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Statistical Data Analysis of Culture for Innovation Using an Open Data Set from the Australian Public Service

机译:澳大利亚公共服务开放数据统计数据分析创新的创新

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Opportunities for replicating large data sets that have already been collected by government, and made available to the public to provide the possibility of statistical data analysis, are starting to emerge. This study examines the factor structure of ambidextrous culture for innovation. Survey data was extracted from the State of the Service Employee Census 2014 comprising 3,125 engineering professionals in Commonwealth of Australia departments. Data were analysed using exploratory factor analysis (EFA) and confirmatory factor analysis (CFA). EFA returned a two-factor structure explaining 61.1% of the variance of the construct. CFA revealed that a two-factor structure was indicated as a validated model (GFI = 0.99, AGFI = 0.98, RMSEA = 0.05, RMR = 0.02, IFI = 0.99, NFI = 0.99, CFI = 0.99, and TLI = 0.98). From the results, the two factors extracted as characterising ambidextrous culture for innovation were innovative culture and performance-oriented culture.
机译:复制已由政府收集的大型数据集的机会,并向公众提供以提供统计数据分析的可能性,开始出现。本研究探讨了致力于创新的二手文化因子结构。调查数据是从澳大利亚部门联盟的3,125名工程专业人员组成的服务员工人口普查的国家。使用探索因子分析(EFA)和确认因子分析(CFA)分析数据。 EFA返回了双因素结构,解释了构建体的差异的61.1%。 CFA显示,双因子结构被指示为验证模型(GFI = 0.99,AGFI = 0.98,RMSEA = 0.05,RMR = 0.02,IFI = 0.99,NFI = 0.99,CFI = 0.99,以及TLI = 0.98)。结果从结果中提取的两个因素,如对创新的表征为二手培养,是创新文化和以表现为导向的文化。

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