ILS Validity Analysis for Secondary Grade through Factor Analysis and Internal Consistency Reliability

Abstract

In differentiated learning, the teacher needs to be aware of the learning styles of students in the classroom to accommodate specific learning preferences, e.g., the Felder–Silverman learning style model. The corresponding instrument, i.e., the Felder–Silverman Index of Learning Style (ILS), was designed to assess learning styles, specifically for engineering students. The ILS has been tested at the middle school level to identify the learning styles; however, validity/reliability had not been established in earlier studies with large samples. The focus of this study was to identify the validity and reliability of an ILS instrument for middle school students (N=450) by investigating the factor structure through factor analysis. This includes internal consistency reliability and constructing validity report of the ILS. An exploratory and confirmatory factor analysis was undertaken to investigate the factor structure to establish validity. As a result of the study, the reliability of the instrument was established. Five-factors emerged through exploratory factor analysis (EFA), which were subjected to confirmatory factor analysis (CFA). The outcome provided five-factors (i.e., Comparative Fit Index (CFI), Tucker–Lewis Index (TLI), Root Mean Square Error of Approximation (RMSEA), Standardized Root Mean Residual (SRMR), and Goodness of Fit (GFI)), out of which four factors were related to the four dimensions of the Felder–Silverman model, and the fifth factor was related to the association of sensing/intuitive and sequential/global dimensions of the model, which is in agreement with the theoretical construct of ILS. As a result of CFA, ILS entailing 24 items indicates a good fit with five-factor structure. CFI=0.922;TLI=0.927; RMSEA=0.026; SRMR=0.585;GFI=0.911;X2=277;df=42;p=0.60. This study suggests that the ILS for the secondary-grade students needs to be revised with fewer items to improve the reliability, as supported by empirical evidence through the EFA and CFA.

Bibliometric Analysis on Recent Topics in ILS Research

“…To ensure the reliability and validity of this analysis on learning styles, a rigorous methodology was followed. This includes the use of validated and recognized instruments such as the Felder-Soloman Learning Style Survey (Diago et al, 2022b;Felder & Silverman, 1988;Mirza et al, 2022) and the systematic and transparent application of bibliometric methods using specialized tools such as Bibliometrix. A systematic methodology was followed in several decision steps to ensure the reliability and validity of the analysis (Benavides et al, 2022;David & Han, 2004;Newbert, 2007;Ribes et al, 2018;Sanahuja & Ribes, 2015).…”