科研管理 ›› 2024, Vol. 45 ›› Issue (1): 64-73.DOI: 10.19571/j.cnki.1000-2995.2024.01.007

• 论文 • 上一篇    下一篇

员工与机器关系:基于制造企业“机器换人”实践的调研证据

何江1,2,闫淑敏3,谭智丹3,夏青4,郭子颖3,马钰洁3,毕文琳3,谢显美5   

  1. 1.清华大学公共管理学院,北京100084;
    2.清华大学人工智能国际治理研究院,北京100084;
    3.同济大学经济与管理学院,上海200092;
    4.湘潭大学商学院,湖南 湘潭411105;
    5.正泰电气股份有限公司, 上海201600

  • 收稿日期:2022-01-17 修回日期:2023-02-15 出版日期:2024-01-20 发布日期:2024-01-02
  • 通讯作者: 闫淑敏
  • 基金资助:
    科技部科技创新2030—新一代人工智能重大项目:“重点领域人工智能治理挑战及对策研究”(2020AAA0105300,2020.07—2023.06);国家自然科学基金面上项目:“互联网能使生活更美好吗?基于互联网背景的工作-生活渗透对员工幸福感的影响研究”(71872130,2019.01—2022.12) ;国家社会科学基金青年项目“智能制造企业多元混合劳动力生态系统价值共生机制研究”(23CGL022,2023.09—2025.12);中国博士后科学基金资助项目“制造企业人机价值共生:影响因素、驱动路径与演化机制”(2023M731900,2023.06—2024.12)。

Relationship between employees and machines: Research evidence based on the practice of replacing human labor with machines in manufacturing enterprises

He Jiang1,2, Yan Shumin3, Tan Zhidan3, Xia Qing4, Guo Ziying3, Ma Yujie3, Bi Wenlin3, Xie Xianmei5   

  1. 1. School of Public Policy and Management, Tsinghua University, Beijing 100084, China;
    2. Institute for AI International Governance, Tsinghua University, Beijing 100084, China;
    3. School of Economics and Management, Tongji University, Shanghai 200092, China;
    4. Business School, Xiangtan University, Xiangtan 411105, Hunan, China;
    5. Chint Electric Co., Ltd., Shanghai 201600, China
  • Received:2022-01-17 Revised:2023-02-15 Online:2024-01-20 Published:2024-01-02
  • Contact: Yan ShuMin

摘要:     员工与机器关系已成制造企业“机器换人”进程的关键议题,但源自企业微观层面一线员工实践证据知之甚少。基于典型制造企业员工调研访谈,探究“机器换人”实践进程中员工与机器关系概况及其影响效应。结果发现:(1)机器既在“换人”、也在变换员工工作,“局部‘机器换人’、总体人机共生”成企业实践总趋势,且被机器替代的员工呈现组织内外部双循环流动趋势;(2)已有组织在倡导员工把机器当同事,超六成受访者希望把机器当同事,超半数受访者表示其已把机器当伙伴而非工具或对手,且超四成受访者表示应加大“机器换人”力度;(3)机器既在“换人”、也在“助人”,员工则对机器“爱恨交加”,既担忧机器替代就业,又无法离开机器而独自作业,且“机器换人”对员工工作收入、效率、强度、时间、动力等均有双刃剑效应;(4)员工对待人机协作持积极态度,其总体更偏好与人而非机器协作,但也因角色情形而存在差异,即员工更偏好作为平级同事或上司的人类协作者而非机器,并偏好管理作为下属的机器而非人类;(5)机器特征(相较于员工特征)对人机关系影响效应总体更为凸显,且性别、技能熟练程度、机器智能自动化程度、操作界面设计合理性、机器技术支撑程度等存在显著的人机关系影响效应差异。研究所得结论可为引导制造企业“机器换人”实践提供经验借鉴,也为后续人机关系深化探究奠定基础。

关键词: 机器换人, 人机共生, 人机团队, 人机分工, 混合劳动力

Abstract:     The relationship between employees and machines has become a key issue in the process of replacing human labor with machine (RHLM) in the manufacturing enterprise, while little is known about its practical evidence of front-line employees at the micro-level. Based on the survey and interview of a typical manufacturing enterprise, this research discussed the overview of the relationship between employees and machines and its effects in the practice of RHLM. The results showed that: (1) RHLM is not only replacing human labor, but also changing the work content of employees, and it is the general trend of enterprise practice that RHLM from the part of job area and being human-machine symbiosis at the whole level of the enterprise. And the employees replaced by the machine are mainly manifested in several kinds of flow directions, which generally present a double-path circulation trend inside and outside of the enterprise organization. (2) There have been organizations already advocating employees to treat machines as colleagues, and over 60% of the interviewees hope to treat machines as colleagues. Besides, more than half of the interviewees say they treat machines as partners rather than tools or competitors, and more than 40% of the interviewees support to strengthen the degree of RHLM. (3) Machines are both replacing human labor and enhancing employees, and employees′ love and hate for the machines are mingled, because they are not only worried about being replaced by machines, but also cannot work alone without machines. In addition, RHLM has a double-edged-sword effects on employees′ work income, efficiency, intensity, time, and motivation. (4) Employees are optimistic about human-machine collaboration. They generally prefer to collaborate with humans rather than machines, but there are also differences due to role situations, that is, more employees prefer human collaborators (rather than machines) as peer colleagues or supervisors, and more employees prefer machines (rather than humans) as subordinates. (5) The machine characteristics (compared with employee characteristics) are generally having more prominent effects on human-machine relationship, and different characteristics present significant differences in its impact on human-machine relationship.Compared with the existing literature, the contributions of this study lie in two aspects. On the one hand, compared with the macroeconomic or theoretical model analysis of existing research, this research conducts a practical investigation on the front-line employees at the micro level of typical manufacturing enterprises, which can provide new evidence support for interpreting the RHLM phenomenon of enterprise. On the other hand, most of the existing studies have explored the RHLM phenomenon of enterprise from the perspectives of machine technology R&D innovation, efficiency optimization, and digital-intelligence transformation, while this study provides new evidence explanations from the perspective of the relationship between employees and machines, and explore the two-way interaction relationship between employees and machines based on multiple dimensions, such as the interaction between employee and machine, employee′s attitude towards machine, and machine′s impact on employee, which helps to expand the theoretical boundary of employee-machine relationship in the context of RHLM. The findings of this study can provide reference for guiding enterprises to implement the RHLM practice of employee-orientation, and they can also lay a theoretical foundation for the deepening research of human-machine relationship.

Key words: replacing human labor with machine, human-machine symbiosis, human-machine team, human-machine labor division, hybrid workforce