Introduction Data is the backbone of modern analytics, machine learning, and business intelligence. However, raw data is rarely ready for immediate analysis. Data collection and pre-processing are foundational steps in the business analytics workflow. These stages are important for the credibility, quality, and usability of data to be prepared for meaningful…