Environmental impact of information and communication technology: Unveiling the role of education in developing countries
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Greater investment in ICT has the added benefit of solving the issues of the unavailability of ICT networks and/or issues with low connectivity, especially within developing nations, thereby bridging the digital divide.
“Greater investment in ICT also has the added benefit of solving the issues of the unavailability of ICT networks and/or issues with low connectivity, especially within developing nations, thereby bridging the digital divide [115].”
From ICT sector, digitization and environmental sustainability: A systematic review of the literature from 2000 to 2022 (2023) · cites this paper as [115]
Cites
Co-integration and error correction: representation, estimation and testing
Engle, R. F., & Granger, C. W. J. (1987) · Econometrica · doi:10.2307/1913236 · Cited by 32,007 · see citing works
A simple panel unit root test in the presence of cross‐section dependence
Pesaran, M. H. (2007) · Journal of Applied Econometrics · doi:10.1002/jae.951 · Cited by 12,787 · see citing works
The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics
Breusch, T., & Pagan, A. R. (1980) · The Review of Economic Studies · doi:10.2307/2297111 · Cited by 9,036 · see citing works
Testing for Error Correction in Panel Data*
Westerlund, J. (2007) · Oxford Bulletin of Economics and Statistics · doi:10.1111/j.1468-0084.2007.00477.x · Cited by 6,113 · see citing works
Testing slope homogeneity in large panels
Pesaran, M. H., & Yamagata, T. (2007) · Journal of Econometrics · doi:10.1016/j.jeconom.2007.05.010 · Cited by 6,048 · see citing works
Testing for Granger non-causality in heterogeneous panels
Dumitrescu, E.-I., & Hurlin, C. (2012) · Economic Modelling · doi:10.1016/j.econmod.2012.02.014 · Cited by 5,922 · see citing works
Does globalization affect growth? Evidence from a new index of globalization
Dreher, A. (2006) · Applied Economics · doi:10.1080/00036840500392078 · Cited by 3,184 · see citing works
Testing for Cross-Sectional Dependence in Panel-Data Models
Hoyos, R. E. D., & Sarafidis, V. (2006) · The Stata Journal Promoting communications on statistics and Stata · doi:10.1177/1536867x0600600403 · Cited by 1,405 · see citing works
Zaidi, S. A. H., Zafar, M. W., Shahbaz, M. Q., & Hou, F. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2019.04.210 · Cited by 799 · see citing works
Self-citationPata, U. K., & Çağlar, A. E. (2020) · Energy · doi:10.1016/j.energy.2020.119220 · Cited by 754 · see citing works
ICT and economic growth – Comparing developing, emerging and developed countries
Niebel, T. (2017) · World Development · doi:10.1016/j.worlddev.2017.11.024 · Cited by 740 · see citing works
Ulucak, R., & Bilgili, F. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.03.191 · Cited by 721 · see citing works
ICT and environmental sustainability: A global perspective
Añón Higón, D., Gholami, R., & Shirazi, F. (2017) · Telematics and Informatics · doi:10.1016/j.tele.2017.01.001 · Cited by 635 · see citing works
ICT and environmental quality in Sub-Saharan Africa: Effects and transmission channels
Avom, D., Nkengfack, H., Fotio, H. K., & Totouom, A. (2020) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2020.120028 · Cited by 545 · see citing works
Ahmed, Z., Zhang, B., & Cary, M. A. (2020) · Ecological Indicators · doi:10.1016/j.ecolind.2020.107060 · Cited by 517 · see citing works
Park, Y., Meng, F., & Baloch, M. A. (2018) · Environmental Science and Pollution Research · doi:10.1007/s11356-018-3108-6 · Cited by 489 · see citing works
Identifying the impacts of human capital on carbon emissions in Pakistan
Bano, S., Zhao, Y., Ahmad, A., Wang, S., & Ya, L. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.02.008 · Cited by 471 · see citing works
Zafar, M. W., Shahbaz, M. Q., Sinha, A., et al. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.122149 · Cited by 456 · see citing works
Self-citationAhmed, Z., Ahmad, M., Rjoub, H., et al. (2021) · Sustainable Development · doi:10.1002/sd.2251 · Cited by 443 · see citing works
Does globalization increase the ecological footprint? Empirical evidence from Malaysia
Ahmed, Z., Wang, Z., Mahmood, F., Hafeez, M., & Ali, N. (2019) · Environmental Science and Pollution Research · doi:10.1007/s11356-019-05224-9 · Cited by 430 · see citing works
Does globalization impede environmental quality in India?
Shahbaz, M. Q., Mallick, H., Mahalik, M. K., & Loganathan, N. (2015) · Ecological Indicators · doi:10.1016/j.ecolind.2014.12.025 · Cited by 426 · see citing works
Energy intensity developments in 40 major economies: Structural change or technology improvement?
