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Did Industrial Intelligence Affect the Education Expenditure of Labors' Family?
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Qingyu Liu, Hao Liang
Journal of Technology Economics | 2025, 44(3) : 122 - 135
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Journal of Technology Economics | 2025, 44(3): 122-135
Technology Economics Management
Did Industrial Intelligence Affect the Education Expenditure of Labors' Family?
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Qingyu Liu, Hao Liang
Affiliations
  • School of Political Science and Law, Jiangxi Normal Universitym, Nanchang 330022, China
Published: 2025-03-25 doi: 10.12404/j.issn.1002-980X.J24041112
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The change of human capital investment reflects the attitude of workers in the face of the impact of industrial intelligence, and will shape the future labor market pattern from the perspective of labor supply. Based on the provincial panel data and China Family Panel Studies(CFPS) data, the impact of industrial intelligence on the human capital investment of workers' families from the perspective of education expenditure was empirically tested.The results show that industrial intelligence will significantly promote the increase of education expenditure of workers' families, which is particularly obvious in families with high education level.The skill premium is an important channel for industrial intelligence to increase the educational expenditure of workers' families.The labor supply structure has a moderating effect on the relationship between industrial intelligence and family education expenditure. The abundance of skilled labor supply will reduce the skill premium and thus reduce the promotion effect of industrial intelligence on education expenditure.There is a threshold effect on the impact of industrial intelligence on workers' family education expenditure. When the level of industrial intelligence crosses the threshold, the effect decreases.Therefore, it is necessary to take the government as the leading factor, promote the intelligent upgrading of the whole society, continuously improve the human capital investment motivation and ability of social members, promote the coordinated development of regional labor supply structure and industrial intelligence, and pay attention to the impact of industrial intelligence on the labormarket, so that the level of social human capital can be effectively improved in the long run.

industrial intelligence  /  family education expenditure  /  labor  /  human capital investment
Qingyu Liu, Hao Liang. Did Industrial Intelligence Affect the Education Expenditure of Labors' Family?[J]. Journal of Technology Economics, 2025 , 44 (3) : 122 -135 . DOI: 10.12404/j.issn.1002-980X.J24041112
Year 2025 volume 44 Issue 3
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doi: 10.12404/j.issn.1002-980X.J24041112
  • Receive Date:2024-04-11
  • Online Date:2025-07-09
  • Published:2025-03-25
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  • Received:2024-04-11
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    School of Political Science and Law, Jiangxi Normal Universitym, Nanchang 330022, China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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