This paper studied the decision-making process to use an integrated smartcard ticketing system by Bangkok metropolitan transit commuters. A second-order Confirmatory Factor Analysis using LISREL was undertaken on Bangkok commuter's decision-making process on the use of an integrated smartcard system. |