Voigt, S., Cian, E. D., Schymura, M., & Verdolini, E. (2013) · Energy Economics · doi:10.1016/j.eneco.2013.10.015 · Cited by 412 · see citing works
How Will Energy Demand Develop in the Developing World?
Wolfram, C., Shelef, O., & Gertler, P. (2012) · The Journal of Economic Perspectives · doi:10.1257/jep.26.1.119 · Cited by 400 · see citing works
Enhancing ICT for environmental sustainability in sub-Saharan Africa
Asongu, S., le Roux, S., & Biekpe, N. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2017.09.022 · Cited by 399 · see citing works
Panel cointegration with global stochastic trends
Bai, J., Kao, C. D., & Ng, S. (2008) · Journal of Econometrics · doi:10.1016/j.jeconom.2008.10.012 · Cited by 398 · see citing works
Internet usage, electricity consumption and economic growth in Australia: A time series evidence
Salahuddin, M., & Alam, K. (2015) · Telematics and Informatics · doi:10.1016/j.tele.2015.04.011 · Cited by 396 · see citing works
The effect of ICT on CO2 emissions in emerging economies: does the level of income matters?
Khan, D., Khan, N., Baloch, M. A., Saud, S., & Fatima, T. (2018) · Environmental Science and Pollution Research · doi:10.1007/s11356-018-2379-2 · Cited by 383 · see citing works
Shabani, Z. D., & Shahnazi, R. (2018) · Energy · doi:10.1016/j.energy.2018.11.062 · Cited by 371 · see citing works
The impact of ICT industry on CO2 emissions: A regional analysis in China
Zhang, C., & Liu, C. (2014) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2014.12.011 · Cited by 370 · see citing works
Self-citationKhan, I., Hou, F., Irfan, M., Zakari, A., & Le, H. P. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.111157 · Cited by 363 · see citing works
Self-citationAbid, M. (2016) · Journal of Environmental Management · doi:10.1016/j.jenvman.2016.12.007 · Cited by 362 · see citing works
Shahbaz, M. Q., Mallick, H., Mahalik, M. K., & Sadorsky, P. (2016) · Energy Economics · doi:10.1016/j.eneco.2016.01.013 · Cited by 343 · see citing works
Haseeb, A., Xia, E., Saud, S., Ahmad, A., & Khurshid, H. (2019) · Environmental Science and Pollution Research · doi:10.1007/s11356-019-04296-x · Cited by 333 · see citing works
Ahmed, Z., & Le, H. P. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-020-11205-0 · Cited by 326 · see citing works
Jin, T., & Kim, J. (2018) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2018.04.022 · Cited by 324 · see citing works
Khan, I., Hou, F., Zakari, A., & Tawiah, V. K. (2021) · Energy · doi:10.1016/j.energy.2021.119935 · Cited by 323 · see citing works
Self-citationEnvironmental effects of information and communications technologies
Williams, E. (2011) · Nature · doi:10.1038/nature10682 · Cited by 304 · see citing works
Environmental productivity and Kuznets curve in India
Managi, S., & Jena, P. R. (2007) · Ecological Economics · doi:10.1016/j.ecolecon.2007.07.011 · Cited by 287 · see citing works
Wang, Z., Danish, Zhang, B., et al. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.02.260 · Cited by 286 · see citing works
Zafar, M. W., Sinha, A., Ahmed, Z., Qin, Q., & Zaidi, S. A. H. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.110868 · Cited by 282 · see citing works
Self-citationAhmad, M., Ahmed, Z., Majeed, A. H., & Huang, B. (2021) · Environmental Impact Assessment Review · doi:10.1016/j.eiar.2021.106603 · Cited by 281 · see citing works
Zahoor, Z., Khan, I., & Hou, F. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-16832-9 · Cited by 275 · see citing works
Self-citationAhmed, Z., Wang, Z., & Ali, S. (2019) · Air Quality Atmosphere & Health · doi:10.1007/s11869-019-00711-x · Cited by 273 · see citing works
ICT, total factor productivity, and carbon dioxide emissions in Tunisia
Amri, F., Zaied, Y. B., & Lahouel, B. B. (2019) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2019.05.028 · Cited by 272 · see citing works
Giday, H. G. (2018) · Telecommunications Policy · doi:10.1016/j.telpol.2018.03.010 · Cited by 263 · see citing works
Mahalik, M. K., Mallick, H., & Padhan, H. (2020) · Renewable Energy · doi:10.1016/j.renene.2020.09.090 · Cited by 252 · see citing works
Is Globalization Detrimental to CO2 Emissions in Japan? New Threshold Analysis
Shahbaz, M. Q., Shahzad, S. J. H., & Mahalik, M. K. (2017) · Environmental Modeling & Assessment · doi:10.1007/s10666-017-9584-0 · Cited by 249 · see citing works
