Forecast of Corruption: From Ethical to Pragmatic Considerations

Larysa Kovbasyuk, Yevheniia Vakulenko, Iryna Ivanets, V. Bozhenko, Dmytro Kharchenko
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Abstract

From an ethical standpoint, combating corruption is crucial for promoting justice and equality. The rule of law and ethical governance involves clear standards of behavior for public servants and mechanisms for ensuring these standards are upheld. Corruption undermines public trust in government and democratic institutions and exacerbates social inequality and injustice (disproportionately affects the poor and marginalized groups, denying them access to essential services and opportunities). The fight against corruption during a full-scale war has ethical and purely pragmatic implications for Ukraine, the data of which formed the basis of this study. The lack of tangible progress in the fight against corruption in general, the lack of transparency of many institutional mechanisms in public administration, the revealed corruption schemes in the distribution of international military and humanitarian aid, as well as in the field of public defence procurement, the lack of punishment for corrupt officials in the highest echelons of power threaten the loyalty of international donors and allies, reduce Ukraine’s authority in the international arena, slows down Ukraine’s movement towards the EU, and significantly affects the decisions of foreign partners. The article demonstrates the results of forecasting the future level of corruption in Ukraine (for 2024‒2027) based on the retrospective dynamics of the Corruption Perceptions Index by Transparency International for 1998‒2023. Two economic and mathematical models are used for forecasting: Autoregressive Integrated Moving Average (ARIMA), which better reflects long-term historical trends and fluctuations, and the exponential smoothing method, which is more sensitive to the latest values of the time series. The statistical analysis package STATISTICA was used for the calculations. The forecasting results are disappointing since both methods showed an expected decrease in the level of corruption in 2024-2027, but in critically low volumes: by 1 point according to the ARIMA model and by 3-4 points according to the exponential smoothing method. The results of this study can serve as a basis for public advocacy campaigns as an argument for the need to radically revise the existing format of anti-corruption policy in Ukraine given its European future.
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腐败预测:从道德到务实的考虑
从道德角度看,打击腐败对于促进公正和平等至关重要。法治和道德治理包括明确的公务员行为标准和确保这些标准得到遵守的机制。腐败破坏了公众对政府和民主机构的信任,加剧了社会不平等和不公正(对穷人和边缘化群体的影响尤为严重,使他们无法获得基本服务和机会)。在全面战争期间打击腐败对乌克兰既有道德上的影响,也有纯粹务实的影响,这些数据构成了本研究的基础。总体反腐工作缺乏实际进展,公共管理中的许多体制机制缺乏透明度,国际军事和人道主义援助分配以及国防采购领域的腐败计划被揭露,对最高权力机构的腐败官员缺乏惩罚,这些都威胁着国际捐助者和盟友的忠诚度,降低了乌克兰在国际舞台上的权威,减缓了乌克兰向欧盟迈进的步伐,并严重影响了外国合作伙伴的决策。文章展示了根据透明国际 1998-2023 年清廉指数的回顾性动态预测乌克兰未来腐败水平(2024-2027 年)的结果。预测使用了两个经济数学模型:自回归综合移动平均法(ARIMA)能更好地反映长期历史趋势和波动,而指数平滑法对时间序列的最新值更为敏感。计算中使用了统计分析软件包 STATISTICA。预测结果令人失望,因为两种方法都显示 2024-2027 年的腐败水平预计会下降,但下降幅度极低:根据 ARIMA 模型下降 1 个百分点,根据指数平滑法下降 3-4 个百分点。本研究的结果可作为公共宣传活动的基础,以论证鉴于乌克兰的欧洲前景,有必要从根本上修改其现有的反腐败政策形式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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