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Measuring the impact of enterprise integration on firm performance using data envelopment analysis

机译:使用数据包络分析测量企业整合对公司绩效的影响

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摘要

Today, with rapidly developing technology and changing business models, organizations face rapid changes in both internal and external environments. To be able to rapidly respond to such changing environments, integration of software systems has become a top priority for many organizations. However, despite extensive use of software systems integration, quantitative methods for estimating the business value of such integrations are still missing. Using Data Envelopment Analysis (DEA) and the microeconomic concept of marginal rates, this study proposes a method for quantifying the effects of enterprise integration on the firm performance. In the paper, we explain how DEA can be used to evaluate the marginal benefits of enterprise integration. Our proposed method is to measure and compare the productive efficiency of firms using enterprise integration, specifically by relating the benefits produced to the resources consumed in the process. The method is illustrated on data collected from 12 organizations. The defined method has a solid theoretical foundation, eliminating the need for a priori information about the relationship between different measures. Furthermore, the framework could be used not only to quantify the business value of enterprise integration, but also to estimate trade-offs and impacts of other subjective managerial goals on the results. The major limitation of the proposed method is the absence of a comprehensive theory relating IT architecture changes to organizational outcomes. The underlying model is strongly dependent on the relevancy and accuracy of the included variables, as well as number of data units, introducing uncertainties to the outcomes of the model.
机译:如今,随着技术的快速发展和商业模式的变化,组织在内部和外部环境中都面临着快速变化。为了能够快速响应不断变化的环境,软件系统的集成已成为许多组织的头等大事。但是,尽管广泛使用了软件系统集成,但是仍然缺少用于估计此类集成的业务价值的定量方法。本研究使用数据包络分析(DEA)和边际利率的微观经济学概念,提出了一种量化企业整合对企业绩效影响的方法。在本文中,我们解释了如何使用DEA评估企业集成的边际收益。我们提出的方法是使用企业整合来衡量和比较企业的生产效率,特别是将生产的收益与过程中消耗的资源联系起来。从12个组织收集的数据中说明了该方法。所定义的方法具有扎实的理论基础,从而无需提供有关不同度量之间关系的先验信息。此外,该框架不仅可以用于量化企业集成的业务价值,而且可以用于评估权衡和其他主观管理目标对结果的影响。所提出方法的主要局限性是缺乏将IT体系结构更改与组织成果相关联的综合理论。基础模型在很大程度上取决于所包含变量的相关性和准确性以及数据单元的数量,从而给模型的结果带来不确定性。

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