实现管理信息系统的结构方程建模和多中介模型

IF 2.4 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS International Journal of Information and Learning Technology Pub Date : 2022-12-05 DOI:10.1108/ijilt-09-2022-0182
Esam Osman, Glenn Hardaker, Liyana Eliza Glenn
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引用次数: 1

摘要

目的总体定量研究旨在观察逻辑的某些基本原则和科学的推理框架。如何在信息系统领域进行定量研究仍然存在挑战。设计/方法论/方法结构方程建模(SEM)研究确定了对科学探究方法标准的关注,对维持结果的误解问题和集体有效性问题。因此,在工具效度、结构效度和通径分析效度三个方面的关注,可能会更好地达到严格性和稳健性。在假设模型中测量多重中介结构一直是信息系统研究和相关领域研究人员面临的挑战。本文旨在对结构方程建模方法(SEMM)的当代问题进行深思熟虑的评估,通过提供刚性和鲁棒的SEMM,该SEMM在指定有效的多重中介结构和路径分析模型测量过程中有几个阶段。本文试图通过相关研究来发展方法的每个阶段,以构建一个特定的方法来使用AMOS软件测试SEM中多种介质的效果。所开发的方法包括两个主要阶段;第一阶段是在数据收集阶段之前,第二阶段是在数据收集阶段之后,使用这种方法设计,用于实施,旨在支持高方法标准和随后的管理信息系统研究结果的质量。原创性/价值研究论文提供了在路径分析模型中指定有效的多重中介结构和测量过程的SEMM的几个阶段。
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Implementing structural equation modelling and multiple mediator models for management information systems
PurposeOverall quantitative research aims to observe certain fundamental principles of logic and scientific frame of reasoning. There continues to be challenges on how quantitative research is conducted in the field of information systems.Design/methodology/approachStructured equation modelling (SEM) research identifies concerns about the standard of scientific enquiry method, the issue of the misconception of sustaining the consequent and the issue of collective validity. Therefore, rigor and robustness in instrument validity, constructs validity and path analysis validity maybe better achieved by attending to these three concerns. Measuring a multiple mediator construct in a hypothetical model continues to be a challenge for researchers in information systems research and related fields.FindingsThis paper aims to provide a thoughtful assessment of the contemporary issues of structural equation modelling methodology (SEMM), by providing rigid and robust SEMM that has several stages in specifying valid multiple mediators construct and the process to measuring in a path analysis model. This paper attempts to develop each stage of the methodology using relevant research to construct a methodology specified to test effects in multiple mediators in SEM using AMOS software. The methodology developed contains the two main phases; first is prior to data collection phase and the second phase is after the data collection, the use of this methodology design, for implementation, intended to support high methodological standards and subsequent quality in MIS research findings.Originality/valueThe research paper provides SEMM that has several stages in specifying valid multiple mediators construct and the process to measuring in a path analysis model.
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来源期刊
International Journal of Information and Learning Technology
International Journal of Information and Learning Technology COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
6.10
自引率
3.30%
发文量
33
期刊介绍: International Journal of Information and Learning Technology (IJILT) provides a forum for the sharing of the latest theories, applications, and services related to planning, developing, managing, using, and evaluating information technologies in administrative, academic, and library computing, as well as other educational technologies. Submissions can include research: -Illustrating and critiquing educational technologies -New uses of technology in education -Issue-or results-focused case studies detailing examples of technology applications in higher education -In-depth analyses of the latest theories, applications and services in the field The journal provides wide-ranging and independent coverage of the management, use and integration of information resources and learning technologies.
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