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The current and future workforce is challenged to adapt to changing environments and become lifelong, self-regulated learners. Learning journals can regulate learning processes through scaffolding reflection on rich experiences. However, learning journals are not effective per se. This study investigates the effects of an online learning journal platform, called ‘LearnDoc’, that provides scaffolds for learners in their initial vocational education and training. The specific research questions addressed in this paper are what usage patterns emerge from learners’ use of the LearnDoc platform, when do learners create their journal entries, and how do usage patterns and procrastination relate to learners’ final exam performance.

What makes an online learning journal powerful for VET? Distinguishing productive usage patterns and effective learning strategies