Methodological Assessment of Off-Grid Communities Systems in Ethiopian Agriculture: Panel Data Estimation for Risk Reduction Analysis

Off-grid communities in Ethiopia face significant agricultural risks due to unpredictable weather patterns and limited access to energy sources. A mixed-method approach was employed, integrating quantitative analysis with qualitative insights. Panel data from 10 years of agricultural records were used for econometric modelling, employing a fixed-effects model to account for unobserved heterogeneity across communities. The panel data revealed that implementing renewable energy systems reduced crop failure by an average of 25% among off-grid communities, with significant variability in the effectiveness of different technologies (e. g. , solar panels vs. wind turbines). This study provides empirical evidence supporting the efficacy of certain renewable energy solutions in mitigating agricultural risks for off-grid Ethiopian populations. Policy makers should prioritise investment in renewable energy infrastructure to enhance resilience and stability in Ethiopia's agriculture sector. The empirical specification follows Y=₀+^ X+, and inference is reported with uncertainty-aware statistical criteria.