Spektrum Industri
Vol. 24 No. 2 (2026): Spektrum Industri - October 2026

The Effect of Noise on Learning Achievement through Students Cognitive Functions: A Stroop Test-Based Mediation Analysis

Marulan Andivas (Industrial Engineering, Universitas Balikpapan, Balikpapan, 76114, Indonesia)
Alex Kisanjani (Industrial Engineering, Universitas Balikpapan, Balikpapan, 76114, Indonesia)
Nana Sugiono (Industrial Engineering, Universitas Balikpapan, Balikpapan, 76114, Indonesia)
Joshua Primadani (Industrial Engineering, Universitas Balikpapan, Balikpapan, 76114, Indonesia)
Ari Andriyas Puji (Industrial Engineering, Universitas Riau, Kampus Bina Widya, Pekanbaru, 28293, Indonesia)



Article Info

Publish Date
28 Oct 2026

Abstract

Environmental noise exposure in schools near airports may negatively impact students’ cognitive functioning and academic performance. However, the cognitive mechanisms underlying the relation between noise exposure and learning achievement are still poorly understood. This study aims to explore the direct and indirect associations of environmental noise exposure with learning achievement, with a mediating variable of cognitive function measured by the Stroop Test. This research was done on 120 students of elementary, junior high and vocational high school who lived in the vicinity of Sultan Aji Muhammad Sulaiman Sepinggan Airport, Balikpapan, Indonesia. The data were analyzed through Partial Least Squares Structural Equation Modeling (PLS-SEM) with 10.000 bootstrap resamples. The results indicated that environmental noise exposure was negatively associated with cognitive function (beta = -0.981, p < 0.001), and cognitive function was positively associated with learning achievement (beta = 2.309, p < 0.001). There was a significant and positive direct relationship between noise exposure and learning achievement (beta = 1.470, p < 0.001), and a significant and negative indirect relationship through cognitive function (beta = -2.266, p < 0.001, 95% CI [-2.729, -1.852]). Overall, the effect was negative and significant (beta = -0.796, p < 0.001) suggesting competitive mediation. These findings indicate that cognitive function is an important mediating factor between environmental noise exposure and learning achievement. Our results provide empirical support for a cognitive pathway based on Stroop interference linking airport-related environmental noise and learning outcomes and provide insights for the assessment of environmental conditions and support of cognitive performance in educational contexts.

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Journal Info

Abbrev

spektrum

Publisher

Subject

Decision Sciences, Operations Research & Management Engineering Environmental Science Industrial & Manufacturing Engineering Materials Science & Nanotechnology

Description

Spektrum Industri ISSN 1693-6590(print); ISSN 2442-2630(online) is a Journal that publish scientific articles in the science scope related to engineering and/or industrial management both research and theoretical. Literature review will be considered if it is written by an ...