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This paper aims to identify and discuss factors affecting students’ performance in web-based learning (WBL) during the COVID-19 pandemic.

This study uses a quantitative method to analyze data collected using an online structured questionnaire. Responses were gathered from undergraduate students (n = 270) studying engineering education at a university in Indonesia. A measurement analysis is used to validate the instruments, and structural equation modeling is used to examine the associations among constructs.

Attitude, anxiety and motivation affected students’ performance in WBL. Motivation played an essential role in influencing WBL. The results also showed equal opportunities between men and women in WBL.

This research may provide a foundation for future research designing WBL in higher education. This study provides valuable insights in policy formulation and an effective web-based e-learning design by considering students’ personal characteristics potentially affecting WBL performance.

This study identifies factors influencing students’ performance in WBL. Furthermore, it added students’ genders to explore the moderating effect on the model.

This paper aims to investigate the effect of learning styles on HyFlex learning towards equity of learning in higher education.

A quantitative approach was used, with data collection through a structured online questionnaire. The study participants were undergraduate students (n = 451) studying at various public and private universities in Indonesia. Measurement analysis is used to test the validity of the instrument used. Analysis of structural equations is used to test the relationships between the constructs under study.

Survey instruments have satisfactory internal validity and consistency. The learning style of students in higher education positively influences the use of HyFlex’s three learning modalities. All three modalities of HyFlex learning positively affect learning equity, especially the asynchronous online modality. However, the synchronous online effect is insignificant. Active/reflective learning styles only affect face-to-face mode but do not significantly affect the two online modalities, synchronous and asynchronous. Some of the learning style dimensions have an indirect effect on equity through three HyFlex learning modalities. Face-to-face and online asynchronous mediate well the indirect relationship between learning style and equity. The impact of gender and higher education status was not shown to strengthen the relationship between learning styles, HyFlex learning modalities and equity.

This study will provide valuable understanding for lecturers, educators and developers to adapt and develop HyFlex learning strategies based on the positive dimensions of the Felder–Silverman learning style that can support equitable and inclusive learning. The study forms a foundation for researchers to investigate more constructs that could improve HyFlex learning in future studies.

This research is a pioneer in using learning styles to investigate trends in using three HyFlex learning modalities, particularly emphasising modalities that can provide equitable learning.