Open Distance e-Learning (ODeL) is on the rise to cater to non-traditional students. However, the surge in master's and doctoral students opting for ODeL raises concerns about the quality and timely completion of degrees. Existing literature on student attrition in higher education indicates that both student-related factors and institutional variables significantly impact completion rates. Factors such as students' sense of connection or isolation, as well as institutional aspects like supervisor responsiveness to feedback and feedforward, contribute to student persistence. To address this early attrition and extended stays in postgraduate studies, a community of practice (CoP), comprising lecturers and master’s and doctoral students was formed. The CoP employed the Social Learning Theory (SLT) approach to initiate collaborative partnerships designed to promote a research culture and explore alternative approaches to curb master’s and doctoral late completion and attrition. This paper reports on a study undertaken to explore the experiences, perceptions and insights of master’s and doctoral candidates regarding the implementation of innovative multimodal Open Distance e-Learning supervision practices. Grounded in SLT, the exploratory case study employed an open-ended questionnaire to gather data from the students participating in the support programme. The findings revealed the positive impact of innovative practices on candidates' academic development and overall research experience. The findings further demonstrated that virtual communication tools have significantly enhanced collaboration between candidates and supervisors, breaking down geographical barriers and facilitating real-time feedback and guidance. The innovative multimodal OdeL supervision practices gave master’s and doctoral candidates flexibility and increased their learning engagement.