Curriculum Mapping with Academic Analytics in Medical and Healthcare Education
نویسندگان
چکیده
BACKGROUND No universal solution, based on an approved pedagogical approach, exists to parametrically describe, effectively manage, and clearly visualize a higher education institution's curriculum, including tools for unveiling relationships inside curricular datasets. OBJECTIVE We aim to solve the issue of medical curriculum mapping to improve understanding of the complex structure and content of medical education programs. Our effort is based on the long-term development and implementation of an original web-based platform, which supports an outcomes-based approach to medical and healthcare education and is suitable for repeated updates and adoption to curriculum innovations. METHODS We adopted data exploration and visualization approaches in the context of medical curriculum innovations in higher education institutions domain. We have developed a robust platform, covering detailed formal metadata specifications down to the level of learning units, interconnections, and learning outcomes, in accordance with Bloom's taxonomy and direct links to a particular biomedical nomenclature. Furthermore, we used selected modeling techniques and data mining methods to generate academic analytics reports from medical curriculum mapping datasets. RESULTS We present a solution that allows users to effectively optimize a curriculum structure that is described with appropriate metadata, such as course attributes, learning units and outcomes, a standardized vocabulary nomenclature, and a tree structure of essential terms. We present a case study implementation that includes effective support for curriculum reengineering efforts of academics through a comprehensive overview of the General Medicine study program. Moreover, we introduce deep content analysis of a dataset that was captured with the use of the curriculum mapping platform; this may assist in detecting any potentially problematic areas, and hence it may help to construct a comprehensive overview for the subsequent global in-depth medical curriculum inspection. CONCLUSIONS We have proposed, developed, and implemented an original framework for medical and healthcare curriculum innovations and harmonization, including: planning model, mapping model, and selected academic analytics extracted with the use of data mining.
منابع مشابه
Visual analytics in healthcare education: exploring novel ways to analyze and represent big data in undergraduate medical education
Introduction. The big data present in the medical curriculum that informs undergraduate medical education is beyond human abilities to perceive and analyze. The medical curriculum is the main tool used by teachers and directors to plan, design, and deliver teaching and assessment activities and student evaluations in medical education in a continuous effort to improve it. Big data remains large...
متن کاملDeveloping a novel Poverty in Healthcare curriculum for medical students at the University of Michigan Medical School.
Nearly 90 million Americans live below 200% of the federal poverty threshold. The links between lower socioeconomic status and poor health are clear, and all physicians face the resulting challenges in patient care. Current medical school curricula do not adequately prepare students to address this issue despite recommendations from the Association of American Medical Colleges and the Institute...
متن کاملTrend of Recent Changes in Medical Education Curriculum in the World: The Location of Iranian Medical Education Curriculum
Introduction: Academic General Practitioner training program has begun in 18th century, although it has a long history initiated before Christ. This study is aimed at investigating the historical trend of GP training program from 1765 to 2011 and exploring influential factors inducing changes in the medical education curriculum. Finally, it is to analyze medical education curriculum in Iran wit...
متن کاملVisual Analytics in Medical Education: Impacting Analytical Reasoning and Decision Making for Quality Improvement
The medical curriculum is the main tool representing the entire undergraduate medical education. Due to its complexity and multilayered structure it is of limited use to teachers in medical education for quality improvement purposes. In this study we evaluated three visualizations of curriculum data from a pilot course, using teachers from an undergraduate medical program and applying visual an...
متن کاملA comparison of academic staff and students opinions toward medical education process
Introduction. The capability of the academic staff in teaching has a significant relationship with their awareness of educational process and curriculum. Taking the necessity of the curriculum and precise implementation of its parts as a system into account, reveals the academic staff’s thinking system and educational process. Education experts believe that the university student is the center ...
متن کامل