Many countries worldwide are currently struggling with medical workforce shortages and unequal distribution of healthcare workers between urban and rural areas. Medical deserts are defined as areas with insufficient access to healthcare services due to a shortage of qualified professionals. The emergence of medical deserts is attributed to physicians’ lower willingness to work in rural areas due to factors such as overburdened work conditions, lack of recognition, insufficient financial aspects, professional isolation, and socio-demographic factors like finding jobs for spouses or ensuring quality education for children. To address this issue effectively, understanding the motivations and decisions of future doctors is crucial. The choice of physicians’ specialization is complex and influenced by factors such as work conditions, prestige, economic conditions, personal interests, and psychological aspects. Altruism, curiosity, and a desire for prestige often drive a career in medicine, but these motivations are tempered by financial considerations, job market competition, and the availability of specialized training opportunities. The choice of medical specialization is further shaped by personality traits, research interests, and the demand for specific expertise in the healthcare system. Additionally, family influence, mentorship, and socialization play critical roles in shaping career trajectories, with parents’ professions and teachers’ attitudes often steering students toward particular fields. Addressing medical deserts requires a multi-faceted approach that understands these factors and develops policies and strategies encouraging future doctors to work in underserved regions.