I forecast welfare caseloads in Japan using several forecasting methods. The literature only examined the US cases without exploiting recent methodologies. VAR and forecast combination (FC) outperform in pseudo real‐time forecasting. Simple average FC appears to outperform in real‐time forecasting. FC predicts the caseloads surpass 1.7 million by 2016, a 20% increase from 2011.