Regional disparities significantly affect access to UPSC coaching resources in India. Urban areas generally possess a higher concentration of coaching institutes due to better infrastructure and resources, leaving rural students at a disadvantage. Many rural aspirants struggle with limited access to quality guidance and materials, making it difficult for them to compete effectively. Furthermore, socioeconomic factors contribute to financial constraints, limiting the options available to these candidates. Consequently, the unequal distribution of coaching institutions exacerbates existing disparities, highlighting the need for targeted interventions to enhance accessibility and provide equitable opportunities for all aspirants.