Building Adaptive Expertise Skills for Pharmacy Students and Their Impact on Self-Efficacy and Course Performance

This exploratory study aimed to analyze the impact of three complementary adaptive expertise strategies—productive failure, instructor-driven concept maps, and what-if Excel simulations—on students’ self-efficacy beliefs and performance. The quantitative research for the fully implemented strategies (productive failure and structural concept mapping) indicated students’ perceived impacts on their own learning were significant predictors of self-efficacy. The initial introduction of what-if simulations showed a significant path to performance but not self-efficacy. Additionally, self-efficacy fully mediated the relationship between the perceived usefulness of concept maps and performance. The analysis also suggested the potential for self-efficacy to mediate the impact of what-if simulations, as supported by students’ feedback on the perceived benefits of these simulations. Future research will explore the full integration of what-if simulations and potentially transfer of these adaptive expertise skills into therapeutic courses.

Authors

Publication Details

Published
2025-01-01
DOI
https://doi.org/10.59668/2222.21538
Primary Topic
Innovations in Medical Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Building Adaptive Expertise Skills for Pharmacy Students and Their Impact on Self-Efficacy and Course Performance

Dan Cernusca, Sanku Mallik
Innovations in Medical Education
article

Building Adaptive Expertise Skills for Pharmacy Students and Their Impact on Self-Efficacy and Course Performance

Dan Cernusca, Sanku Mallik
article en

Abstract

This exploratory study aimed to analyze the impact of three complementary adaptive expertise strategies—productive failure, instructor-driven concept maps, and what-if Excel simulations—on students’ self-efficacy beliefs and performance. The quantitative research for the fully implemented strategies (productive failure and structural concept mapping) indicated students’ perceived impacts on their own learning were significant predictors of self-efficacy. The initial introduction of what-if simulations showed a significant path to performance but not self-efficacy. Additionally, self-efficacy fully mediated the relationship between the perceived usefulness of concept maps and performance. The analysis also suggested the potential for self-efficacy to mediate the impact of what-if simulations, as supported by students’ feedback on the perceived benefits of these simulations. Future research will explore the full integration of what-if simulations and potentially transfer of these adaptive expertise skills into therapeutic courses.

Vol. 14(2)
Openalex Percentile: Top 83%
Innovations in Medical Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Building Adaptive Expertise Skills for Pharmacy Students and Their Impact on Self-Efficacy and Course Performance — Dan Cernusca, Sanku Mallik · (2025) | TGRS Research Map | TGRS