Understanding students’ adoption of a web-enhanced inquiry learning common for science literacy: An affordance-based PLS-SEM analysis

Persistent inequities in access to high-quality science instruction continue to limit students' learning opportunities in rural and underserved communities worldwide. Digital inquiry-based learning environments offer a promising pathway for addressing such disparities. However, limited research has examined how learners in marginalized contexts perceive and adopt these systems, particularly regarding the role of design affordances, technology acceptance processes, and their influence on learning outcomes. This study investigates the factors shaping middle school students' acceptance and use of a Web-enhanced Inquiry Learning Common for Science Literacy (WILC-SL), a platform particularly designed to support guided science inquiry in rural Thai schools. Drawing on technological, pedagogical, and content affordances and extending the Technology Acceptance Model (TAM), we employed Partial Least Squares Structural Equation Modeling (PLS-SEM) to analyze survey data from 170 seventh-grade students. The PLS-SEM results indicate that technological affordance strongly predicts perceived ease of use. In contrast, content and pedagogical affordances do not significantly influence students' perceived usefulness or usability of the WILC-SL system. Although these affordances had limited power to predict outcomes, students’ attitudes toward the system became a key factor influencing their behavioral intention, which then significantly improved their science literacy outcomes. These findings highlight a motivational pathway, rather than a purely functional one, through which inquiry-oriented digital platforms can support equitable science learning in resource-constrained settings. The study contributes to research on digital learning adoption by demonstrating how usability, affective engagement, and contextualized design intersect to influence learning performance in rural environments. Implications for designing inclusive systems, such as an extended TAM and inquiry-rich digital learning systems, are discussed.

Authors

Institutions

Publication Details

Journal
Social Sciences & Humanities Open
Published
2026-06-26
DOI
https://doi.org/10.1016/j.ssaho.2026.103169
Primary Topic
Science Education and Pedagogy
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Understanding students’ adoption of a web-enhanced inquiry learning common for science literacy: An affordance-based PLS-SEM analysis

Phattaraporn Pondee, Patcharin Panjaburee, Wacharaporn Khaokhajorn, Kornchawal Chaipah et al.
Social Sciences & Humanities Open
Science Education and Pedagogy
article

Understanding students’ adoption of a web-enhanced inquiry learning common for science literacy: An affordance-based PLS-SEM analysis

Phattaraporn Pondee, Patcharin Panjaburee, Wacharaporn Khaokhajorn, Kornchawal Chaipah, Kulthida Tuamsuk, Sasivimol PREMTHAISONG, Pawat Chaipidech, Niwat Srisawasdi, Sakkarach Muangbangyung
article en

Abstract

Persistent inequities in access to high-quality science instruction continue to limit students' learning opportunities in rural and underserved communities worldwide. Digital inquiry-based learning environments offer a promising pathway for addressing such disparities. However, limited research has examined how learners in marginalized contexts perceive and adopt these systems, particularly regarding the role of design affordances, technology acceptance processes, and their influence on learning outcomes. This study investigates the factors shaping middle school students' acceptance and use of a Web-enhanced Inquiry Learning Common for Science Literacy (WILC-SL), a platform particularly designed to support guided science inquiry in rural Thai schools. Drawing on technological, pedagogical, and content affordances and extending the Technology Acceptance Model (TAM), we employed Partial Least Squares Structural Equation Modeling (PLS-SEM) to analyze survey data from 170 seventh-grade students. The PLS-SEM results indicate that technological affordance strongly predicts perceived ease of use. In contrast, content and pedagogical affordances do not significantly influence students' perceived usefulness or usability of the WILC-SL system. Although these affordances had limited power to predict outcomes, students’ attitudes toward the system became a key factor influencing their behavioral intention, which then significantly improved their science literacy outcomes. These findings highlight a motivational pathway, rather than a purely functional one, through which inquiry-oriented digital platforms can support equitable science learning in resource-constrained settings. The study contributes to research on digital learning adoption by demonstrating how usability, affective engagement, and contextualized design intersect to influence learning performance in rural environments. Implications for designing inclusive systems, such as an extended TAM and inquiry-rich digital learning systems, are discussed.

Social Sciences & Humanities OpenVol. 14
Khon Kaen University (TH), Digital Science (United States) (US), Sakon Nakhon Rajabhat University (TH)
Quality Education
Openalex Percentile: Top 3%
Science Education and Pedagogy
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.