// generational impact

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AI automation disproportionately threatens entry-level workers

Stanford's research confirms what labor economists have long feared: AI is automating the bottom rung of the career ladder where workers historically gained skills and credibility. Entry-level positions in customer service, data entry, and junior technical roles face the fastest displacement. The traditional pathway from precarious work to stable employment is collapsing for a generation. This creates a triage problem for consumer businesses: the talent pipeline that once fed mid-market operations is vanishing, forcing companies to either upskill existing workers at scale or flatten organizational structures entirely.