Training Decision-Making in Clinical Exercise Professionals: A Practical Scenario Design Method

ABSTRACT Clinical exercise physiology curricula build foundational knowledge effectively, yet a persistent gap remains between content mastery and clinical decision-making competence. After the July 10, 2025 transition to examinations aligned with the 12th edition of the Guidelines for Exercise Testing and Prescription (GETP 12), the ACSM Certified Clinical Exercise Physiologist (ACSM-CEP) first-attempt pass rate declined from 65% (2024) to 55% (July–December 2025), a multifactorial pattern consistent with increased difficulty at the synthesis level of clinical reasoning. Existing pedagogical tools address content recall; few train the reasoning process itself. This article presents a conceptual, pedagogical framework, proposed rather than empirically validated, for designing clinical scenarios that target specific cognitive errors. Drawing on cognitive psychology and medical education, we introduce a 7-step design process, a 12-point design checklist, and a complexity-scaling framework. Two fully worked clinical examples illustrate the method: one addresses chronic low back pain within a biopsychosocial framework; the other involves sodium-glucose cotransporter 2 inhibitor pharmacology and seated-to-standing orthostatic hypotension. Implementation strategies for educators, including collaborative case-bank construction and exploratory cognitive-error pattern mapping, are discussed. The framework is modular and platform-flexible; empirical validation of its impact on learning outcomes and certification performance remains an open direction for future research.