IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v88y2024ics0301420723011674.html
   My bibliography  Save this article

How can natural resource dependence, environmental-related technologies and digital trade protect the environment: Redesigning SDGs policies for sustainable environment?

Author

Listed:
  • Ashraf, Muhammad Zubair
  • Wei, Wei
  • Usman, Muhammad
  • Mushtaq, Shahid

Abstract

The worldwide community is seriously concerned about the shocking effects of climate change. In the Paris agreement, policymakers opted to mitigate worldwide emissions to a certain level, which raised considerable apprehension for the highest emitting countries. Numerous studies have investigated several indicators contributing to environmental sustainability, however limited research has focused on environmental-related technologies and the digital trade effect. Therefore, the current study inspects the nexus between environmental-related technologies, digital trade, natural resources, renewable energy use, and financial development on the carbon emissions in the top ten highest emitting countries from 2001 to 2021. This study confirms the existence of cross-sectional dependency and slope heterogeneity by employing second-generation tests for robust results. In this regard, the empirical findings depict that environmental-related technologies and financial development significantly upsurge the ecological footprint. Conversely, digital trade, renewable energy use, and the abundance of natural resources mitigate the level of ecological footprint in the long-run. Moreover, the causality analysis empirically supports the connection constructed on unidirectional and bidirectional causalities. Finally, this study proposes policy insights on the basis of findings to promote eco-friendly technology, renewable energy projects, scientific mining techniques for natural resources, transition to cleaner energy sources (SDG-7), and developed countries should assist emerging economies with advanced clean technology to restore ample biocapacity with less ecological damages (COP-27).

