As an integral component of my modeling process, I conduct a thorough and meticulous review of your data to ensure its accuracy, completeness, and consistency. Collaborating closely with your subject matter experts, I verify that the data utilized in our analysis meets the highest standards of quality and integrity. This involves assessing data against predefined metrics and implementing data quality assessment techniques like data profiling and auditing to identify and rectify any discrepancies. By doing so, I guarantee that our predictive models are built on a robust foundation, enhancing their reliability and effectiveness in driving business decisions.