Tracing Environmental Sustainability Pathways: Developing the Nexuses Between Female Employment, Industrial Production, Urbanization and <scp> CO <sub>2</sub> </scp> Emission in Highly Populated Small‐Middle‐Income, Belt and Road Initiative Countries

ABSTRACT The main objective of this research study is to investigate the influence of female employment, income inequality, use of renewable energy, industrial production, and urbanization on CO 2 emissions in 15 highly populated small‐middle‐income Belt and Road Initiative (BRI) countries. The study examined annual data from 1990 to 2019 to provide a comprehensive discussion of the results. The 2nd generation analytical tools, Westerlund Bootstrap LM co‐integration test and PMG‐ARDL model, have been adopted to explore the interrelationships among the variables. Initial findings of the Westerlund Bootstrap LM test report a stable co‐integration relationship among the variables. The PMG‐ARDL measurements evaluate that, in the long run, female employment and renewable energy condense, while income inequality, industrial production, and urbanization expand the scale of CO 2 emissions. However, the study found that all other regressor impacts, except for renewable energy, were insignificant in the short term. Thus, the study findings suggest that the discussed economies must encourage female employment, promote advanced technology and renewable energy use in industrial sectors, and discourage urbanization to reduce CO 2 emissions and attain environmental sustainability for a greener and cleaner future.

Authors

Institutions

Publication Details

Journal
Sustainable Development
Published
2026-03-27
DOI
https://doi.org/10.1002/sd.70967
Primary Topic
Energy, Environment, Economic Growth
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Tracing Environmental Sustainability Pathways: Developing the Nexuses Between Female Employment, Industrial Production, Urbanization and CO 2 Emission in Highly Populated Small‐Middle‐Income, Belt and Road Initiative Countries

Waqas Amin, Shouhong Xie, Abdul Rauf
Sustainable Development
Energy, Environment, Economic Growth
article

Tracing Environmental Sustainability Pathways: Developing the Nexuses Between Female Employment, Industrial Production, Urbanization and CO 2 Emission in Highly Populated Small‐Middle‐Income, Belt and Road Initiative Countries

Waqas Amin, Shouhong Xie, Abdul Rauf
article en

Abstract

ABSTRACT The main objective of this research study is to investigate the influence of female employment, income inequality, use of renewable energy, industrial production, and urbanization on CO 2 emissions in 15 highly populated small‐middle‐income Belt and Road Initiative (BRI) countries. The study examined annual data from 1990 to 2019 to provide a comprehensive discussion of the results. The 2nd generation analytical tools, Westerlund Bootstrap LM co‐integration test and PMG‐ARDL model, have been adopted to explore the interrelationships among the variables. Initial findings of the Westerlund Bootstrap LM test report a stable co‐integration relationship among the variables. The PMG‐ARDL measurements evaluate that, in the long run, female employment and renewable energy condense, while income inequality, industrial production, and urbanization expand the scale of CO 2 emissions. However, the study found that all other regressor impacts, except for renewable energy, were insignificant in the short term. Thus, the study findings suggest that the discussed economies must encourage female employment, promote advanced technology and renewable energy use in industrial sectors, and discourage urbanization to reduce CO 2 emissions and attain environmental sustainability for a greener and cleaner future.

Sustainable Development
Nanjing University of Information Science and Technology (CN), Nanjing University of Science and Technology (CN), Sanya University (CN)
Openalex Percentile: Top 8%
Energy, Environment, Economic Growth
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Tracing Environmental Sustainability Pathways: Developing the Nexuses Between Female Employment, Industrial Production, Urbanization and <scp> CO <sub>2</sub> </scp> Emission in Highly Populated Small‐Middle‐Income, Belt and Road Initiative Countries — Waqas Amin, Shouhong Xie, et al. · Sustainable Development (2026) | TGRS Research Map | TGRS