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Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration
The recent decades have witnessed the rise of digital media; as an essential informal way of environmental education, the internet has become an important source where public acquire environmental knowledge. The current study investigates the heterogeneous treatment effects of internet use on enviro...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337947/ https://www.ncbi.nlm.nih.gov/pubmed/37437095 http://dx.doi.org/10.1371/journal.pone.0288495 |
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author | Cheng, Xiaoxiao |
author_facet | Cheng, Xiaoxiao |
author_sort | Cheng, Xiaoxiao |
collection | PubMed |
description | The recent decades have witnessed the rise of digital media; as an essential informal way of environmental education, the internet has become an important source where public acquire environmental knowledge. The current study investigates the heterogeneous treatment effects of internet use on environmental knowledge across members of the Chinese population. Based on a nationwide survey in China, the propensity score approach, a series of statistical techniques that are often used in the counterfactual framework to understand the causal relationship between an intervention and an outcome, is employed to adjust for population heterogeneity and to estimate heterogeneous treatment effects. The findings reveal highly significant positive associations between internet access/use and environmental knowledge. More importantly, this study shows that individuals who are least likely to access the internet benefit most from the knowledge returns to internet access and use, indicating a positive outlook for the potential of the digital media to narrow the environmental knowledge gap. |
format | Online Article Text |
id | pubmed-10337947 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-103379472023-07-13 Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration Cheng, Xiaoxiao PLoS One Research Article The recent decades have witnessed the rise of digital media; as an essential informal way of environmental education, the internet has become an important source where public acquire environmental knowledge. The current study investigates the heterogeneous treatment effects of internet use on environmental knowledge across members of the Chinese population. Based on a nationwide survey in China, the propensity score approach, a series of statistical techniques that are often used in the counterfactual framework to understand the causal relationship between an intervention and an outcome, is employed to adjust for population heterogeneity and to estimate heterogeneous treatment effects. The findings reveal highly significant positive associations between internet access/use and environmental knowledge. More importantly, this study shows that individuals who are least likely to access the internet benefit most from the knowledge returns to internet access and use, indicating a positive outlook for the potential of the digital media to narrow the environmental knowledge gap. Public Library of Science 2023-07-12 /pmc/articles/PMC10337947/ /pubmed/37437095 http://dx.doi.org/10.1371/journal.pone.0288495 Text en © 2023 Xiaoxiao Cheng https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Cheng, Xiaoxiao Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title | Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title_full | Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title_fullStr | Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title_full_unstemmed | Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title_short | Estimating heterogeneous effects of internet use on environmental knowledge: Taking population heterogeneity into consideration |
title_sort | estimating heterogeneous effects of internet use on environmental knowledge: taking population heterogeneity into consideration |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10337947/ https://www.ncbi.nlm.nih.gov/pubmed/37437095 http://dx.doi.org/10.1371/journal.pone.0288495 |
work_keys_str_mv | AT chengxiaoxiao estimatingheterogeneouseffectsofinternetuseonenvironmentalknowledgetakingpopulationheterogeneityintoconsideration |