Manolov Rumen, Tanious René, Onghena Patrick
Department of Social Psychology and Quantitative Psychology, University of Barcelona, Passeig de la Vall dHebron 171, 08035 Barcelona, Spain.
Methodology of Educational Sciences Research Group, KU Leuven - University of Leuven, Leuven, Belgium.
Perspect Behav Sci. 2021 May 13;45(1):259-294. doi: 10.1007/s40614-021-00289-9. eCollection 2022 Mar.
Multiple quantitative methods for single-case experimental design data have been applied to multiple-baseline, withdrawal, and reversal designs. The advanced data analytic techniques historically applied to single-case design data are primarily applicable to designs that involve clear sequential phases such as repeated measurement during baseline and treatment phases, but these techniques may not be valid for alternating treatment design (ATD) data where two or more treatments are rapidly alternated. Some recently proposed data analytic techniques applicable to ATD are reviewed. For ATDs with random assignment of condition ordering, the Edgington's is one type of inferential statistical technique that can complement descriptive data analytic techniques for comparing data paths and for assessing the consistency of effects across blocks in which different conditions are being compared. In addition, several recently developed graphical representations are presented, alongside the commonly used time series line graph. The quantitative and graphical data analytic techniques are illustrated with two previously published data sets. Apart from discussing the potential advantages provided by each of these data analytic techniques, barriers to applying them are reduced by disseminating open access software to quantify or graph data from ATDs.
单病例实验设计数据的多种定量方法已应用于多基线、撤药和反转设计。历史上应用于单病例设计数据的先进数据分析技术主要适用于涉及清晰顺序阶段的设计,例如在基线和治疗阶段的重复测量,但这些技术可能不适用于两种或更多种治疗快速交替的交替治疗设计(ATD)数据。本文综述了一些最近提出的适用于ATD的数据分析技术。对于条件顺序随机分配的ATD,埃丁顿检验是一种推断统计技术,它可以补充描述性数据分析技术,用于比较数据路径以及评估在比较不同条件的块中效应的一致性。此外,除了常用的时间序列线图外,还介绍了几种最近开发的图形表示方法。通过两个先前发表的数据集说明了定量和图形数据分析技术。除了讨论这些数据分析技术各自提供的潜在优势外,通过传播开放获取软件来量化或绘制ATD数据,减少了应用这些技术的障碍。