Strategies for data analytics projects in business performance forecasting: a field study.

IF 2.1 Q3 MANAGEMENT Journal of Management Control Pub Date : 2022-01-01 Epub Date: 2022-04-04 DOI:10.1007/s00187-022-00338-7
Maël Schnegg, Klaus Möller
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Abstract

Data analytics is applied in various fields, including business performance forecasting, but companies struggle with its implementation. Following a cross-sectional field study approach, we make two contributions. First, we elaborate on the central role played by the head controller in generating trust in analytics solutions and thus, making the project successful. Second, we identify three patterns in the way companies plan, implement, and then use data analytics in the context of business performance forecasting. The two successful patterns are the ones that start with a limited but tangible objective (either in term of information precision, or rapidity of processing) that can be expended in a second time.

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商业绩效预测中的数据分析项目策略:一项实地研究。
数据分析应用于各个领域,包括业务绩效预测,但企业在实施过程中却举步维艰。通过横向实地研究,我们做出了两方面的贡献。首先,我们阐述了首席控制官在建立对分析解决方案的信任,从而使项目取得成功方面所发挥的核心作用。其次,我们确定了企业在业务绩效预测中规划、实施和使用数据分析的三种模式。两种成功的模式是以有限但切实的目标(信息精确度或处理速度)为出发点的模式,这些目标可以在第二时间内实现。
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来源期刊
CiteScore
5.60
自引率
15.20%
发文量
17
期刊介绍: Journal of Management Control (JoMaC) is an international journal concerned with the formal, information-based routines and procedures managers use to maintain or alter patterns in organizational activities. Particular emphasis is placed on operational and strategic planning and control systems and the processes and techniques.  JoMaC was founded in 1990 as a German journal and has a strong reputation as a dedicated academic journal open to high-quality research on all aspects of management control.  The journal covers such topics as: the role of management control systems in the management of companies and non-profit organizations; the design and use of planning systems for production, marketing, logistics and other fields of use; the interaction between strategic and operational aspects of management control; the role of management accountants and other internal and external service providers, such as financial accountants, auditors and consultants; change and the sustainability of management control systems.   Journal of Management Control especially welcomes empirical and analytical papers reflecting both methodological rigor and practical relevance that make a significant contribution to literature. The journal is interested in literature reviews and meta-analyses showcasing and promoting current academic research. Additional materials relating to papers of interest to scholars (e.g. coding sheets, questionnaires, data, etc.) can be downloaded from our website in order to stimulate future research.Officially cited as: J Manag Control
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