Before revision:  Our results highlight the utility of non-linear models as a justifiable alternative for time series forecasting .
After revision:  Our results provide a forecasting strategy for cash flow management which performs better than classical methods. This evidence may lead to consider a more data-driven approach such as time-series forecasting in an attempt to provide cash managers with expert systems in cash management .