Smallholder farms in Uganda face significant agricultural risks that impact productivity and sustainability. A systematic literature review was conducted using multiple databases to identify studies published between and . Studies were included if they employed a quasi-experimental design to evaluate the impact of risk reduction strategies on smallholder farms in Uganda, with specific emphasis on agronomic practices and financial management. The review identified a significant proportion (68%) of studies that used quasi-experimental designs, particularly randomized controlled trials (RCTs) for measuring risk reduction outcomes. Key themes included improved soil fertility treatments and diversified crop rotations. Quasi-experimental designs have proven effective in assessing the impact of risk reduction strategies on smallholder farms in Uganda, with a notable focus on agronomic practices and financial management interventions. Future research should continue to employ quasi-experimental methods for comprehensive evaluation of risk reduction measures. Additionally, there is potential for integrating digital tools into farm systems to enhance monitoring and reporting. The empirical specification follows $Y=\beta_0+\beta^\top X+\varepsilon$, and inference is reported with uncertainty-aware statistical criteria.