Evaluation of ICT development and economic growth in Africa
Adeleye, B. N., & Eboagu, C. (2019) · NETNOMICS Economic Research and Electronic Networking · doi:10.1007/s11066-019-09131-6 · Cited by 245 · see citing works
Khan, I., & Hou, F. (2020) · Environmental Science and Pollution Research · doi:10.1007/s11356-020-10861-6 · Cited by 235 · see citing works
Self-citationYang, X., & Khan, I. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-16000-z · Cited by 234 · see citing works
Self-citationHassan, S. T., Batool, B., Zhu, B., & Khan, I. (2022) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2022.130735 · Cited by 232 · see citing works
Self-citationThe role of education in the Environmental Kuznets Curve. Evidence from Australian data
Balaguer, J., & Cantavella-Jordá, M. (2018) · Energy Economics · doi:10.1016/j.eneco.2018.01.021 · Cited by 230 · see citing works
Khan, I., Hou, F., Le, H. P., et al. (2021) · Resources Policy · doi:10.1016/j.resourpol.2021.102109 · Cited by 209 · see citing works
Self-citationAmri, F. (2018) · Environmental Science and Pollution Research · doi:10.1007/s11356-018-3331-1 · Cited by 208 · see citing works
Su, Y., & Liu, Z. (2015) · China Economic Review · doi:10.1016/j.chieco.2015.12.007 · Cited by 204 · see citing works
ICT, openness and CO2 emissions in Africa
Asongu, S. A. (2018) · Environmental Science and Pollution Research · doi:10.1007/s11356-018-1239-4 · Cited by 199 · see citing works
Adebayo, T. S., Awosusi, A. A., Kırıkkaleli, D., Akinsola, G. D., & Mwamba, M. N. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-13498-1 · Cited by 187 · see citing works
Productive energy use and economic growth: Energy, physical and human capital relationships
Gil-Delgado, M. D. P. P.-R., & Sánchez‐Braza, A. (2015) · Energy Economics · doi:10.1016/j.eneco.2015.03.010 · Cited by 177 · see citing works
Khan, I., Hou, F., Zakari, A., Irfan, M. F., & Ahmad, M. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.129747 · Cited by 177 · see citing works
Self-citationDigital Economy and Environmental Quality: Evidence from 217 Cities in China
Li, Z., Li, N., & Wen, H. (2021) · Sustainability · doi:10.3390/su13148058 · Cited by 174 · see citing works
Zafar, M. W., Zaidi, S. A. H., Mansoor, S., Sinha, A., & Qin, Q. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.121547 · Cited by 170 · see citing works
Self-citationLin, X., Zhao, Y., Ahmad, M., Ahmed, Z., Rjoub, H., & Adebayo, T. S. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18168503 · Cited by 165 · see citing works
Alternate energy sources and environmental quality: The impact of inflation dynamics
Bilal, B., Khan, I., Tan, D., Azam, W., & Hassan, S. T. (2022) · Gondwana Research · doi:10.1016/j.gr.2021.12.011 · Cited by 156 · see citing works
Self-citationTesting for Slope Heterogeneity Bias in Panel Data Models
Murillo Campello, A., Galvao, A. F., & Juhl, T. (2018) · Journal of Business and Economic Statistics · doi:10.1080/07350015.2017.1421545 · Cited by 149 · see citing works
Zafar, M. W., Qin, Q., Malik, M. N., et al. (2020) · Journal of Environmental Management · doi:10.1016/j.jenvman.2020.110827 · Cited by 138 · see citing works
Self-citationAsongu, S., & Nwachukwu, J. C. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.01.004 · Cited by 135 · see citing works
The global move toward Internet shopping and its influence on pollution: an empirical analysis
Al‐mulali, U., Sheau-Ting, L., & Öztürk, İ. (2015) · Environmental Science and Pollution Research · doi:10.1007/s11356-015-4142-2 · Cited by 125 · see citing works
Khan, I., Tan, D., Hassan, S. T., & Bilal, B. (2022) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-18306-4 · Cited by 125 · see citing works
Self-citationCan information and communication technology reduce CO2 emission? A quantile regression analysis
Chen, X., Gong, X., Li, D., & Zhang, J. (2019) · Environmental Science and Pollution Research · doi:10.1007/s11356-019-06380-8 · Cited by 122 · see citing works
Lyu, L., Khan, I., Zakari, A., & Bilal, B. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-16254-7 · Cited by 121 · see citing works
Self-citationThe Introduction of Green Finance: A Curse or a Benefit to Environmental Sustainability?
