Martin Brunner, Sophie E. Stallasch, Cordula Artelt, Oliver Lüdtke
{"title":"个体参与者数据荟萃分析支持学龄前随机干预研究的有效性分析:认知和社会情绪学习结果","authors":"Martin Brunner, Sophie E. Stallasch, Cordula Artelt, Oliver Lüdtke","doi":"10.1007/s10648-024-09981-z","DOIUrl":null,"url":null,"abstract":"<p>There is a need for robust evidence about which educational interventions work in preschool to foster children’s cognitive and socio-emotional learning (SEL) outcomes. Lab-based individually randomized experiments can develop and refine such interventions, and field-based randomized experiments (e.g., cluster randomized trials) evaluate their effectiveness in real-world daycare center settings. Applying reliable estimates of design parameters in the context of a priori power analyses is essential to ensure that the sample size of these studies is adequate to support strong statistical conclusions regarding the strength of the intervention effect. However, there is little knowledge on relevant design parameters with preschool children. We therefore utilized a systematic collection of individual participant data from four German probability samples (554 ≤ <i>N</i> ≤ 2928) with preschool children (aged two to six years) to estimate and meta-analyze design parameters. These parameters are relevant for planning single-level (e.g., in non-clustered lab-based settings), two-level (children nested in daycare centers), and three-level (children nested in groups, with groups nested in daycare centers) randomized intervention studies targeting cognitive and SEL outcomes assessed with three methods (standardized tests, parent ratings, and educator ratings). The design parameters depict between-group and -center differences as well as the proportion of variance in the outcomes explained by different covariate sets (socio-demographic characteristics, baseline measures, and their combination) at the child, group, and center level. In conclusion, this paper provides a rich source of design parameters, recommendations, and illustrations to support a priori power analyses for randomized intervention studies in early childhood education research.</p>","PeriodicalId":48344,"journal":{"name":"Educational Psychology Review","volume":"82 1","pages":""},"PeriodicalIF":10.1000,"publicationDate":"2025-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"An Individual Participant Data Meta-Analysis to Support Power Analyses for Randomized Intervention Studies in Preschool: Cognitive and Socio-Emotional Learning Outcomes\",\"authors\":\"Martin Brunner, Sophie E. Stallasch, Cordula Artelt, Oliver Lüdtke\",\"doi\":\"10.1007/s10648-024-09981-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>There is a need for robust evidence about which educational interventions work in preschool to foster children’s cognitive and socio-emotional learning (SEL) outcomes. Lab-based individually randomized experiments can develop and refine such interventions, and field-based randomized experiments (e.g., cluster randomized trials) evaluate their effectiveness in real-world daycare center settings. Applying reliable estimates of design parameters in the context of a priori power analyses is essential to ensure that the sample size of these studies is adequate to support strong statistical conclusions regarding the strength of the intervention effect. However, there is little knowledge on relevant design parameters with preschool children. We therefore utilized a systematic collection of individual participant data from four German probability samples (554 ≤ <i>N</i> ≤ 2928) with preschool children (aged two to six years) to estimate and meta-analyze design parameters. These parameters are relevant for planning single-level (e.g., in non-clustered lab-based settings), two-level (children nested in daycare centers), and three-level (children nested in groups, with groups nested in daycare centers) randomized intervention studies targeting cognitive and SEL outcomes assessed with three methods (standardized tests, parent ratings, and educator ratings). The design parameters depict between-group and -center differences as well as the proportion of variance in the outcomes explained by different covariate sets (socio-demographic characteristics, baseline measures, and their combination) at the child, group, and center level. In conclusion, this paper provides a rich source of design parameters, recommendations, and illustrations to support a priori power analyses for randomized intervention studies in early childhood education research.</p>\",\"PeriodicalId\":48344,\"journal\":{\"name\":\"Educational Psychology Review\",\"volume\":\"82 1\",\"pages\":\"\"},\"PeriodicalIF\":10.1000,\"publicationDate\":\"2025-01-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Educational Psychology Review\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://doi.org/10.1007/s10648-024-09981-z\",\"RegionNum\":1,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, EDUCATIONAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Educational Psychology Review","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1007/s10648-024-09981-z","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, EDUCATIONAL","Score":null,"Total":0}
引用次数: 0
摘要
我们需要强有力的证据来证明哪些教育干预措施在学前教育中能够促进儿童的认知和社会情感学习(SEL)成果。基于实验室的个别随机实验可以开发和完善此类干预措施,而基于现场的随机实验(如群组随机试验)则可以评估这些干预措施在实际日托中心环境中的有效性。在先验功率分析中应用可靠的设计参数估计,对于确保这些研究的样本量足以支持有关干预效果强度的有力统计结论至关重要。然而,我们对学龄前儿童的相关设计参数知之甚少。因此,我们利用从四个德国学龄前儿童(2-6 岁)概率样本(554 ≤ N ≤ 2928)中系统收集的个体参与者数据,对设计参数进行了估计和元分析。这些参数适用于规划单层次(例如,在非聚类实验室环境中)、双层次(儿童嵌套在日托中心)和三层次(儿童嵌套在小组中,小组嵌套在日托中心)随机干预研究,这些研究的目标是用三种方法(标准化测试、家长评分和教育者评分)评估认知和 SEL 结果。设计参数描述了组间和中心间的差异,以及不同协变量集(社会人口特征、基线测量及其组合)在儿童、小组和中心层面所解释的结果差异比例。总之,本文提供了丰富的设计参数、建议和图示,为幼儿教育研究中的随机干预研究的先验功率分析提供了支持。
An Individual Participant Data Meta-Analysis to Support Power Analyses for Randomized Intervention Studies in Preschool: Cognitive and Socio-Emotional Learning Outcomes
There is a need for robust evidence about which educational interventions work in preschool to foster children’s cognitive and socio-emotional learning (SEL) outcomes. Lab-based individually randomized experiments can develop and refine such interventions, and field-based randomized experiments (e.g., cluster randomized trials) evaluate their effectiveness in real-world daycare center settings. Applying reliable estimates of design parameters in the context of a priori power analyses is essential to ensure that the sample size of these studies is adequate to support strong statistical conclusions regarding the strength of the intervention effect. However, there is little knowledge on relevant design parameters with preschool children. We therefore utilized a systematic collection of individual participant data from four German probability samples (554 ≤ N ≤ 2928) with preschool children (aged two to six years) to estimate and meta-analyze design parameters. These parameters are relevant for planning single-level (e.g., in non-clustered lab-based settings), two-level (children nested in daycare centers), and three-level (children nested in groups, with groups nested in daycare centers) randomized intervention studies targeting cognitive and SEL outcomes assessed with three methods (standardized tests, parent ratings, and educator ratings). The design parameters depict between-group and -center differences as well as the proportion of variance in the outcomes explained by different covariate sets (socio-demographic characteristics, baseline measures, and their combination) at the child, group, and center level. In conclusion, this paper provides a rich source of design parameters, recommendations, and illustrations to support a priori power analyses for randomized intervention studies in early childhood education research.
期刊介绍:
Educational Psychology Review aims to disseminate knowledge and promote dialogue within the field of educational psychology. It serves as a platform for the publication of various types of articles, including peer-reviewed integrative reviews, special thematic issues, reflections on previous research or new research directions, interviews, and research-based advice for practitioners. The journal caters to a diverse readership, ranging from generalists in educational psychology to experts in specific areas of the discipline. The content offers a comprehensive coverage of topics and provides in-depth information to meet the needs of both specialized researchers and practitioners.