英文标题:
《Prioritising data items for business analytics: Framework and
application to human resources》
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作者:
Tom Pape
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最新提交年份:
2020
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英文摘要:
The popularity of business intelligence (BI) systems to support business analytics has tremendously increased in the last decade. The determination of data items that should be stored in the BI system is vital to ensure the success of an organisation\'s business analytic strategy. Expanding conventional BI systems often leads to high costs of internally generating, cleansing and maintaining new data items whilst the additional data storage costs are in many cases of minor concern -- what is a conceptual difference to big data systems. Thus, potential additional insights resulting from a new data item in the BI system need to be balanced with the often high costs of data creation. While the literature acknowledges this decision problem, no model-based approach to inform this decision has hitherto been proposed. The present research describes a prescriptive framework to prioritise data items for business analytics and applies it to human resources. To achieve this goal, the proposed framework captures core business activities in a comprehensive process map and assesses their relative importance and possible data support with multi-criteria decision analysis.
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中文摘要:
在过去的十年里,支持商业分析的商业智能(BI)系统的普及程度显著提高。确定应存储在BI系统中的数据项对于确保组织业务分析战略的成功至关重要。扩展传统的BI系统通常会导致内部生成、清理和维护新数据项的高成本,而在许多情况下,额外的数据存储成本是次要问题——这与大数据系统在概念上有什么区别。因此,BI系统中新数据项产生的潜在额外见解需要与通常较高的数据创建成本相平衡。虽然文献承认这一决策问题,但迄今为止还没有提出基于模型的方法来告知这一决策。目前的研究描述了一个规定性的框架,以确定业务分析数据项的优先级,并将其应用于人力资源。为了实现这一目标,提出的框架在一个全面的流程图中捕获核心业务活动,并通过多标准决策分析评估其相对重要性和可能的数据支持。
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分类信息:
一级分类:Economics 经济学
二级分类:General Economics 一般经济学
分类描述:General methodological, applied, and empirical contributions to economics.
对经济学的一般方法、应用和经验贡献。
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一级分类:Quantitative Finance 数量金融学
二级分类:Economics 经济学
分类描述:q-fin.EC is an alias for econ.GN. Economics, including micro and macro economics, international economics, theory of the firm, labor economics, and other economic topics outside finance
q-fin.ec是econ.gn的别名。经济学,包括微观和宏观经济学、国际经济学、企业理论、劳动经济学和其他金融以外的经济专题
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