身边的经济学·社会常识英语30篇（9）

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算法招聘如何重塑劳动力市场信号

Many companies now use software to screen job applicants before human review.
These algorithms analyze resumes, language patterns, and even video interviews for predicted performance.
While they aim to reduce bias, they sometimes reinforce historical hiring inequalities instead.
Firms adopting such tools often report faster hiring but narrower candidate diversity.
Workers with nontraditional backgrounds may struggle to 'match' algorithmic keyword filters.
Regulators are beginning to require transparency about how these systems make decisions.
Such automation changes not only who gets hired but also how skills are valued across industries.
Job seekers increasingly tailor resumes to pass software scans rather than human readers.
This shift raises questions about fairness when economic opportunity depends on machine-readable formats.
Ultimately, labor markets evolve not just through wages but through the logic embedded in hiring tools.

听 → 读 → 学表达 → 懂 → 今天会说这一句 → 跟读录音 → 自己说一句。

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。
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。
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。

这篇中文题目最接近哪一句？算法招聘如何重塑劳动力市场信号一次学校运动会的通知一份超市购物清单

课文第一句的意思更接近？许多公司如今在人工审核前，先用软件筛选求职者。今天学校放假了。请把窗户打开。

这一课主要在讲什么？（看英文标题） How Algorithmic Hiring Reshapes Labor Market Signals How to cook noodles A maths worksheet

Workers with nontraditional backgrounds may struggle to 'match' algorithmic keyword filters.

Workers with nontraditional backgrounds may struggle to 'match' algorithmic keyword filters.

第一版：录下来、回听、再听标准音。系统打分以后再加。

用今天的表达，自己说一句。

例子：Workers with nontraditional backgrounds may struggle to 'match' algorithmic keyword filters.