Information Technology Education Journal
Vol. 4, No. 3, August (2025)

Improving Spatial Thinking Skills through GEE-Integrated STEM Learning: A Quasi-Experimental Study among Geography Undergraduates

Haris, Haris (Unknown)
Syamsunardi (Unknown)
Abdul Mannan (Unknown)
Nurul Ilmi Rasjusti (Unknown)



Article Info

Publish Date
28 Sep 2025

Abstract

This study examines the effectiveness of integrating Google Earth Engine (GEE) into a STEM-based learning framework to enhance the spatial thinking skills of geography undergraduates. A quasi-experimental design involving 60 students was implemented, with one class assigned to the experimental group receiving GEE-integrated STEM instruction and the other to the control group receiving conventional instruction. Spatial thinking outcomes were measured using pretest–posttest cognitive assessments and four performance indicators: spatial representation, spatial relation, spatial analysis, and spatial application. Data analysis included descriptive statistics, normality and homogeneity tests, paired-sample t-tests, independent-sample t-tests, Cohen’s d effect size, and ANCOVA controlling for pretest scores. The results indicate that the experimental group achieved significantly higher posttest scores than the control group (t(58) = 10.24, p < 0.001), with a large effect size (d = 2.64). ANCOVA further confirmed the robustness of the treatment effect after adjusting for initial differences (F(1,57) = 101.99, p < 0.001). Indicator-level analysis also showed consistent improvement across all spatial thinking components. This study is limited by its single-institution context, quasi-experimental design, and potential novelty effects associated with geospatial technology integration. Future research should involve larger and more diverse samples to validate these findings.

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Journal Info

Abbrev

INTEC

Publisher

Subject

Computer Science & IT Education

Description

INTEC Journal is published by the Informatics and Computer Engineering Education Study Program at Makassar State University. INTEC Journal is published periodically three times a year, containing articles on research results and / or critical studies in the field of Informatics and Computer ...