house work. Advances in technology have made many jobs both more productive and safer. One useful proxy for productivity is wages. Be- tween 2014 and 2024, real (inflation-adjusted) overall by about 5.2%, though the expansion of occupations in 2024, nearly all saw real wage 10.1%, stockers and order fillers 4.9%, forklift operators 15.4%, shipping clerks 4.2%, heavy truck drivers 23.2%, and hand packers 13.1%. supervisors, whose real wages declined by about 2.2%. This pattern suggests that while toward labor-intensive roles, workers across a 2.3 UPSKILLING AND TECHNOLOGICAL INTEGRATION postings requiring advanced technical skills, from 32% in 2010 to 70% in 2024. Advanced resource planning (ERP) software such as SAP, industry. Yet standard occupational categories offer evolved. As warehouse operations become more digitally integrated, the skill profile associated with Personal Knowledge Management Systems (PKMS). roles in the sector has also shifted. Employers are no Additionally, familiarity with database management, operational familiarity. They are increasingly looking complex systems, interpret data, and collaborate shifted in logistics and fulfillment roles, we turn