Does More Spending Mean Better Learning? A State Level Analysis of Education Expenditure And Public Outcomes In India

India's public expenditure on school education has increased over the past two decades, although independent evaluations of early learning are much lower than required competencies for grades. The difference between investment expenditure and learning outcomes achieved is precisely the issue addressed in this paper. Drawing on a state-level panel that pairs disaggregated education-budget data with structural inputs (pupil-teacher ratios) and independently assessed learning outcomes (ASER), the study progresses from macro-level trend analysis to pooled cross-sectional correlation and a first-differenced, state-fixed-effects panel. The descriptive record shows education's share of state budgets drifting downward even as classroom staffing improved, while learning followed a nonmonotonic, V-shaped path of pandemic-era decline and partial recovery. Once state heterogeneity is differenced out, neither aggregate expenditure share nor pupil-teacher ratio retains a statistically significant association with learning. Rather than implying that public spending is irrelevant, the results indicate that aggregate expenditure is a poor proxy for the quality of education: the expenditure-learning relationship in India is conditional, regimedependent, and heterogeneous across states. The paper argues that whether, and by how much, expenditure improves learning in India's lowest-performing states remains the critical unanswered question in Indian education finance, and it specifies threshold and quantile regression on disaggregated data as the targeted next step this baseline evidence motivates.