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In The Loop · May 14, 2026

Why the companies cutting junior headcount are making a decade-long mistake

AI impact on junior employment and entry-level roles Job bundling theory and task automation (Luis Garciano framework)Jevons Paradox and technology-driven job expansion Historical technology transitions in programming and engineering S&P 500 headcount trends and labor market shifts