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Data quality management, data usage experience and acquisition intention of big data analytics

机译:数据质量管理,数据使用经验和大数据分析的获取意图

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摘要

Big data analytics associated with database searching, mining, and analysis can be seen as an innovative IT capability that can improve firm performance. Even though some leading companies are actively adopting big data analytics to strengthen market competition and to open up new business opportunities, many firms are still in the early stage of the adoption curve due to lack of understanding of and experience with big data. Hence, it is interesting and timely to understand issues relevant to big data adoption. In this study, a research model is proposed to explain the acquisition intention of big data analytics mainly from the theoretical perspectives of data quality management and data usage experience. Our empirical investigation reveals that a firm's intention for big data analytics can be positively affected by its competence in maintaining the quality of corporate data. Moreover, a firm's favorable experience (i.e., benefit perceptions) in utilizing external source data could encourage future acquisition of big data analytics. Surprisingly, a firm's favorable experience (i.e., benefit perceptions) in utilizing internal source data could hamper its adoption intention for big data analytics.
机译:与数据库搜索,挖掘和分析相关的大数据分析可以看作是一种创新的IT功能,可以提高公司绩效。尽管一些领先的公司正在积极采用大数据分析以加强市场竞争并开拓新的商机,但由于缺乏对大数据的了解和经验,许多公司仍处于采用曲线的初期。因此,了解与大数据采用相关的问题非常有趣且及时。在这项研究中,提出了一个研究模型来主要从数据质量管理和数据使用经验的理论角度解释大数据分析的获取意图。我们的实证研究表明,企业进行大数据分析的意图可能会受到其维护企业数据质量的能力的积极影响。此外,公司在利用外部源数据方面的良好经验(即收益观)可能会鼓励将来获取大数据分析。出乎意料的是,公司在利用内部源数据方面的良好经验(即利益观)可能会妨碍其采用大数据分析的意图。

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