust data collection methods like surveys, interviews, web scraping, and API integration, we gather data from multiple sources. To cross-validate the data and minimize inconsistencies, we check the data against pre-defined rules and criteria. With a dedicated quality assurance team, we perform regular audits through manual reviews and automated data validation tools to ensure data’s accuracy and quality.