Table 3 Measurement Indicators for the Independent Variables.

From: Measurement of tourism eco-efficiency, spatial distribution, and influencing factors in China

TOE

Variable

Representation method

Data resources

T (Technology)

Regional Innovation (RI)

“knowledge creation index”

China Regional Innovation Capability Evaluation Report

Digitalization Level (DL)

Weighted quantity of per capita postal service expenses, per capita telecommunication service expenses, mobile phone penetration rate, internet penetration rate, per capita express delivery volume, domain names per ten thousand people, and long-distance optical cable density

EPS

O (Organization)

Government Support (GS)

The weighted sum of the number of occurrences of “tourism” in general fiscal expenditures and government work reports, along with the number of provincial-level tourism policies issued.

PKU Law and government reports

Human Resources (HR)

Labor force engaged in the tertiary industry

EPS

E (Environment)

Transport Convenience (TC)

Weighted quantity of railway operating mileage density (km/10,000 square kilometers) and national highway mileage density (km/10,000 square kilometers)

EPS

Economic Development (ED)

Per capita GDP

EPS