Monogr Soc Res Child Dev. 2017 Jun;82(2):122-139. doi: 10.1111/mono.12302.
This chapter selectively reviews the evolution of quantitative practices in the field of developmental methodology. The chapter begins with an overview of the past in developmental methodology, discussing the implementation and dissemination of latent variable modeling and, in particular, longitudinal structural equation modeling. It then turns to the present state of developmental methodology, highlighting current methodological advances in the field. Additionally, this section summarizes ample quantitative resources, ranging from key quantitative methods journal articles to the various quantitative methods training programs and institutes. The chapter concludes with the future of developmental methodology and puts forth seven future innovations in the field. The innovations discussed span the topics of measurement, modeling, temporal design, and planned missing data designs. Lastly, the chapter closes with a brief overview of advanced modeling techniques such as continuous time models, state space models, and the application of Bayesian estimation in the field of developmental methodology.
这一章有选择性地回顾了发展方法论领域定量实践的演变。本章首先概述了发展方法论的过去,讨论了潜在变量建模的实施和传播,特别是纵向结构方程建模。然后转向发展方法论的现状,强调了该领域当前的方法进展。此外,本节还总结了大量的定量资源,包括关键的定量方法期刊文章以及各种定量方法培训计划和研究所。本章最后展望了发展方法论的未来,并提出了该领域的七个未来创新。讨论的创新涵盖了测量、建模、时间设计和计划缺失数据设计等主题。最后,本章简要概述了发展方法论领域的高级建模技术,如连续时间模型、状态空间模型以及贝叶斯估计的应用。