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Data analytics competency for improving firm decision making performance
The Journal of Strategic Information Systems ( IF 7 ) Pub Date : 2018-03-01 , DOI: 10.1016/j.jsis.2017.10.001
Maryam Ghasemaghaei , Sepideh Ebrahimi , Khaled Hassanein

The concept of Data Analytics (DA) competency has been conceptualized and validated.The impact of DA competency on decision making performance is empirically examined.All dimensions of DA competency significantly improve decision quality.All dimensions, except bigness of data, significantly increase decision efficiency. This study develops and validates the concept of Data Analytics Competency as a five multidimensional formative index (i.e., data quality, bigness of data, analytical skills, domain knowledge, and tools sophistication) and empirically examines its impact on firm decision making performance (i.e., decision quality and decision efficiency). The findings based on an empirical analysis of survey data from 151 Information Technology managers and data analysts demonstrate a large, significant, positive relationship between data analytics competency and firm decision making performance. The results reveal that all dimensions of data analytics competency significantly improve decision quality. Furthermore, interestingly, all dimensions, except bigness of data, significantly increase decision efficiency. This is the first known empirical study to conceptualize, operationalize and validate the concept of data analytics competency and to study its impact on decision making performance. The validity of the data analytics competency construct as conceived and operationalized, suggests the potential for future research evaluating its relationships with possible antecedents and consequences. For practitioners, the results provide important guidelines for increasing firm decision making performance through the use of data analytics.

中文翻译:

数据分析能力,可改善公司决策制定绩效

数据分析(DA)能力的概念已得到概念化和验证,并通过经验检验了DA能力对决策绩效的影响.DA能力的所有维度均显着提高了决策质量。 。这项研究开发并验证了数据分析能力的概念,该概念是五个多维形成性指标(即数据质量,数据量,分析技能,领域知识和工具复杂性),并通过实证检验了其对公司决策绩效的影响(即决策质量和决策效率)。根据对151位信息技术经理和数据分析师的调查数据进行的实证分析得出的结论表明,数据分析能力与公司决策绩效之间存在正相关关系。结果表明,数据分析能力的所有方面都显着提高了决策质量。此外,有趣的是,除数据量大以外,所有维度都显着提高了决策效率。这是第一个关于概念化,可操作化和验证数据分析能力概念并研究其对决策绩效影响的实证研究。数据分析能力构想的构想和可操作性的有效性,表明了未来研究评估其与可能的前因和后果之间关系的潜力。对于从业人员,结果为通过使用数据分析提高公司决策绩效提供了重要指导。
更新日期:2018-03-01
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