Suggested Citation

  • Ashraf, Muhammad Zubair & Wei, Wei & Usman, Muhammad & Mushtaq, Shahid, 2024. "How can natural resource dependence, environmental-related technologies and digital trade protect the environment: Redesigning SDGs policies for sustainable environment?," Resources Policy, Elsevier, vol. 88(C).
    • Handle: RePEc:eee:jrpoli:v:88:y:2024:i:c:s0301420723011674
    DOI: 10.1016/j.resourpol.2023.104456
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420723011674
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.resourpol.2023.104456?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Baltagi, Badi H. & Feng, Qu & Kao, Chihwa, 2012. "A Lagrange Multiplier test for cross-sectional dependence in a fixed effects panel data model," Journal of Econometrics, Elsevier, vol. 170(1), pages 164-177.
    2. Joakim Westerlund & David L. Edgerton, 2008. "A Simple Test for Cointegration in Dependent Panels with Structural Breaks," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(5), pages 665-704, October.
    3. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    4. Usman, Muhammad & Khalid, Khaizran & Mehdi, Muhammad Abuzar, 2021. "What determines environmental deficit in Asia? Embossing the role of renewable and non-renewable energy utilization," Renewable Energy, Elsevier, vol. 168(C), pages 1165-1176.
    5. Joakim Westerlund, 2007. "Testing for Error Correction in Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(6), pages 709-748, December.
    6. Tan, Junlan & Su, Xiang & Wang, Rong, 2023. "The impact of natural resource dependence and green finance on green economic growth in the context of COP26," Resources Policy, Elsevier, vol. 81(C).
    7. Dumitrescu, Elena-Ivona & Hurlin, Christophe, 2012. "Testing for Granger non-causality in heterogeneous panels," Economic Modelling, Elsevier, vol. 29(4), pages 1450-1460.
    8. Ahmad, Manzoor & Zheng, Jianghuai, 2021. "Do innovation in environmental-related technologies cyclically and asymmetrically affect environmental sustainability in BRICS nations?," Technology in Society, Elsevier, vol. 67(C).
    9. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    10. M. Hashem Pesaran & Aman Ullah & Takashi Yamagata, 2008. "A bias-adjusted LM test of error cross-section independence," Econometrics Journal, Royal Economic Society, vol. 11(1), pages 105-127, March.
    11. Muhammad Sohail Amjad Makhdum & Muhammad Usman & Rakhshanda Kousar & Javier Cifuentes-Faura & Magdalena Radulescu & Daniel Balsalobre-Lorente, 2022. "How Do Institutional Quality, Natural Resources, Renewable Energy, and Financial Development Reduce Ecological Footprint without Hindering Economic Growth Trajectory? Evidence from China," Sustainability, MDPI, vol. 14(21), pages 1-25, October.
    12. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    13. Wang, Jun & Usman, Muhammad & Saqib, Najia & Shahbaz, Muhammad & Hossain, Mohammad Razib, 2023. "Asymmetric environmental performance under economic complexity, globalization and energy consumption: Evidence from the World's largest economically complex economy," Energy, Elsevier, vol. 279(C).
    14. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    15. Yeguan Yu, 2023. "The Impact of Financial System on Carbon Intensity: From the Perspective of Digitalization," Sustainability, MDPI, vol. 15(2), pages 1-22, January.
    16. Lanre Ibrahim, Ridwan & Bello Ajide, Kazeem & Usman, Muhammad & Kousar, Rakhshanda, 2022. "Heterogeneous effects of renewable energy and structural change on environmental pollution in Africa: Do natural resources and environmental technologies reduce pressure on the environment?," Renewable Energy, Elsevier, vol. 200(C), pages 244-256.
    17. Yousaf Latif & Ge Shunqi & Zeeshan Fareed & Salman Ali & Muhammad Adnan Bashir, 2023. "Do financial development and energy efficiency ensure green environment? Evidence from R.C.E.P. economies," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 36(1), pages 51-72, January.
    18. Jahanger, Atif & Usman, Muhammad & Kousar, Rakhshanda & Balsalobre-Lorente, Daniel, 2023. "Implications for optimal abatement path through the deployment of natural resources, human development, and energy consumption in the era of digitalization," Resources Policy, Elsevier, vol. 86(PB).
    19. Lasisi, Taiwo Temitope & Alola, Andrew Adewale & Muoneke, Obumneke Bob & Eluwole, Kayode Kolawole, 2022. "The moderating role of environmental-related innovation and technologies in growth-energy utilization nexus in highest-performing eco-innovation economies," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    20. Ehigiamusoe, Kizito Uyi & Dogan, Eyup, 2022. "The role of interaction effect between renewable energy consumption and real income in carbon emissions: Evidence from low-income countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
    21. Nathaniel, Solomon Prince & Yalçiner, Kürşat & Bekun, Festus Victor, 2021. "Assessing the environmental sustainability corridor: Linking natural resources, renewable energy, human capital, and ecological footprint in BRICS," Resources Policy, Elsevier, vol. 70(C).
