Swarup Jacob is a data analytics and people insights professional with over 15 years of experience in human resources across the United States and Canada, spanning both academic and industry settings. He holds a PhD from Oklahoma State University and currently serves as Manager, HR Planning and Performance at Sofina Foods in Toronto. Swarup specializes in workforce analytics, organizational research, and evidence-based decision making. His academic research examines the gender wage gap in the North American forestry sector, applying advanced statistical methods to understand structural drivers of compensation disparities. Professionally, he has worked in analytics and business intelligence roles, helping organizations translate complex workforce data into actionable insights that support leadership decisions and strategic planning. His interests lie at the intersection of people analytics, responsible data use, and applying rigorous research to real-world workforce challenges.