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. 2025 Mar 17;15:9052. doi: 10.1038/s41598-025-93806-8

Table 4.

Evaluation index system of smart logistics.

Primary indicators Secondary indicators Tertiary indicators Unit Causality
Development elements Technological innovation Number of logistics industry invention patents Pcs +

Financial

support

Ratio of transportation and fiscal expenditure / Fiscal expenditure % +
Talent scale Number of logistics industry employees / Number of higher education personnel / +
Proportion of employees in information transmission, computer services, and software industry % +
Education investment Ratio of fiscal education expenditure / Total expenditure % +
Development environment Industrial structure Logistics industry agglomeration % +
Logistics industry output / Total output % +
Digital finance Digital Inclusive Finance Index / +
Hardware sharing Per capita internet broadband access ports Pcs / Person +
Number of postal outlets per unit area Pcs / Square meter +
Per capita fiber optic cable length Meters / Person +
Software sharing Mobile phone penetration rate Set / 100 persons +
Number of national intelligent warehousing and logistics demonstration bases Pcs +
Road density (Road + railway mileage) / area / km +
Investment intensity Logistics industry investment / Fixed asset investment % +
Development effectiveness Intelligent Applications Per capita telecommunications service volume Pcs / Person +
Revenue from data processing, storage services / Logistics industry value added % +
Revenue from platform operation and maintenance services / Logistics industry value added / +
Hub capacity Freight turnover Pcs +
Economic benefit Logistics industry revenue / Total population of the region RMB / Person +
Environmental benefit Logistics industry energy consumption / Logistics industry value added.

Tons of standard coal /

RMB

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