    22. Usman, Muhammad & Balsalobre-Lorente, Daniel, 2022. "Environmental concern in the era of industrialization: Can financial development, renewable energy and natural resources alleviate some load?," Energy Policy, Elsevier, vol. 162(C).
    23. Gyamfi, Bright Akwasi & Agozie, Divine Q. & Bekun, Festus Victor, 2022. "Can technological innovation, foreign direct investment and natural resources ease some burden for the BRICS economies within current industrial era?," Technology in Society, Elsevier, vol. 70(C).
    24. Zhou, Xiaoyong & Zhou, Dequn & Wang, Qunwei & Su, Bin, 2019. "How information and communication technology drives carbon emissions: A sector-level analysis for China," Energy Economics, Elsevier, vol. 81(C), pages 380-392.
    25. Karavias, Yiannis & Tzavalis, Elias, 2014. "Testing for unit roots in short panels allowing for a structural break," Computational Statistics & Data Analysis, Elsevier, vol. 76(C), pages 391-407.
    26. Zhang, Xudong & Song, Xueqian & Lu, Jianguang & Liu, Fei, 2022. "How financial development and digital trade affect ecological sustainability: The role of renewable energy using an advanced panel in G-7 Countries," Renewable Energy, Elsevier, vol. 199(C), pages 1005-1015.
    27. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Khan, Naveed R. & Mirza, Faisal Mehmood & Hou, Fujun & Kirmani, Syed Ali Ashiq, 2019. "The impact of natural resources, human capital, and foreign direct investment on the ecological footprint: The case of the United States," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    28. Xiaoxia Chen & Mélanie Despeisse & Björn Johansson, 2020. "Environmental Sustainability of Digitalization in Manufacturing: A Review," Sustainability, MDPI, vol. 12(24), pages 1-31, December.
    29. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
    30. Shao, Shuai & Zhang, Xuebin & Yang, Lili, 2023. "Natural resource dependence and urban shrinkage: The role of human capital accumulation," Resources Policy, Elsevier, vol. 81(C).
    31. Wan, Qilong & Miao, Xiaodong & Afshan, Sahar, 2022. "Dynamic effects of natural resource abundance, green financing, and government environmental concerns toward the sustainable environment in China," Resources Policy, Elsevier, vol. 79(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhou, Zhiyong & Long, Dengjie & Xin, Yongrong, 2024. "Combining the management of natural resources with the management of environmental resources: Modeling the impact of high-tech and ICT service export," Resources Policy, Elsevier, vol. 95(C).
    2. Jingyi Liang & Cuixia Qiao, 2024. "The Impact of Digital Trade Development on Regional Green Innovation," Sustainability, MDPI, vol. 16(22), pages 1-28, November.
    3. Khan, Samiha & Rahman, A.K.M. Atiqur & Saha, Tanaya & Alam, Mohammad Mahtab & Mahmood, Haider, 2024. "The role of Fintech in containing the carbon curse of natural resources: Evidence from resource-rich countries," Resources Policy, Elsevier, vol. 90(C).
    4. Andlib, Zubaria & Scicchitano, Sergio & Padda, Ihtsham Ul Haq, 2024. "The role of natural resources, fintech, political stability, and social globalization in environmental sustainability: Evidence from the United Kingdom," Resources Policy, Elsevier, vol. 91(C).
    5. Shu, Xiaoyang & Usman, Muhammad & Ahmad, Paiman & Irfan, Muhammad, 2024. "Analyzing the asymmetric FinTech services under natural resources, and renewable energy in the future environmental performance: New insights from STIRPAT model framework," Resources Policy, Elsevier, vol. 92(C).
    6. Ahlam Sayed A. Salah & Serdal Işıktaş & Wagdi M. S. Khalifa, 2025. "Assessing the Environmental Sustainability Corridor in South Africa: The Role of Biomass Energy and Coal Energy," Energies, MDPI, vol. 18(3), pages 1-23, January.
    7. Usman, Muhammad & Simionescu, Mihaela & Radulescu, Magdalena & Balsalobre-Lorente, Daniel, 2024. "Breaking barriers, cultivating sustainability: Discovering the trifecta influence of digitalization, natural resources, and globalization on eco-innovations across 27 European nations," Resources Policy, Elsevier, vol. 94(C).
    8. Feng, Shaohuai & Mohd Shafiei, Mohd Wira & Ng, Theam Foo & Ren, Jie, 2024. "Unlocking the potential of natural resources, fintech and fiscal policy for carbon neutrality; evidence from N-11 nations," Resources Policy, Elsevier, vol. 98(C).
    9. Chong Xiao & Riya Tabish, 2025. "Green Finance Dynamics in G7 Economies: Investigating the Contributions of Natural Resources, Trade, Education, and Economic Growth," Sustainability, MDPI, vol. 17(4), pages 1-24, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jahanger, Atif & Usman, Muhammad & Kousar, Rakhshanda & Balsalobre-Lorente, Daniel, 2023. "Implications for optimal abatement path through the deployment of natural resources, human development, and energy consumption in the era of digitalization," Resources Policy, Elsevier, vol. 86(PB).
    2. Kostakis, Ioannis & Arauzo-Carod, Josep-Maria, 2023. "The key roles of renewable energy and economic growth in disaggregated environmental degradation: Evidence from highly developed, heterogeneous and cross-correlated countries," Renewable Energy, Elsevier, vol. 206(C), pages 1315-1325.
