Low Ph.D. completion rates remain a challenge in higher education, reflecting a complex interplay of individual, supervisory and institutional factors. Despite extensive research, few reviews have investigated the factors related to Ph.D. completion, with most focusing on isolated aspects, such as supervision or mental health.