Predicting personal information system adoption using an integrated diffusion model.

•Defining the “personal information system.”•Developing a research model integrating the innovation diffusion theory and the task-technology fit model.•Empirical tests show the direct and indirect effects of five PIS usage drivers through four features of PIS to adoption.