Given the discrepancies in the factors identified in the literature, the findings of this study further narrow down the key factors associated with poor insulin-administration practices, which is crucial for informing tailored interventions that can improve self-management and ultimately enhance health outcomes among insulin users in both type 1 and type 2 diabetes populations. Here, INS is linked to type 2 diabetes mellitus.