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. 2025 Aug 22;15:30878. doi: 10.1038/s41598-025-15399-6

Table 1.

Employment classification.

Sector description Education requirement
Manufacturing Low-education
Production and supply of electricity gas and water Low-education
Construction Low-education
Lodging and catering services Low-education
Water resources, environment and public facilities management Low-education
Transport, storage, post and telecommunication services High-education
Information transmission, software and information technology services High-education
Wholesale and retail trade Low-education
Finance and insurance High-education
Real estate trade Low-education
Health care and social welfare High-education
Education High-education
Culture, sports and entertainment High-education
Scientific research and polytechnic services High-education
Resident services, repairs and other services Low-education
Leasing and business services Low-education
Public management, social security and social organizations High-education
International organization High-education