Modelling a multi-period production process: Evidence from the Japanese regional banks

•Efficiency and productivity of regional banks in Japan during 2002–2017.•The time period covers five phases of the Japanese economy including two crises.•The multiple-period network process under an additive efficiency decomposition.•The sources of productivity change are identified from a common-weight index.