6. Conclusion
This study aims to make a contribution to the current body of literature that might lead to a better understanding of how secondary schools actually use their LMSs in an instructional setting. In addition, as this study on learning paths was conducted at the secondary school level, it represents an understudied level within educational research. In a previous study, we investigated (De Smet et al., 2014) how learning paths optimized with Mayer's guidelines lead to a better elaborated and structured course and thus offer better spatial visualization as compared to learning paths that build on text, schemes, pictures, and web-based exercises. In this paper, we found that learning paths have a significant impact on learning, as they lead to higher scores as compared with conventional instruction. Second, we demonstrated that one should be careful when implementing collaborative learning in the context of STEM. Our research suggests that prior experience with and knowledge about collaborative learning is essential. Third, we found that females perform better within same-sex groups, whereas males achieve better results within mixed groups. This knowledge can help a teacher make the best choices when engaging students in collaborative learning, especially when the focus is on mathematics or science learning. However, the underperformance of the students in collaborative conditions underlines the necessity for further research into group dynamics and metacognition strategies (Ding, 2009; Fullan, 2010) to improve collaborative learning. In addition, follow-up research (De Smet, Valcke, Schellens, De Wever, & Vanderlinde, 2016) added to this how several barriers hindering technology integration at the school and the teacher level affect the successful implementation of learning paths. More specifically, the consequence of a reliable and accessible ICT infrastructure, the importance of consistent qualitative technical and pedagogical support, and the need for more teacher professional-development programs were found to be important factors that support the successful instructional use of learning paths within an LMS.