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Industry certification can close the gap: combining degrees with Microsoft AI‑900 raises alignment by 9,296% in some cases. https://arxiv.org/abs/2506.04588 https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-fundamentals/?practice-assessment-type=certification
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Because the work environment is shifting fast, these meta-skills matter more. https://assets.td.org/m/5c371bec72bbd39b/original/trends-2025-ebook-1611641012.pdf
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Despite access, student enrollment remains relatively low. In 2023, only about 6.4% of high school students took computer science classes, indicating that increased availability doesn’t necessarily translate to higher participation. https://advocacy.code.org/stateofcs/ https://csteachers.org/what-is-the-state-of-cs-education-in-2024/ #BeYourChange #ChangeDrTiff #WorkplaceSkills
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