Massive data center expansions now dominate the AI infrastructure landscape. These facilities require immense human capital and energy to train increasingly complex models. While the scale of investment grows, the actual impact on the job market remains speculative. Practitioners must weigh these high operational costs against the tangible productivity gains of deployed systems.