国家政府部门良好公司治理的主要预测因素:决策树分类与预测分析

Politeia Pub Date : 2024-02-19 DOI:10.25159/2663-6689/15335
L. Erasmus, Philna Coetzee
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引用次数: 0

摘要

目的:良好的公共部门公司治理可带来良好的管理、公共财富的管理、公众参与,并最终为公民带来更好的成果。由于南非是世界上基尼系数最差的国家之一,其公共部门应有效地应对不平等、贫困和失业等挑战。然而,近 30% 的国家和省级政府部门获得了不利的审计结果:为支持廉洁审计结果等同于良好的公司治理,研究目标是确定国家政府部门公司治理成功的预测因素。研究使用了 CHAID(秩方自动交互检测)分析,这是一种基于 13 年间报告信息的决策树技术:CHAID 分析表明,国家政府部门的公司治理成功主要由三个因素解释,即:高质量的内部审计职能(主要预测因素)、欺诈事件的数量以及内部控制缺陷的数量:尽管本研究中的所有变量都受到了文献和法规的关注,但不利的审计结果问题依然存在。问题在于应从何处着手解决问题。监管机构可以注意到他们在加强良好公司治理要素方面的工作重点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Main Predictor(s) of Good Corporate Governance in National Government Departments: A Decision-tree Classification and Prediction Analyses
Purpose: Good public sector corporate governance leads to good management, stewardship of public wealth, public engagement, and ultimately, better outcomes for citizens. As South Africa has one of the worst Gini coefficients in the world, its public sector should effectively address the challenges of inequality, poverty, and unemployment. Yet, almost 30% of national and provincial government departments obtain unfavourable audit outcomes. Methodology: Supporting the drive for clean audit outcomes that equate to good corporate governance, the research objective was to determine the predictors of national government departments’ corporate governance success. The study used CHAID (chi-squared automatic interaction detection) analyses, a decision-tree technique based on information reported over a 13-year period. Findings: The CHAID analyses indicated that national government departments’ corporate governance success is primarily explained by three factors, namely: a quality internal audit function (main predictor), the number of fraud incidents, and the number of internal control weaknesses. Implication: Even though all the variables in this study receive attention in literature and regulation, the problem of unfavourable audit outcomes persists. The question is where to focus on resolving the problem. Regulators may take note of where to focus their efforts in strengthening elements of good corporate governance.
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