A Geographically Weighted Regression Analysis of Barriers to Youth’s Participation in Local Development Planning in Gauteng Province, South Africa

IF 0.3 Q4 REMOTE SENSING South African Journal of Geomatics Pub Date : 2023-08-07 DOI:10.4314/sajg.v12i.2.1
Koech Cheruiyot
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Abstract

With South Africa having a history of youth activism and a predominantly youthful population, this paper investigates why the youth (18-34 years) do not participate in local development planning in Gauteng Province. The main source of data used in this study was the 2015/2016 QoL data of the Gauteng City-Region Observatory (GCRO). Results across Gauteng show that the majority of the youth do not participate in ward committee (WC), community development forum (CDF), and integrated development planning (IDP) meetings. The geographically weighted regression (GWR) approach proved important in allowing us to investigate the spatial variation in non-attendance at WC meetings and the heterogeneity role of the predictor variables over the study area. The GWR results show that the percentage of employed youth, average household income, the percentage of youth who have never interacted with government, the percentage of youth dissatisfied with the local councillor, and the average educational level of the youth emerged as barriers to participation in WC meetings. While results for non-participation in CDF meetings had no significant localised GWR results, compared to those for WC meetings, common barriers (as in the ordinary least squares (OLS) model) to participation in CDF meetings were, for instance, the youth’s educational level and the lack of interaction with local government. Even according to the OLS model, the results of IDP meetings were not robust, and could not therefore be interpreted. Overall, however, these results are useful in spurring spatially-targeted – either region-wide or localised – policies.
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南非豪登省青年参与地方发展规划障碍的地理加权回归分析
由于南非有着青年行动主义的历史和主要的年轻人口,本文调查了为什么青年(18-34岁)不参与豪登省的当地发展规划。本研究使用的主要数据来源是豪登省城市地区天文台(GCRO) 2015/2016年的生活质量数据。整个豪登省的调查结果显示,大多数年轻人不参加区委员会(WC)、社区发展论坛(CDF)和综合发展规划(IDP)会议。地理加权回归(GWR)方法在研究区域内未出席大会的空间变化和预测变量的异质性作用方面被证明是重要的。GWR结果显示,就业青年的百分比、平均家庭收入、从未与政府互动的青年的百分比、对地方议员不满的青年的百分比以及青年的平均教育水平成为参加大会的障碍。虽然不参加CDF会议的结果与参加WC会议的结果相比没有显著的本地化GWR结果,但参加CDF会议的常见障碍(如普通最小二乘(OLS)模型)是,例如,青年的教育水平和缺乏与当地政府的互动。即使根据苏丹生命线行动模式,国内流离失所者会议的结果也不可靠,因此无法解释。然而,总的来说,这些结果在刺激有空间针对性的——无论是区域性的还是地方性的——政策方面是有用的。
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