经济学看生活·英语30篇（2）

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算法招聘如何重塑劳动力市场的信号机制

Many firms now use AI tools to screen job applications before human review begins.
These algorithms analyze resumes, language patterns, and even video interviews for predictive traits.
While they aim to reduce bias, they may unintentionally reinforce historical hiring inequalities.
Employers gain speed and scale, but applicants lose transparency about evaluation criteria.
Labor economists worry that opaque scoring systems distort skill signaling in competitive markets.
Workers respond by gaming the system—tailoring keywords or altering speech patterns deliberately.
Regulators in several countries are now requiring audits of such hiring software.
This reflects a broader tension between efficiency gains and fairness in labor allocation.
When algorithms dominate early screening, traditional credentials like degrees matter less.
Yet without oversight, automated hiring risks turning labor markets into black-box auctions.

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

When algorithms dominate early screening, traditional credentials like degrees matter less. 当算法主导初筛时，学位等传统资质的重要性下降。
Employers gain speed and scale, but applicants lose transparency about evaluation criteria. 雇主获得了速度与规模，但求职者却失去了对评估标准的透明度。
Workers respond by gaming the system—tailoring keywords or altering speech patterns deliberately. 求职者则通过‘钻空子’应对——刻意堆砌关键词或调整说话方式。

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的信号机制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AI工具筛选求职申请。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

When algorithms dominate early screening, traditional credentials like degrees matter less.

When algorithms dominate early screening, traditional credentials like degrees matter less.

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：When algorithms dominate early screening, traditional credentials like degrees matter less.