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 标    题: 人工智能技术对就业影响的实证研究:服务业企业的微观证据(2023 第2卷 第3期 11)
作       者:

赵玲 陶欢 曹海涛

文章栏目:

智慧城市

摘       要:

随着人工智能技术的发展,其对职业的替代影响一直是讨论的热点之一,尤其是生成式AI的突破性发展,又引发了人们对于“机器替代人类”的进一步担忧。服务业作为吸纳了最多就业人口的产业,人工智能技术的发展和应用对服务业就业是否以及产生何种影响,是目前亟需回答的问题。本研究首先基于O*NET职业数据,利用机器学习算法,分析了服务业相关职业被替代的整体风险情况;随后,本研究以2011-2020年服务业上市企业数据为基础,使用双重差分法从企业层面研究了人工智能技术应用对服务业企业员工人数、员工技能结构和员工收入的影响。本研究的主要结论如下:第一,尽管人工智能替代的高风险职业目前还主要集中于制造业,但服务业职业被人工智能替代的风险正逐步凸显;第二,服务业企业应用人工智能技术会增加雇佣员工总数,吸纳更多人员就业;第三,尽管员工人数增加,但这一需求主要体现在对高技能员工群体的需求上,对于中低技能的员工呈现需求减少的效应,出现“学历-岗位”极化趋势;最后,在员工收入方面,服务业企业人工智能技术的应用,使得员工收入有一定的下降趋势,这也是去技能化带来的负面影响之一,导致员工对薪酬议价的能力下降,引发收入不平等现象。

关  键  词:

人工智能;职业替代;服务业;去技能化

Abstract:

As artificial intelligence advances, one of the main topics today is how it will affect job replacement. In particular, the ground-breaking discovery of generative AI has increased people's worries about "machines replacing humans." It is crucial to determine whether and how the development and deployment of artificial intelligence technology will affect the employment of the service industry, which employs the largest number of people. Using O*NET occupational data and machine learning algorithm, this study first analyzes the overall risk of AI job replacement in service industry. Then, using data from listed service industry enterprises in China from 2011 to 2020, this study uses the difference-in-difference method to examine the impact of artificial intelligence on the number of employees, the skill structure of employees, and the income of employees in service industry enterprises. The main findings of this study are as follows. First, although the job with high replacement risks are mainly concentrated in the manufacturing sector, the risk of being replaced by artificial intelligence in service sector is becoming increasingly prominent. Second, the application of artificial intelligence by service enterprises will increase the total number of employees and absorb more jobs. Third, despite the increase in the number of employees, this demand is mainly reflected in the demand for high-skilled employees, showing a reduced demand for low- and medium-skilled employees, resulting in a polarization trend of "education-post". Finally, in terms of employee income, the application of artificial intelligence technology in service enterprises makes employees' income have a certain downward trend, which is also one of the negative effects of deskilling, which leads to the decline of employees' ability to bargain on salary and leads to income inequality.

Keywords:

Artificial Intelligence; Job Replacement; Service Industry; Deskilling

作者简介:

赵玲,华中科技大学管理学院教授、博士生导师,Email:lingzhao@mail.hust.edu.cn;

陶欢,华中科技大学管理学院博士研究生,Email:huantao@hust.edu.cn;

曹海涛,华中科技大学管理学院硕士研究生,Email:caohaitao63@outlook.com。

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