| Literature DB >> 26949327 |
Pascal R Deboeck1, Jody Nicholson2, Chrystyna Kouros3, Todd D Little4, Judy Garber5.
Abstract
Matching theories about growth, development, and change to appropriate statistical models can present a challenge, which can result in misuse, misinterpretation, and underutilization of different analytical approaches. We discuss the use of derivatives --- the change of a construct with respect to changes in another construct. Derivatives provide a common language linking developmental theory and statistical methods. Conceptualizing change in terms of derivatives allows precise translation of theory into method and highlights commonly overlooked models of change. A wide variety of models can be understood in terms of the level, velocity and acceleration of constructs: the 0th, 1st, and 2nd derivatives, respectively. We introduce the language of derivatives, and highlight the conceptually differing questions that can be addressed in developmental studies. A substantive example is presented to demonstrate how common and unfamiliar statistical methodology can be understood as addressing relations between differing pairs of derivatives.Entities:
Keywords: derivatives; developmental theory; growth curves; hierarchical linear modeling; models of change; theory-method interface
Year: 2016 PMID: 26949327 PMCID: PMC4776324 DOI: 10.1080/10888691.2015.1021924
Source DB: PubMed Journal: Appl Dev Sci ISSN: 1088-8691