TY - JOUR
T1 - Measuring College Belongingness
T2 - Structure and Measurement of the Sense of Social Fit Scale
AU - Maghsoodi, Amir H.
AU - Ruedas-Gracia, Nidia
AU - Jiang, Ge
N1 - Funding Information:
This article was based on Amir H. Maghsoodi’s master’s thesis. Findings fromthis studywere presented at the 2021American PsychologicalAssociation (APA) convention and 2022 American Educational Research Association conference. Amir H. Maghsoodi gratefully acknowledges funding from the Illinois Distinguished Fellowship and APA Minority Fellowship Program. The research reported here was supported by an award from the University of IllinoisUrbana-Champaign, Campus Research Board (GrantRB21084 to Nidia Ruedas-Gracia) and by the Institute of Education Sciences, U.S. Department of Education, through Grant R305B140009 to the Board of Trustees of the Leland Stanford JuniorUniversity. The opinions expressed are those of the authors and do not represent the views of the institute or the U.S. Department of Education.
Publisher Copyright:
© 2023 American Psychological Association
PY - 2023
Y1 - 2023
N2 - Sense of belonging is theorized to be a fundamental human need and has been shown to have important implications in many domains of life, including academic achievement. The Sense of Social Fit scale (SSF; Walton & Cohen, 2007) is widely used to assess college belongingness, particularly to study differences in academic experiences along lines of gender and race. Despite its wide use, the instrument’s latent factor structure and measurement invariance properties have not been reported in the published literature to date. Consequently, researchers regularly use subsets of the SSF’s items without psychometric justification. Here, we explore and validate the SSF’s factor structure and other psychometric properties, and we provide recommendations about how to score the measure. A one-factor model in Study 1 showed poor fit, and exploratory factor analyses extracted a four-factor solution. Study 2’s confirmatory factor analyses demonstrated superior fit of a bifactor model with four specific factors (from Study 1) and one general factor. Ancillary analyses supported a total scale scoring method for the SSF and did not support computing raw subscale scores. We also tested the bifactor model’s measurement invariance across gender and race, compared latent mean scores between groups, and established the model’s criterion and concurrent validity. We discuss implications and suggestions for future research.
AB - Sense of belonging is theorized to be a fundamental human need and has been shown to have important implications in many domains of life, including academic achievement. The Sense of Social Fit scale (SSF; Walton & Cohen, 2007) is widely used to assess college belongingness, particularly to study differences in academic experiences along lines of gender and race. Despite its wide use, the instrument’s latent factor structure and measurement invariance properties have not been reported in the published literature to date. Consequently, researchers regularly use subsets of the SSF’s items without psychometric justification. Here, we explore and validate the SSF’s factor structure and other psychometric properties, and we provide recommendations about how to score the measure. A one-factor model in Study 1 showed poor fit, and exploratory factor analyses extracted a four-factor solution. Study 2’s confirmatory factor analyses demonstrated superior fit of a bifactor model with four specific factors (from Study 1) and one general factor. Ancillary analyses supported a total scale scoring method for the SSF and did not support computing raw subscale scores. We also tested the bifactor model’s measurement invariance across gender and race, compared latent mean scores between groups, and established the model’s criterion and concurrent validity. We discuss implications and suggestions for future research.
KW - college belonging
KW - factor analysis
KW - measurement invariance
KW - sense of belonging
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U2 - 10.1037/cou0000668
DO - 10.1037/cou0000668
M3 - Article
C2 - 37023274
AN - SCOPUS:85158126435
SN - 0022-0167
VL - 70
SP - 424
EP - 435
JO - Journal of Counseling Psychology
JF - Journal of Counseling Psychology
IS - 4
ER -