    3. Jahanger, Atif & Usman, Muhammad & Murshed, Muntasir & Mahmood, Haider & Balsalobre-Lorente, Daniel, 2022. "The linkages between natural resources, human capital, globalization, economic growth, financial development, and ecological footprint: The moderating role of technological innovations," Resources Policy, Elsevier, vol. 76(C).
    4. Gyamfi, Bright Akwasi & Agozie, Divine Q. & Bekun, Festus Victor, 2022. "Can technological innovation, foreign direct investment and natural resources ease some burden for the BRICS economies within current industrial era?," Technology in Society, Elsevier, vol. 70(C).
    5. Usman, Muhammad & Balsalobre-Lorente, Daniel & Jahanger, Atif & Ahmad, Paiman, 2022. "Pollution concern during globalization mode in financially resource-rich countries: Do financial development, natural resources, and renewable energy consumption matter?," Renewable Energy, Elsevier, vol. 183(C), pages 90-102.
    6. Usman, Muhammad & Makhdum, Muhammad Sohail Amjad, 2021. "What abates ecological footprint in BRICS-T region? Exploring the influence of renewable energy, non-renewable energy, agriculture, forest area and financial development," Renewable Energy, Elsevier, vol. 179(C), pages 12-28.
    7. Muhammad Sadiq & Syed Tauseef Hassan & Irfan Khan & Mohammad Mafizur Rahman, 2024. "Policy uncertainty, renewable energy, corruption and CO2 emissions nexus in BRICS-1 countries: a panel CS-ARDL approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(8), pages 21595-21621, August.
    8. Appiah, Michael & Li, Mingxing & Sehrish, Saba & Abaji, Emad Eddin, 2023. "Investigating the connections between innovation, natural resource extraction, and environmental pollution in OECD nations; examining the role of capital formation," Resources Policy, Elsevier, vol. 81(C).
    9. Angeliki N. Menegaki, 2019. "The ARDL Method in the Energy-Growth Nexus Field; Best Implementation Strategies," Economies, MDPI, vol. 7(4), pages 1-16, October.
    10. Wang, Jianxin & Zhu, Guohua & Chang, Tin-Chang, 2024. "Unveiling the relationship between institutional quality, fintech, financial inclusion, human capital development and mineral resource abundance. An Asian perspective," Resources Policy, Elsevier, vol. 89(C).
    11. Uzar, Umut, 2024. "The dynamic effect of income distribution, natural resources, and freedom of press on ecological footprint: Theory and empirical evidence for emerging economies," Resources Policy, Elsevier, vol. 89(C).
    12. Voumik, Liton Chandra & Ghosh, Smarnika & Rashid, Mamunur & Das, Mihir Kumar & Esquivias, Miguel Angel & Rojas, Omar, 2024. "The effect of geopolitical risk and green technology on load capacity factors in BRICS," Utilities Policy, Elsevier, vol. 88(C).
    13. Soto, Gonzalo H & Martinez-Cobas, Xavier, 2024. "Green energy policies and energy poverty in Europe: Assessing low carbon dependency and energy productivity," Energy Economics, Elsevier, vol. 136(C).
    14. Chandio, Abbas Ali & Ozdemir, Dicle & Gokmenoglu, Korhan K. & Usman, Muhammad & Jiang, Yuansheng, 2024. "Digital agriculture for sustainable development in China: The promise of computerization," Technology in Society, Elsevier, vol. 76(C).
    15. Yilmaz Bayar & Marius Dan Gavriletea & Stefan Sauer & Dragos Paun, 2021. "Impact of Municipal Waste Recycling and Renewable Energy Consumption on CO 2 Emissions across the European Union (EU) Member Countries," Sustainability, MDPI, vol. 13(2), pages 1-12, January.
    16. Afef Bouattour & Maha Kalai & Kamel Helali, 2024. "The non-linear relationship between ESG performance and bank stability in the digital era: new evidence from a regime-switching approach," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-17, December.
    17. Wang, Mengxia & Hossain, Mohammad Razib & Si Mohammed, Kamel & Cifuentes-Faura, Javier & Cai, Xiaotong, 2023. "Heterogenous Effects of Circular Economy, Green energy and Globalization on CO2 emissions: Policy based analysis for sustainable development," Renewable Energy, Elsevier, vol. 211(C), pages 789-801.
    18. Hamza Çeştepe & Murat Çetin & Pınar Avcı & Bersu Bahtiyar, 2024. "The link between technological innovation and financial development: Evidence from selected OECD countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 1219-1235, April.
    19. Emma Serwaa Obobisa & Haibo Chen & Isaac Adjei Mensah, 2023. "Transitions to sustainable development: the role of green innovation and institutional quality," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6751-6780, July.
    20. Muhammad Shahbaz & Syed Jawad Hussain Shahzad & Mantu Kumar Mahalik & Perry Sadorsky, 2018. "How strong is the causal relationship between globalization and energy consumption in developed economies? A country-specific time-series and panel analysis," Applied Economics, Taylor & Francis Journals, vol. 50(13), pages 1479-1494, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jrpoli:v:88:y:2024:i:c:s0301420723011674. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30467 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.