Estimating future (next-month’s) spatial groundwater response from current regional pumping and precipitation rates

•Spatial regression-based model provides reliable information for head mapping.•Model determines relationships between head, rainfall and pumping volume.•Spatial inconsistency between head and pumping is identified.•Spatial pattern of the hydraulic head is identified.•The model considers without extensive physical model calibration.