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Investigating Operational Predictors of Future Financial Distress in the US Airline Industry

机译:调查美国航空业未来财务困境的运营预测因素

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We investigate the predictive power of operational performance on future financial distress in the context of the US airline industry. We focus on four areas of operational performance: revenue management, operational efficiency, service quality, and operational complexity. Using quarterly data from 1988 through 2013, we find that airlines that have inferior revenue management, lower aircraft utilization, and higher operational complexity face higher future financial distress. Interestingly, average service quality, measured by on-time performance and mishandled baggage rate, is not associated with future financial distress, but extreme service failures, measured by long delays (over two hours) and passenger complaints with the government regarding mishandled bags, have a positive association with future financial distress. Using the association between current operational performance and future financial distress, we build a model to predict financial distress. Out-of-sample analyses show that our forecasting model outperforms a financial ratio-based benchmark model up-to eight quarters before the measurement of financial distress. Our findings inform firms, regulators, and investors by demonstrating that operational performance metrics contain useful information to predict future financial distress.
机译:在美国航空业的背景下,我们调查了运营绩效对未来财务困境的预测能力。我们专注于运营绩效的四个领域:收入管理,运营效率,服务质量和运营复杂性。使用1988年至2013年的季度数据,我们发现收入管理较差,飞机利用率较低和运营复杂性较高的航空公司面临着更高的未来财务困境。有趣的是,平均服务质量(由准时表现和行李处理错误率衡量)与未来的财务困境无关,但极端服务故障(由长时间延误(超过两个小时)和乘客对行李处理不当的政府投诉)导致与未来的财务困境有积极的联系。利用当前运营绩效与未来财务困境之间的关联,我们建立了预测财务困境的模型。样本外分析表明,在测量财务困境之前,我们的预测模型的表现优于基于财务比率的基准模型(多达八个季度)。我们的发现通过证明运营绩效指标包含有用的信息来预测未来的财务困境,从而为公司,监管机构和投资者提供信息。

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