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In this live YouTube presentation, talent development and HR leader Margaret Spence warns that AI-driven automation will soon displace millions of jobs, disproportionately affecting people of color and women. She explains how to recognize roles that are vulnerable—tasks that are routine, step‑by‑step, or can be performed "with eyes closed"—and cites estimates that 4.5 million jobs could be automated within the next 2–3 years, with 59 % of workers needing retraining by 2030. Spence critiques corporate rhetoric (e.g., "digital transformation," "upskilling") as often masking layoffs, and provides a concrete list of ten questions employees should ask their employers about job transition options, training specifics, timelines, salary ranges, and the scope of AI implementation. She stresses that internal reskilling programs are frequently limited to the employer’s needs and urges individuals to seek external learning, consider entrepreneurial pathways, and proactively develop AI literacy. The talk also highlights the urgency for parents to prepare children for an AI‑native workforce, noting that other countries are already integrating AI education while the U.S. lags. Throughout, Spence balances alarm with actionable advice, encouraging viewers to take ownership of their career futures rather than rely on employers.

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