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conference paper

How Instructional Sequence and Personalized Support Impact Diagnostic Strategy Learning

Güres, Fatma-Betül  
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Nazaretsky, Tanya  
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Radmehr, Bahar  
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Cristea, Alexandra I.
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Walker, Erin
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2025
Artificial Intelligence in Education - 26th International Conference, AIED 2025. Proceedings, Parts VI
26th International Conference on Artificial Intelligence in Education

Supporting students in developing effective diagnostic reasoning is a key challenge in various educational domains. Novices often struggle with cognitive biases such as premature closure and over-reliance on heuristics. Scenario-based learning (SBL) can address these challenges by offering realistic case experiences and iterative practice, but the optimal sequencing of instruction and problem-solving activities remains unclear. This study examines how personalized support can be incorporated into different instructional sequences and whether providing explicit diagnostic strategy instruction before (I-PS) or after problem-solving (PS-I) improves learning and its transfer. We employ a between-groups design in an online SBL environment called PharmaSim, which simulates real-world client interactions for pharmacy technician apprentices. Results indicate that while both instruction types are beneficial, PS-I leads to significantly higher performance in transfer tasks.

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