身边的经济学·社会常识英语30篇(9)
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How Algorithmic Hiring Reshapes Labor Market Signals
算法招聘如何重塑劳动力市场信号
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Many companies now use software to screen job applicants before human review.许多公司如今在人工审核前,先用软件筛选求职者。
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These algorithms analyze resumes, language patterns, and even video interviews for predicted performance.这些算法分析简历、语言模式,甚至视频面试,以预测应聘者未来表现。
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While they aim to reduce bias, they sometimes reinforce historical hiring inequalities instead.尽管旨在减少偏见,它们有时反而加剧了历史遗留的招聘不平等。
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Firms adopting such tools often report faster hiring but narrower candidate diversity.采用此类工具的企业常报告招聘速度加快,但候选人多样性却收窄。
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Workers with nontraditional backgrounds may struggle to 'match' algorithmic keyword filters.背景非传统者可能难以通过算法关键词筛选。
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Regulators are beginning to require transparency about how these systems make decisions.监管机构正开始要求公开这些系统决策机制。
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Such automation changes not only who gets hired but also how skills are valued across industries.此类自动化不仅改变录用对象,也重塑各行业对技能价值的认定。
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Job seekers increasingly tailor resumes to pass software scans rather than human readers.求职者日益优化简历以通过软件扫描,而非迎合人类阅读者。
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This shift raises questions about fairness when economic opportunity depends on machine-readable formats.当经济机会取决于机器可读格式时,这种转变引发公平性质疑。
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Ultimately, labor markets evolve not just through wages but through the logic embedded in hiring tools.最终,劳动力市场不仅通过薪资,更通过招聘工具内嵌的逻辑而演变。