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  1. The reduction in junior roles (-34% in some data) creates a long-term talent vacuum. Since seniority is developed through experience and mentoring, the industry faces a future shortage of qualified Staff Engineers.

    Impact: Increased competition and cost for senior talent as the pipeline for growing new experts dries up.

    — from The Shift from Code Output to Architectural Outcome in the AI Era · Engineering Kiosk· Apr 21, 2026