跨层面的小组研究中的内部争议以及如何向前发展
1Deparment of Methodology and Statistics, Faculty of Social and Behavioural Sciences, Utrecht University.
Psychological methods
|October 30, 2023
概括
在心理学研究中,对于面板数据的交叉滞后面板模型 (CLPM) 仍然存在分歧. 这篇论文主张将讨论扩展到模型技术之外,包括研究设计,数据模式和问题制定,以推动该领域的发展.
科学领域:
- 心理学研究方法论心理学研究方法论
- 量化心理学 量化心理学
- 统计建模 统计建模
背景情况:
- 交叉滞后面板模型 (CLPM) 被广泛使用,但因将人与人之间的影响混为一谈而受到批评.
- 替代的中间模型旨在解开这些效应,获得普及.
- 关于CLPM与较新模型相比的适用性存在争论,特别是关于包含稳定的个体差异.
研究的目的:
- 在心理学研究中批判性地检查CLPM和中间模型之间的持续争端.
- 通过考虑研究设计,经验数据模式和研究问题的具体性来扩大讨论.
- 提出一个更强大的分析面板数据的前进道路.
主要方法:
- 概念分析将研究设计,经验数据和研究问题的观点整合起来.
- 审查现有文献和正在进行的关于心理学面板数据建模的辩论.
- 探索替代建模方法及其理论基础.
主要成果:
- 目前专注于特定的建模技术 (CLPM与内部之间的) 太狭窄了.
- 进步需要一种更全面的方法,考虑到心理过程的时间表.
- 明确定义研究问题和考虑多样化的研究设计至关重要.
结论:
- 超越建模辩论,需要对心理过程及其时间动态进行更深层次的理论接触.
- 研究人员应该在制定问题和选择合适的设计时更加谨慎.
- 跨学科的见解可以丰富小组数据分析的理解和应用.
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