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Assimilating recent observations improves model outcomes for real‐time assessments of groundwater processes. This is demonstrated in estimating time‐varying recharge to a shallow fractured‐rock aquifer in response to precipitation. Results from estimating the time‐varying water‐table altitude (h) and recharge, and their error covariances, are compared for forecasting, filtering, and fixed‐lag smoothing...