Smallholder farming systems remain central to Nigeria’s agricultural sector, contributing
significantly to food security, rural employment, and national output. However, inefficiencies in
resource allocation continue to constrain productivity and limit the sector’s potential. This study
reviews empirical evidence on resource allocation and efficiency in Nigerian smallholder
agriculture, with the aim of synthesizing methodological approaches, identifying key
determinants of efficiency, and drawing policy-relevant insights. The review highlights the
widespread application of parametric and non-parametric techniques, particularly Stochastic
Frontier Analysis (SFA) and Data Envelopment Analysis (DEA), in estimating technical,
allocative, and economic efficiency. Findings from the literature revealed considerable
variability in efficiency levels across regions, crops, and farmer groups, with technical efficiency
ranging between 40% and 85%, indicating substantial scope for improving output using existing
resources. Allocative and economic efficiencies, however, remain relatively low due to market
imperfections, poor access to price information, and suboptimal input combinations. Key
determinants of efficiency include socioeconomic factors (education, age, and gender),
institutional variables (access to credit, extension services, and land tenure security), and
technological adoption (improved seeds, fertilizers, and mechanization). Despite extensive
empirical work, the review identifies critical gaps, including overreliance on cross-sectional
data, limited regional coverage, insufficient gender-disaggregated analysis, and inadequate
integration of climate and digital innovation variables. The study concludes that improving
resource allocation efficiency in Nigerian smallholder systems requires integrated and context
specific interventions. Policy efforts should prioritize access to credit and extension services,
promote inclusive and gender-sensitive frameworks, and leverage digital and climate-smart
technologies. Additionally, future research should adopt dynamic and interdisciplinary
approaches to better capture the evolving nature of agricultural efficiency. Enhancing efficiency
in smallholder farming is essential for achieving sustainable agricultural growth, food security,
and poverty reduction in Nigeria.