Table 2

Operationalization of variables included in the formative structural model

VariableConceptual definitionDimension/ApproachType of variableExample itemSource
Conceptions of learningA set of beliefs and meanings that students attribute to the learning processConstructivist/Reproductive OrientationFormative“Learning involves deeply understanding the content, going beyond simply memorizing it.”Vermunt (1998), Vermunt and Vermetten (2004), Vermunt and Donche (2017) 
MotivationProcesses that activate, direct, and sustain academic behaviorGoal orientation and task valueFormative“I put effort into my studies because I believe they are important for my personal development.”Pintrich (2000) 
Self-regulationStudent's ability to plan, monitor, and control their own learning processPlanning, monitoring and controlFormative“I plan my study activities before starting an academic task.”Zimmerman (2002) 
Information processingCognitive strategies used to understand, organize, and apply knowledgeDeep/shallow learningFormative“I relate new content to prior knowledge to understand it better.”Marton and Säljö (1976) 

Note(s): The constructs were modeled as formative variables within the framework of the PLS-PM approach

Source(s): Own elaboration is based on the results from R studio software

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