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

机译:使用澳大利亚公共服务局的开放数据集对创新文化进行统计数据分析

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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:复制已经由政府收集并向公众提供以提供统计数据分析可能性的大型数据集的机会正开始出现。本研究考察了用于创新的灵巧文化的因素结构。调查数据摘自2014年《服务业雇员状态调查》,其中包括澳大利亚联邦各部门的3125名工程专业人员。使用探索性因子分析(EFA)和确认性因子分析(CFA)分析数据。 EFA返回了一个两因素结构,解释了结构变异的61.1%。 CFA揭示了一个两因素结构作为经过验证的模型(GFI = 0.99,AGFI = 0.98,RMSEA = 0.05,RMR = 0.02,IFI = 0.99,NFI = 0.99,CFI = 0.99,TLI = 0.98)。从结果中,提取出的体现创新的灵巧文化的两个因素是创新文化和绩效导向文化。

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