Purpose: The transformative impact of digital innovations on education has reshaped academic landscapes, affecting both instructional methods and evaluation systems. This study delves into the realm of distance education, exploring the intricate dynamics of digital access, equity and inclusivity, with a particular focus on their influence on learning outcomes. Design/methodology/approach: A comprehensive survey involving 360 participants was conducted to gather data on various facets of the digital learning environment. Descriptive statistics illuminated participants' perceptions, while digital access disparities were analyzed through a chi-square test. Structural equation modelling (SEM) assessed direct relationships, mediation and moderation analyses and elucidated the nuanced influence of demographic parameters. Findings: Descriptive analysis revealed generally positive perceptions of digital learning, with some variability in aspects like accessibility of learning materials and Internet connectivity. Digital access disparities were evident across demographic parameters, highlighting significant associations with gender, education, income, geographic location, religious affiliation and field of study. SEM indicated robust positive associations between digital access and learning outcomes, strategies for enhancing equity and inclusivity and their combined impact on overall academic success. Originality/value: This study contributes original insights by comprehensively analyzing the interplay of digital access, equity and inclusivity in distance education and their impact on learning outcomes. The research unveils nuanced disparities across demographic dimensions, emphasizing the need for targeted interventions. The study's integration of SEM, mediation and moderation analyses adds a sophisticated layer to the understanding of these relationships.