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调查财富指数与信息通信技术技能之间的因果关系:中介分析方法。

Investigating the causal relationship between wealth index and ICT skills: a mediation analysis approach.

机构信息

Institute of Statistical Research and Training (ISRT), University of Dhaka, Dhaka, 1000, Bangladesh.

出版信息

Sci Rep. 2024 Aug 26;14(1):19786. doi: 10.1038/s41598-024-71090-2.

DOI:10.1038/s41598-024-71090-2
PMID:39187575
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11347560/
Abstract

This study examines the relationship between the wealth index (WI) and Information and Communication Technology (ICT) skills among women aged 15-49 in Bangladesh. The research aims to establish a cause-and-effect relationship between WI and ICT skills, while also examining how education mediates this relationship. Using the data from the Bangladesh Multiple Indicator Cluster Survey (MICS) Program 2019, a two-stage stratified clustered sampling method yielded a sample of 64,378 women. The analysis employed inverse probability weighting (IPW) to assess the causal effect of WI on ICT skills while investigating the mediating role of education in this cause-and-effect relationship through causal mediation analysis. The findings demonstrate a significant relationship between higher economic status and increased ICT proficiency among women aged 15-49 in Bangladesh. Mediation analysis reveals education status as a significant mediator, indicating that educational attainment plays a vital role in linking wealth and ICT skills among women. Sensitivity analysis indicates the observed effect estimates are robust to unmeasured confounding. This research underscores the importance of economic empowerment and educational interventions in narrowing the digital divide and fostering ICT skills development among women, particularly in rural and economically disadvantaged communities.

摘要

本研究考察了孟加拉国 15-49 岁女性的财富指数(WI)与信息通信技术(ICT)技能之间的关系。该研究旨在确定 WI 和 ICT 技能之间的因果关系,同时研究教育在这种关系中的中介作用。研究使用了 2019 年孟加拉国多指标类集调查(MICS)计划的数据,采用两阶段分层聚类抽样方法,得到了 64378 名女性的样本。分析采用逆概率加权(IPW)来评估 WI 对 ICT 技能的因果效应,同时通过因果中介分析研究教育在这种因果关系中的中介作用。研究结果表明,在孟加拉国,15-49 岁的女性中,较高的经济地位与较高的 ICT 熟练程度之间存在显著关系。中介分析表明,教育状况是一个重要的中介因素,这表明教育程度在连接财富和女性的 ICT 技能方面起着至关重要的作用。敏感性分析表明,观察到的效应估计值对未测量的混杂因素具有稳健性。这项研究强调了经济赋权和教育干预在缩小数字鸿沟和促进女性 ICT 技能发展方面的重要性,特别是在农村和经济落后社区。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3aa/11347560/a8c81a14a750/41598_2024_71090_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3aa/11347560/eb861c82e113/41598_2024_71090_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3aa/11347560/a8c81a14a750/41598_2024_71090_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3aa/11347560/eb861c82e113/41598_2024_71090_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d3aa/11347560/a8c81a14a750/41598_2024_71090_Fig2_HTML.jpg

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