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ASSESSMENT OF DECISION FACTORS THAT AFFECT FORECASTING ACCURACY IN REVENUE MANAGEMENT

机译:评估影响收入管理中预测准确性的决策因素

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This paper investigates decision factors that affect the forecasting accuracy of airline seat demand. Of particular interest are the aggregation levels of demand across fare classes and time horizons. Real life data is used to asses various decision scenarios. Several traditional forecasting techniques are evaluated in addition to a proposed Markov Chains based Transition Matrices (MCTM) approach. Findings suggest that differences in demand are not pertinent to forecasting accuracy and that a finely disaggregated fare class system enhances accuracy. Future research directions based on these findings include enhanced focus on lost demand and cancelled reservations.
机译:本文调查了影响航空公司座椅需求预测准确性的决策因素。特别感兴趣的是票价和时间范围内的需求汇总水平。现实生活数据用于判断各种决策方案。除了基于基于马尔可夫链的转换矩阵(MCTM)方法之外还评估了几种传统的预测技术。调查结果表明,需求的差异与预测准确性没有相关性,并且精细分类的票价类系统提高了准确性。基于这些调查结果的未来的研究方向包括增强对未损失和取消预订的关注。

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