IJSSE - International Journal of Social Sciences and Entrepreneurship Upcoming Journals: International Journal of Innovation and Management (IJIM), International Journal of Engineering and Architecture (IJEA) & International Journal of Science and Agriculture | IJAE, IJEF & IJHRP Call for Papers - Forthcoming Issue (Decemer 2014). Submission deadline: 25th December 2014 |

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Abdelkader Mazouz
Keenan Crane
Hamdan Bin Mohamed University, Dubai, UAE

Patrick A. Gambrel
U.S. Naval Postgraduate School, CA, USA



The purpose of this study is to determine whether cash flow impacts business failure prediction using a neural network. Using a matched sample of 114 failed and 114 non-failed manufacturing firms selected from the Compustat database, accrual-based and cash flow-based neural network models were developed utilizing financial ratios as input variables. A Z-test was performed to test for significance of any difference at the 0.05 level between the classification results of the two models. The accrual-based model correctly classified 92.55% of firms overall in a training sample and 77.5% of firms overall in a holdout sample. The cash flow-based model correctly classified 94.15% of firms overall in a training sample and 82.5% of firms overall in a holdout sample. While the cash flow-based neural network model outperformed the accrual-based neural network model, results of the Z-test revealed that the difference in classification accuracies between the two models was not significant. This study does not provide evidence that cash flow improves business failure prediction.

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