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Learning strategies (will, skill, and self-regulation) are critical in engineering education due to the rigorous and complex nature of the engineering subject matter. Using structural equation modeling, this study examines the impacts of learning environment, self-efficacy, and mindset (growth and fixed) on learning strategies among 204 engineering students. Results indicated self-efficacy served as a full mediator between the learning environment and learning strategies. The fixed mindset had a statistically significant and negative direct effect on learning strategies; however, the growth mindset had a non-significant direct effect on learning strategies. This study highlights the need for holistic approaches that address learning environment, self-efficacy, and mindset collectively to enhance students’ academic success and prepare them for the challenges in engineering education.