Education, democracy, and pollution a nonlinear and panel causality frameworks

<p dir="ltr">We consider in this paper the impact of democracy and education on pollution over the period 2002–2021 for a panel of 42 countries using the PMG-ARDL estimation technique. We consider different levels of economic development, of income and democracy. Our results show tha...

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Main Author: Maroua Chaouachi (23739900) (author)
Other Authors: Mohamed Sami Ben Ali (23073832) (author)
Published: 2025
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author Maroua Chaouachi (23739900)
author2 Mohamed Sami Ben Ali (23073832)
author2_role author
author_facet Maroua Chaouachi (23739900)
Mohamed Sami Ben Ali (23073832)
author_role author
dc.creator.none.fl_str_mv Maroua Chaouachi (23739900)
Mohamed Sami Ben Ali (23073832)
dc.date.none.fl_str_mv 2025-11-26T09:00:00Z
dc.identifier.none.fl_str_mv 10.1007/s10668-025-07032-3
dc.relation.none.fl_str_mv https://figshare.com/articles/journal_contribution/Education_democracy_and_pollution_a_nonlinear_and_panel_causality_frameworks/32033919
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Economics
Econometrics
Environmental sciences
Environmental management
Human society
Political science
Democracy
Education
Pollution
PMG-ARDL
Causality
Nonlinearity
dc.title.none.fl_str_mv Education, democracy, and pollution a nonlinear and panel causality frameworks
dc.type.none.fl_str_mv Text
Journal contribution
info:eu-repo/semantics/publishedVersion
text
contribution to journal
description <p dir="ltr">We consider in this paper the impact of democracy and education on pollution over the period 2002–2021 for a panel of 42 countries using the PMG-ARDL estimation technique. We consider different levels of economic development, of income and democracy. Our results show that a higher level of school enrollment (EDU) increases the level of pollution. Also improvement in the political life of developing countries can have less pollution. We also show that democratic low-income countries pollute more than democratic high-income countries. However, countries pollute more as they became more autocratic and when they are endowed with higher levels of schooling. More findings in our study show that democracy in developing countries yields better educational outcomes that in turn, improve pollution. Our results report that, above a certain level of education, the benefits in terms of awareness are wiped out by the pollution stemming from the boom in economic activity and growth in developing countries. However, the costs in terms of pollution are sponged by the environmental awareness stemming from the educational outcomes for developed countries. More findings in our study show that countries tend to benefit less from a democratic environment as they move to higher income levels. Our estimation show the existence of a bidirectional causal relationship between our variables of interest.</p><h2 dir="ltr">Other Information</h2><p dir="ltr">Published in: Environment, Development and Sustainability<br>License: <a href="https://creativecommons.org/licenses/by/4.0" target="_blank">https://creativecommons.org/licenses/by/4.0</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1007/s10668-025-07032-3" target="_blank">https://dx.doi.org/10.1007/s10668-025-07032-3</a></p>
eu_rights_str_mv openAccess
id Manara2_a10e560810dd5ba3ec1e62bbe2b87ecf
identifier_str_mv 10.1007/s10668-025-07032-3
network_acronym_str Manara2
network_name_str Manara2
oai_identifier_str oai:figshare.com:article/32033919
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
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rights_invalid_str_mv CC BY 4.0
spelling Education, democracy, and pollution a nonlinear and panel causality frameworksMaroua Chaouachi (23739900)Mohamed Sami Ben Ali (23073832)EconomicsEconometricsEnvironmental sciencesEnvironmental managementHuman societyPolitical scienceDemocracyEducationPollutionPMG-ARDLCausalityNonlinearity<p dir="ltr">We consider in this paper the impact of democracy and education on pollution over the period 2002–2021 for a panel of 42 countries using the PMG-ARDL estimation technique. We consider different levels of economic development, of income and democracy. Our results show that a higher level of school enrollment (EDU) increases the level of pollution. Also improvement in the political life of developing countries can have less pollution. We also show that democratic low-income countries pollute more than democratic high-income countries. However, countries pollute more as they became more autocratic and when they are endowed with higher levels of schooling. More findings in our study show that democracy in developing countries yields better educational outcomes that in turn, improve pollution. Our results report that, above a certain level of education, the benefits in terms of awareness are wiped out by the pollution stemming from the boom in economic activity and growth in developing countries. However, the costs in terms of pollution are sponged by the environmental awareness stemming from the educational outcomes for developed countries. More findings in our study show that countries tend to benefit less from a democratic environment as they move to higher income levels. Our estimation show the existence of a bidirectional causal relationship between our variables of interest.</p><h2 dir="ltr">Other Information</h2><p dir="ltr">Published in: Environment, Development and Sustainability<br>License: <a href="https://creativecommons.org/licenses/by/4.0" target="_blank">https://creativecommons.org/licenses/by/4.0</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1007/s10668-025-07032-3" target="_blank">https://dx.doi.org/10.1007/s10668-025-07032-3</a></p>2025-11-26T09:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1007/s10668-025-07032-3https://figshare.com/articles/journal_contribution/Education_democracy_and_pollution_a_nonlinear_and_panel_causality_frameworks/32033919CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/320339192025-11-26T09:00:00Z
spellingShingle Education, democracy, and pollution a nonlinear and panel causality frameworks
Maroua Chaouachi (23739900)
Economics
Econometrics
Environmental sciences
Environmental management
Human society
Political science
Democracy
Education
Pollution
PMG-ARDL
Causality
Nonlinearity
status_str publishedVersion
title Education, democracy, and pollution a nonlinear and panel causality frameworks
title_full Education, democracy, and pollution a nonlinear and panel causality frameworks
title_fullStr Education, democracy, and pollution a nonlinear and panel causality frameworks
title_full_unstemmed Education, democracy, and pollution a nonlinear and panel causality frameworks
title_short Education, democracy, and pollution a nonlinear and panel causality frameworks
title_sort Education, democracy, and pollution a nonlinear and panel causality frameworks
topic Economics
Econometrics
Environmental sciences
Environmental management
Human society
Political science
Democracy
Education
Pollution
PMG-ARDL
Causality
Nonlinearity