Statistical analyses on the correlation of corruption perception index and some other indices in Nigeria

T. Onyeogulu, U. Ogoke
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Abstract

This study investigated the statistical analysis of Corruption Perception Index (CPI) in Nigeria considering some other indices which are, Human Development Index (HDI), Global Peace Index (GPI) and Global Hunger Index (GHI). Data set was standardized using two different methods due to the different units and scales used in measuring the indices. Analyses were carried out on the two standardized data sets resulting in different covariance matrices but same correlation matrices, multiple and partial correlation coefficients. Hypothesis testing was carried out on both multiple and partial correlation coefficient at 5% level of significance. Result shows that a slight positive correlation exists between CPI and HDI, CPI and GHI (which implies that as CPI is increasing, HDI is also increasing, same for CPI and GHI) while a slight negative correlation exists between CPI and GPI (which implies a reverse). The partial correlation analysis carried out on the standardized data set indicates that a slight positive relationship exists between CPI and HDI holding GHI and GPI constant, a fair positive relationship exists between CPI and GHI holding HDI and GPI constant (which implies that without considering the effect of GPI, as CPI is decreasing, GHI and HDI are  also decreasing) , a fair negative relationship exists between CPI and GPI holding HDI and GHI constant (without considering the effect of HDI and GHI, as CPI is decreasing, GPI is also decreasing) holding CPI constant a fair positive relationship exist between HDI and GHI(without considering the effect of CPI, as HDI is increasing, GHI is also increasing, a moderate positive relationship exists between HDI and GPI and a substantial positive correlation exists between GHI and GPI. Multiple correlation analyses were also carried out on the standardized data set which indicates a moderate positive relationship. Generally, CPI and HDI have dominant effect on the national economy.
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尼日利亚清廉指数与其他指数相关性的统计分析
本研究调查了尼日利亚腐败感知指数(CPI)的统计分析,考虑了其他一些指数,即人类发展指数(HDI),全球和平指数(GPI)和全球饥饿指数(GHI)。由于测量指标的单位和尺度不同,采用两种不同的方法对数据集进行标准化。对两个标准化数据集进行分析,发现协方差矩阵不同,但相关矩阵相同,多重和偏相关系数相同。在5%显著性水平上对多元相关系数和偏相关系数进行假设检验。结果表明,CPI与HDI、CPI与GHI之间存在轻微的正相关关系(即随着CPI的增加,HDI也在增加,CPI与GHI也是如此),CPI与GPI之间存在轻微的负相关关系(即相反)。对标准化数据集进行偏相关分析表明,CPI与HDI保持GHI和GPI不变存在轻微的正相关关系,CPI与GHI保持HDI和GPI不变存在相当的正相关关系(这意味着不考虑GPI的影响,随着CPI的下降,GHI和HDI也在下降)。CPI和GPI保持HDI和GHI不变(不考虑HDI和GHI的影响,由于CPI在下降,GPI也在下降),HDI和GHI之间存在公平的负相关关系(不考虑CPI的影响,由于HDI在增加,GHI也在增加),HDI和GPI之间存在适度的正相关关系,GHI和GPI之间存在显著的正相关关系。标准化数据集也进行了多重相关分析,显示出中度正相关。一般来说,CPI和HDI对国民经济具有主导作用。
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