The application of Latent Growth Curve Model (LGCM) and Partial Least Square Structural Equation ... more The application of Latent Growth Curve Model (LGCM) and Partial Least Square Structural Equation Modeling (PLS-SEM) has gained much attention in panel survey studies. This study explores the distributions and trends of LGCM, and PLS-SEM used in panel survey data. It highlights the gaps in the current and existing approaches of PLS-SEM practiced by researchers in analyzing panel survey data. The integrated bibliometric analysis and systematic review were employed in this study. Based on the reviewed articles, the LGCM and PLS-SEM showed an increasing trend of publication in the panel survey data. Though the popularity of LGCM was more outstanding than PLS-SEM for the panel survey data, LGCM has several limitations such as statistical assumptions, reliable sample size, number of repeated measures, and missing data. This systematic review identified five different approaches of PLS-SEM in analyzing the panel survey data namely pre- and post-approach with different constructs, a path co...
International Journal of Evaluation and Research in Education (IJERE)
In early 2020, due to the COVID-19 outbreak in Malaysia, all higher education institutions had to... more In early 2020, due to the COVID-19 outbreak in Malaysia, all higher education institutions had to switch from face-to-face learning to open and distance learning (ODL) method. The main purpose was to prevent any further spread of the COVID-19 virus. This study aimed to identify factors carrying impacts on students’ satisfaction in learning calculus using ODL method. The sample consists of 224 students of Universiti Teknologi MARA (UiTM) Perak Branch, Tapah Campus who took calculus subjects using ODL method during the COVID-19 lockdown in Malaysia. Five factors are found to influence students’ satisfaction towards ODL method: student-lecturer interaction; lecturer performance; ODL course evaluation; design; and technical. By using partial least square (PLS)–SEM method, the results showed that lecturer performance has a large effect size on students’ satisfaction. Technical and design factors have medium effect sizes, while the ODL course evaluation and student-lecturer interaction ha...
Accounting students at tertiary education basically prefer different types of learning styles. Th... more Accounting students at tertiary education basically prefer different types of learning styles. This study investigated the impact of the relationship among the learning style preferences of undergraduate accounting students, awareness of learning styles and their academic achievements. Participants of the study consisted of all the final year accounting students in UiTM Tapah. The results indicated that the students prefer kinesthetic learning modality, and for the rest of the modalities students found that they are generally well-balanced. The study found that there were significant awareness of learning styles among students particularly for the kinesthetic type of students. However, based on the test conducted, there was no significant correlation between the academic achievement and the learning style preferences of the students. There was also no significant relationship between learning styles and awareness of the learning styles. Hence, types of learnings styles do not contri...
Since Graduate on Time (GOT) being introduced as one of their key performance indicators (KPIs), ... more Since Graduate on Time (GOT) being introduced as one of their key performance indicators (KPIs), certain higher education institutions are facing with situation where students are unable to complete their studies within the specified time frame. Various learning approaches have been adopted by educators in their effort to enhance students’ examination results so as to assist them to graduate on time. Studies by Tan and Laswad (2015) and Davidson (2002) have proven that learning approaches do significantly give an impact to academic performances, while Djajadikerta et al. (2008) and Chan (2011) have shown otherwise. Hence, this study is performed in order to provide further evidences concerning learning approaches and their impact onto students’ academic performance, i.e. their examination grades. Using Biggs’ (1987a) Study Process Questionnaire, 208 completed questionnaires are obtained from final semester students of Diploma in Accountancy from Faculty of Accountancy, UiTM Perak Br...
The application of Latent Growth Curve Model (LGCM) and Partial Least Square Structural Equation ... more The application of Latent Growth Curve Model (LGCM) and Partial Least Square Structural Equation Modeling (PLS-SEM) has gained much attention in panel survey studies. This study explores the distributions and trends of LGCM, and PLS-SEM used in panel survey data. It highlights the gaps in the current and existing approaches of PLS-SEM practiced by researchers in analyzing panel survey data. The integrated bibliometric analysis and systematic review were employed in this study. Based on the reviewed articles, the LGCM and PLS-SEM showed an increasing trend of publication in the panel survey data. Though the popularity of LGCM was more outstanding than PLS-SEM for the panel survey data, LGCM has several limitations such as statistical assumptions, reliable sample size, number of repeated measures, and missing data. This systematic review identified five different approaches of PLS-SEM in analyzing the panel survey data namely pre- and post-approach with different constructs, a path co...
International Journal of Evaluation and Research in Education (IJERE)
In early 2020, due to the COVID-19 outbreak in Malaysia, all higher education institutions had to... more In early 2020, due to the COVID-19 outbreak in Malaysia, all higher education institutions had to switch from face-to-face learning to open and distance learning (ODL) method. The main purpose was to prevent any further spread of the COVID-19 virus. This study aimed to identify factors carrying impacts on students’ satisfaction in learning calculus using ODL method. The sample consists of 224 students of Universiti Teknologi MARA (UiTM) Perak Branch, Tapah Campus who took calculus subjects using ODL method during the COVID-19 lockdown in Malaysia. Five factors are found to influence students’ satisfaction towards ODL method: student-lecturer interaction; lecturer performance; ODL course evaluation; design; and technical. By using partial least square (PLS)–SEM method, the results showed that lecturer performance has a large effect size on students’ satisfaction. Technical and design factors have medium effect sizes, while the ODL course evaluation and student-lecturer interaction ha...
Accounting students at tertiary education basically prefer different types of learning styles. Th... more Accounting students at tertiary education basically prefer different types of learning styles. This study investigated the impact of the relationship among the learning style preferences of undergraduate accounting students, awareness of learning styles and their academic achievements. Participants of the study consisted of all the final year accounting students in UiTM Tapah. The results indicated that the students prefer kinesthetic learning modality, and for the rest of the modalities students found that they are generally well-balanced. The study found that there were significant awareness of learning styles among students particularly for the kinesthetic type of students. However, based on the test conducted, there was no significant correlation between the academic achievement and the learning style preferences of the students. There was also no significant relationship between learning styles and awareness of the learning styles. Hence, types of learnings styles do not contri...
Since Graduate on Time (GOT) being introduced as one of their key performance indicators (KPIs), ... more Since Graduate on Time (GOT) being introduced as one of their key performance indicators (KPIs), certain higher education institutions are facing with situation where students are unable to complete their studies within the specified time frame. Various learning approaches have been adopted by educators in their effort to enhance students’ examination results so as to assist them to graduate on time. Studies by Tan and Laswad (2015) and Davidson (2002) have proven that learning approaches do significantly give an impact to academic performances, while Djajadikerta et al. (2008) and Chan (2011) have shown otherwise. Hence, this study is performed in order to provide further evidences concerning learning approaches and their impact onto students’ academic performance, i.e. their examination grades. Using Biggs’ (1987a) Study Process Questionnaire, 208 completed questionnaires are obtained from final semester students of Diploma in Accountancy from Faculty of Accountancy, UiTM Perak Br...
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