TY - JOUR
T1 - You Can't Compare If You Don't Prepare
T2 - Differential Item Functioning In Measures of Grit, STEM Self-Regulation, and Motivation
AU - Gladstone, Jessica R.
AU - Morell, Monica
AU - Yang, Ji Seung
AU - Ponnock, Annette
AU - Turci Faust, Lara
AU - Wigfield, Allan
N1 - Funding Information:
The research reported in this article was supported by National Science Foundation Grant No. 1534846 awarded to Allan Wigfield and Ji Seung Yang. The opinions expressed are those of the authors and do not represent the views of the National Science Foundation. Correspondence regarding this article should be addressed to Jessica R. Gladstone, who is now in the Department of Educational Psychology at the University of Illinois at Urbana-Champaign, Champaign, IL 61820. Email: [email protected]
Publisher Copyright:
© 2022 Taylor & Francis Group, LLC.
PY - 2022
Y1 - 2022
N2 - Researchers developing questionnaire measures of personality, motivation, and self-regulation constructs related to students’ achievement and persistence in STEM or other fields rarely have examined whether the items on the measures used are functioning differently across groups, which is necessary for accurate group comparison. The present study assessed differential item functioning (DIF) in two frequently-used measures of such constructs, the Grit-S, the Motivated Strategies for Learning Questionnaire (MSLQ), and a new measure of long-term grit, using a sample of 1,146 ninth and tenth-grade students in the U.S.A. We also assessed gender and racial differences in the patterns of the relationships among the latent constructs, something rarely reported in the literature. Differences in such patterns indicate that the concurrent validity of the construct scores could vary across different groups. Results indicated that numerous items exhibited gender DIF on the Grit-S but not on the MSLQ or long-term grit measure. There were fewer DIF items across racial groups. Patterns of relations among the variables, in general, were weaker for females than males. There were fewer racial groups differences in the patterns of correlations. We discuss the implications of the DIF findings for future research on group comparisons.
AB - Researchers developing questionnaire measures of personality, motivation, and self-regulation constructs related to students’ achievement and persistence in STEM or other fields rarely have examined whether the items on the measures used are functioning differently across groups, which is necessary for accurate group comparison. The present study assessed differential item functioning (DIF) in two frequently-used measures of such constructs, the Grit-S, the Motivated Strategies for Learning Questionnaire (MSLQ), and a new measure of long-term grit, using a sample of 1,146 ninth and tenth-grade students in the U.S.A. We also assessed gender and racial differences in the patterns of the relationships among the latent constructs, something rarely reported in the literature. Differences in such patterns indicate that the concurrent validity of the construct scores could vary across different groups. Results indicated that numerous items exhibited gender DIF on the Grit-S but not on the MSLQ or long-term grit measure. There were fewer DIF items across racial groups. Patterns of relations among the variables, in general, were weaker for females than males. There were fewer racial groups differences in the patterns of correlations. We discuss the implications of the DIF findings for future research on group comparisons.
KW - Differential item functioning
KW - gender differences
KW - motivation
KW - racial group differences
KW - STEM
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U2 - 10.1080/00220973.2022.2062584
DO - 10.1080/00220973.2022.2062584
M3 - Article
AN - SCOPUS:85132678576
SN - 0022-0973
VL - 91
SP - 557
EP - 575
JO - Journal of Experimental Education
JF - Journal of Experimental Education
IS - 3
ER -