2021
DOI: 10.30605/jsgp.4.2.2021.1326
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Education Research Quantitative Analysis for Little Respondents

Abstract: Many researchers are confused about which software to use because there is no research on software comparisons for quantitative research data analysis. The purpose of this study is to compare the results of quantitative research data processing in the field of education management using Lisrel, Tetrad, GSCA, Amos, SmartPLS, WarpPLS, and SPSS software for small samples or respondents. This research method is quantitative and research data analysis uses the four types of software to obtain a comparison of the re… Show more

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Cited by 36 publications
(36 citation statements)
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References 41 publications
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“…This is sufficient evidence that non-Moslem groups have incorporated halal cuisine into their lifestyle choices, and it is obvious that this situation has consequences for halal food producers. Most consumers contend that processed foods bearing Halal certification are healthy and safe to eat [24]. Therefore, regardless of the faith practiced, customers who are well-informed on Halal items will be very interested in making additional purchases [19].…”
Section: Resultsmentioning
confidence: 99%
“…This is sufficient evidence that non-Moslem groups have incorporated halal cuisine into their lifestyle choices, and it is obvious that this situation has consequences for halal food producers. Most consumers contend that processed foods bearing Halal certification are healthy and safe to eat [24]. Therefore, regardless of the faith practiced, customers who are well-informed on Halal items will be very interested in making additional purchases [19].…”
Section: Resultsmentioning
confidence: 99%
“…Generalized Structured Component Analysis (GSCA) was selected from the many techniques available for PLS-SEM (Hair et al, 2019) due to its adaptability to work with even small samples. GSCA (Hwang & Takane, 2014) has been implemented in numerous domains (Jung et al, 2020;Nguyen et al, 2022;Purwanto et al, 2021). GSCA Pro 1.1 (Hwang et al, 2022) was used to perform the experiment.…”
Section: Data Analysis Planmentioning
confidence: 99%
“…SMART-PLS is the software that is recommended when the model is complex (Purwanto et al, 2021), and other than higher-order models the primary form of models in the software are reflective and formative (Wong, 2013). Moreover, when the model is reflective then structural equation modeling is the best technique to run confirmatory factor analysis (Afthanorhan, 2013).…”
Section: Statistical Testing and Analysismentioning
confidence: 99%