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A physically constrained wavelet‐aided statistical model (PCWASM) is presented to analyse and predict monthly groundwater dynamics on multi‐decadal or longer time scales. The approach retains the simplicity of regression modelling but is constrained by temporal scales of processes responsible for groundwater level variation, including aquifer recharge and pumping. The methodology integrates statistical...