Zakari, A., & Khan, I. (2021) · Energy RESEARCH LETTERS · doi:10.46557/001c.29977 · Cited by 114 · see citing works
Self-citationSustainable growth and the environmental Kuznets curve
Hartman, R., & Kwon, O. (2004) · Journal of Economic Dynamics and Control · doi:10.1016/j.jedc.2004.10.001 · Cited by 107 · see citing works
Working in partnership to develop engineering capability in energy efficiency
Desha, C., Robinson, D., & Sproul, A. B. (2014) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2014.03.099 · Cited by 99 · see citing works
Shobande, O. A., & Ogbeifun, L. (2021) · International Journal of Sustainable Development & World Ecology · doi:10.1080/13504509.2021.1909172 · Cited by 99 · see citing works
Zakari, A., & Khan, I. (2021) · Journal of Chinese Economic and Business Studies · doi:10.1080/14765284.2021.1968709 · Cited by 99 · see citing works
Self-citationNtow‐Gyamfi, M., Bokpin, G. A., Aboagye, A. Q. Q., & Ackah, C. (2020) · Development Studies Research · doi:10.1080/21665095.2020.1798261 · Cited by 96 · see citing works
Khan, I., Hou, F., Zakari, A., Tawiah, V. K., & Ali, S. A. (2021) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2021.1972797 · Cited by 95 · see citing works
Self-citationAhmed, Z., Zafar, M. W., & Mansoor, S. (2020) · Environmental Science and Pollution Research · doi:10.1007/s11356-020-10076-9 · Cited by 94 · see citing works
Self-citationThe Human Development Relies on Energy. Panel Data Evidence
Pîrlogea, C. (2012) · Procedia Economics and Finance · doi:10.1016/s2212-5671(12)00186-4 · Cited by 85 · see citing works
Reviewing the ecological footprints of Africa top carbon consumer: a quantile on quantile analysis
Zakari, A., Khan, I., Tawiah, V. K., et al. (2022) · International Journal of Environmental Science and Technology · doi:10.1007/s13762-021-03904-z · Cited by 61 · see citing works
Self-citationZeng, Q., & Yue, X. (2021) · Environmental Science and Pollution Research · doi:10.1007/s11356-021-17133-x · Cited by 38 · see citing works
Uddin, M. M. M. (2014) · IOSR Journal of Humanities and Social Science · doi:10.9790/0837-19486067 · Cited by 24 · see citing works
Measuring the environmental impact of ICT hardware
Krumay, B., & Brandtweiner, R. (2016) · International Journal of Sustainable Development and Planning · doi:10.2495/sdp-v11-n6-1064-1076 · Cited by 20 · see citing works
Economic growth and the environment
Figueroa, A. I. (2013) · CEPAL review · doi:10.18356/645dfbb8-en · Cited by 3 · see citing works
Globalization and its Impact on Culture
Nagla, B. K. (2010) · Quest-The Journal of UGC-HRDC Nainital · doi:10.5958/j.0974-5041.4.1.001 · Cited by 3 · see citing works
Information and Communications Technology
Warf, B. (2017) · International Encyclopedia of Geography · doi:10.1002/9781118786352.wbieg0569 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Charfeddine, L., & Umlai, M. (2023) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2023.113482 · Cited by 199 · see citing works
“For instance, Zhang et al. [115] recommended that policymakers approach the financial sector to devise policies that allow for more affordable interest rates for funding ICT projects Similarly, Avom et al. [9] recommended that policymakers should develop policies that facilitate access to finance…”
- Authors
- Zhang, C., Khan, I., Dagar, V., Saeed, A., & Zafar, M. W.
- Affiliations
- Jilin University (CN)
- Beijing Institute of Technology (CN)
- Great Lakes Institute of Management (IN)
- National University of Computer and Emerging Sciences (PK)
- COMSATS University Islamabad (PK)
- Corresponding author
- Zafar, Muhammad Wasif
- Venue
- Technological Forecasting and Social Change
- Publisher
- Elsevier BV
- Published
- 2022-05
- Volume
- 178
- Pages
- 121570
- ISSN
- 0040-1625 (ISSN-L)
- OpenAlex
- W4213087337
- Cited by
- 340
- References
- 86
- Citations by year
- 2026: 28 · 2025: 57 · 2024: 73 · 2023: 131 · 2022: 50 · 2021: 1
- FWCI
- 62.53
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Technological Forecasting and Social Change (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- National Office for Philosophy and Social Sciences (20BGY102, 21ZDA006)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Energy, Environment, Economic Growth
- Physical Sciences › Computer Science › Information Systems › Economic Growth and Development
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Green IT and Sustainability
- Keywords
- information and communication technologies, environmental quality, education, developing countries, globalization, income, financial development, ICT infrastructure, CO2 emissions, environmental policy
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review