Does ICT lessen CO2 emissions for fast-emerging economies? An application of the heterogeneous panel estimations

  • Faisal FaisalEmail author
  • Azizullah
  • Turgut Tursoy
  • Ruqiya Pervaiz
Research Article


This study examines the effects of electricity consumption, financial development, economic growth, trade and ICT on CO2 emissions in the fast-emerging countries, excluding Russia due to the unavailability of data. Cross-sectional dependency was identified using the Pesaran (2004) and Breusch and Pagan CD tests from Breusch and Pagan (1980) using annual data from 1993 to 2014 based on data availability. The second-generation panel unit root test was applied to investigate the integration order of the series. The long-run relationship among the variables was confirmed using second-generation panel cointegration techniques, which take cross-sectional dependency into account. Additionally, this study utilized the FMOLS, DOLS and robust least square estimators to determine the long-run coefficients. The results suggested that electricity usage and financial development have a positive and significant impact, while economic growth and trade have a negative and significant impact on CO2 emissions. Additionally, an inverted U-shaped relationship between ICT and CO2 emission was confirmed. This implies that pollution declines after attaining a threshold point as the ICT usage increases. Furthermore, the Dumitrescu and Hurlin (2012) heterogeneous panel causality test suggested that there is a unidirectional causal relationship between electricity consumption and CO2 emissions, CO2 emissions and ICT, gross domestic product and CO2 emissions. Another unidirectional causality exists between financial development and CO2 emissions. The study suggests that renewable energy sources can be adopted to decrease carbon emissions and to promote clean energy. Financial development needs to be further strengthened to promote the use of eco-friendly ICT products.


ICT Westerlund panel Electricity use Environmental degradation 



The authors would like to thank the Editor and the anonymous reviewers for their suggestions that substantially improved the article.


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Copyright information

© Springer-Verlag GmbH Germany, part of Springer Nature 2020

Authors and Affiliations

  1. 1.Institute of Business Studies and Leadership, Faculty of Business and EconomicsAbdul Wali Khan UniversityMardanPakistan
  2. 2.Department of Banking and Finance, Faculty of Economics and Administrative SciencesNear East University, NicosiaNorth Cyprus, Mersin 10Turkey
  3. 3.Faculty of Chemical and Life Sciences, Department of ZoologyAbdul Wali Khan UniversityMardanPakistan

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