Table 1 Secondary indicators and proxy variables of the digital economy and their sources.

From: Digital economy, technological progress, and carbon emissions in Chinese provinces

Primary indicators

Secondary indicators

Proxy variable

Indicator direction

Indicator source

Development Level of Digital Economy

Digital Technology Adoption

Internet users per 100 people

+

2014–2022

《Statistical Bulletin on National Economic and Social Development》

Number of mobile phone users per 100 people

+

2014–2022

《Statistical Bulletin on National Economic and Social Development》

Fiber optic cable route length

+

2014–2022

《Statistical Bulletin on National Economic and Social Development》

Digital industrialization

Per capital total telecommunications services

+

2014–2022

《Statistical Bulletin on National Economic and Social Development》

Total software business volume

+

2014-2022Statistical Yearbook by Province

Number of digital TV users

+

2014–2022

《Statistical Bulletin on National Economic and Social Development》

Industrial digitization

China Digital Inclusive Finance Index

+

《Peking University Digital Inclusive Finance Index》

Total volume of express delivery business

+

2014–2022

《China Statistical Yearbook》

E-commerce sales revenue

+

China Economic Network Statistical Database

Digital governance

Number of government websites

+

2014–2022

《Statistical Report on Internet Development in China》