TY - JOUR
T1 - Integrating Developmental Theory and Methodology
T2 - Using Derivatives to Articulate Change Theories, Models, and Inferences
AU - Deboeck, Pascal R.
AU - Nicholson, Jody
AU - Kouros, Chrystyna
AU - Little, Todd D.
AU - Garber, Judy
N1 - Funding Information:
This work was funded by grants provided by the National Institute of Mental Health (K02 MH66249, R29 MH45458), the National Institute of Child Health and Human Development (P30HD15052), and the William T. Grant Foundation (173096).
Publisher Copyright:
© 2015, Copyright © Taylor & Francis Group, LLC.
PY - 2015/10/2
Y1 - 2015/10/2
N2 - 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 the change 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 zeroth, first, and second 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.
AB - 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 the change 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 zeroth, first, and second 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.
UR - http://www.scopus.com/inward/record.url?scp=84944154033&partnerID=8YFLogxK
U2 - 10.1080/10888691.2015.1021924
DO - 10.1080/10888691.2015.1021924
M3 - Article
AN - SCOPUS:84944154033
SN - 1088-8691
VL - 19
SP - 217
EP - 231
JO - Applied Developmental Science
JF - Applied Developmental Science
IS - 4
ER -