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Economics 3.6

New tool lets universities finally track group learning across entire systems

Researchers have released the first practical framework for analyzing how students collaborate within learning management systems, moving beyond single-user tracking. The open-source tool addresses a decade-old gap that prevented institutions from understanding shared learning activities, group projects, and resource sharing—insights increasingly valuable as hybrid education expands.

Originaltitel: An object-centric approach to multi-entity Educational Process Mining

Abstrakt

<p>Educational Process Mining (EPM) is widely used to analyze learning processes in technology-enhanced learning environments. However, most EPM approaches remain case-centric, linking each event to a single entity (e.g., student or course), which prevents the analysis of learning situations involving multiple interacting entities, such as group collaboration or shared resource use. Recent developments in Object-Centric Process Mining (OCPM) address this limitation by allowing events to be connected to multiple related objects. Yet, the educational field lacks a practical, methodological framework for extracting structured, object-centric event data from Learning Management Systems (LMSs). Consequently, Object-Centric Educational Process Mining (OC-EPM) remains underdeveloped. This study introduces a framework for extracting multidimensional, object-centric event data from Moodle to support OC-EPM. The framework follows the OCPM<sup>2</sup> methodology and is implemented in PM4Moodle, an open-source tool that generates OCEL-compliant logs directly from Moodle. A case study in a university course demonstrates, to our knowledge, the first application of OC-EPM in education. The results show how object-centric data enable richer analyses of interactions among students, groups, assignments, and resources, offering insights into learning processes that cannot be captured with case-centric approaches.</p>

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