Daengku: Journal of Humanities and Social Sciences Innovation
Vol. 6 No. 1 (2026)

From Growth Mindset and Social Media Influence to Learning Outcomes: A PLS-SEM Study in Indonesian Higher Education

Andika Isma (Doctoral Program in Economics, Universitas Hasanuddin, Makassar, 90245, Indonesia)
Andi Naila Quin Azsisah Alisyahbana (Doctoral Program in Economics, Universitas Hasanuddin)
Sahabuddin Sahabuddin (Universitas Negeri Makassar, Makassar, 90222, Indonesia)
Akhmad Khairul Shiddiq (Universitas Negeri Makassar, Makassar, 90222, Indonesia)
Della Fadhilatunisa (Doctoral Program in Accounting, Universitas Padjadjaran, Bandung, 40132, Indonesia)



Article Info

Publish Date
28 Feb 2026

Abstract

This study examines how growth mindsets and social media influence shape learning outcomes through student engagement and digital literacy in digitally mediated higher education. Survey data were collected from 478 undergraduate students enrolled at higher education institutions in Indonesia and analyzed using partial least squares structural equation modeling (PLS-SEM) with SmartPLS 4. The measurement model demonstrated satisfactory reliability, convergent validity, and discriminant validity. The structural model explained 67.3% of the variance in learning outcomes, 60.5% in student engagement, and 40.7% in digital literacy, indicating a substantial explanatory power. Growth mindset positively predicted learning outcomes, student engagement, and digital literacy, with the strongest substantive effect observed on student engagement. Social media influence positively predicted student engagement and digital literacy but did not have a significant direct effect on the learning outcomes. Student engagement and digital literacy both positively predicted learning outcomes, and indirect-effect analysis confirmed several mediating pathways linking growth mindset and social media influence to learning outcomes. These findings indicate that the academic benefits of digital higher education are not produced by mindset or social media exposure alone. Learning outcomes improve when psychological dispositions and social-digital interactions are translated into active engagement and effective digital literacy.

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Journal Info

Abbrev

daengku

Publisher

Subject

Humanities Education Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Other

Description

The Daengku seeks to publish high-quality research papers, review articles, and book reviews that make a contribution to knowledge through the application and development of theories, new data exploration, and/or scientific analysis of salient policy issues. The Scope of the Daengku includes the ...