An analytical exploration of the U.S. Census Bureau's Annual Business Survey (ABS) dataset, focusing on identifying trends in business growth, workforce demographics, and industry characteristics. This project leverages ABS data to uncover insights into employer firms across various industries, examining factors such as owner demographics, employee distribution, and growth patterns. By implementing data visualization, exploratory data analysis (EDA), and machine learning techniques, this analysis aims to support data-driven decision-making for policymakers, researchers, and business stakeholders