Factors of Cloud Computing and Digitization of SMEs in Peru using PLS-SEM Structural Analysis

IF 1.7 Q2 Social Sciences
Renzo Alberto Taco Coayla, Hugo Martín Alcántara Martínez, Elard Ricardo Rodriguez Marca, Martha Judith Paredes Vignola
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Abstract

The objective of this research is to determine the main factors of cloud computing that explain the variability of the digitalization of SMEs in Peru. The type of research is basic, with a quantitative approach, at the explanatory level, with a non-experimental design, and a sample of 211 SMEs in Peru. The research concludes that there is a significant influence of cloud computing and certain factors in the digitalization of SMEs in Peru. An exploratory factor analysis (EFA) was carried out, obtaining values above 0.90 for the Kaiser-Meyer-Olkin tests, as well as the Barlett's sphericity test p=0.000 and the analysis of variance explained by 66.26% for cloud computing and 68.28% for the digitalization of SMEs, determining that the interrelation of the items is satisfactory. Confirmatory factor analysis (CFA) was applied, obtaining values for CFI=0.901, and TLI=0.890, being close to 1, thus determining that the models are appropriate and give validity to the construct. Additionally, construct validity is performed by PLS-SEM analysis of the model. The research determines that there is a moderate to strong correlation of part of the factors of cloud computing in the digitalization of SMEs, through Spearman's correlation coefficient obtaining values higher than 0.685, as well as through the ordinal regression that through the Pseudo R-squared in the Nagelkerke indicator obtained 80% and in the model adjustment obtaining Sig = 0.00. These results were contrasted with the bootstrapping method through the PLS-SEM analysis obtained for the T-statistic values greater than 2, as well as for the P-values lower than 0.05, these results determine that there is a causal relationship between the factors of cloud computing and digitalization of SMEs.
利用 PLS-SEM 结构分析法分析秘鲁中小企业的云计算和数字化因素
本研究的目的是确定云计算的主要因素,以解释秘鲁中小企业数字化的变化。研究类型为基础研究,采用定量方法,在解释层面,采用非实验设计,样本为秘鲁的 211 家中小企业。研究得出结论,云计算和某些因素对秘鲁中小企业的数字化有重大影响。研究进行了探索性因子分析(EFA),Kaiser-Meyer-Olkin 检验值超过 0.90,巴雷特球形度检验 p=0.000,云计算的方差分析解释率为 66.26%,中小企业数字化的方差分析解释率为 68.28%,确定各项目之间的相互关系令人满意。应用了确证因子分析(CFA),得到的 CFI 值=0.901,TLI 值=0.890,接近 1,从而确定了模型是适当的,并赋予了建构的有效性。此外,通过对模型进行 PLS-SEM 分析,还进行了构造效度分析。通过斯皮尔曼相关系数(Spearman's correlation coefficient)得出的高于 0.685 的值,以及通过序数回归(ordinal regression)得出的高于 80% 的纳格尔克指标伪 R 平方(Pseudo R-squared)和通过模型调整得出的 Sig = 0.00 的值,研究确定了中小企业数字化过程中云计算的部分因素之间存在中度到高度的相关性。这些结果与引导法通过 PLS-SEM 分析得出的 T 统计量值大于 2 以及 P 值小于 0.05 的结果进行了对比,这些结果确定了云计算因素与中小企业数字化之间存在因果关系。
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来源期刊
Migration Letters
Migration Letters DEMOGRAPHY-
自引率
23.50%
发文量
58
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