理解全球航空业的运营格局:一个DEA集成的交替条件期望方法

J. Low, K. Yang
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引用次数: 0

摘要

目的:本研究探讨全球航空业五大成本中心(业务导向、网络覆盖、物理资源、维护、维修和大修(MRO)和人力资源)的服务效率与盈利能力的关系。设计/方法/方法:本研究将数据包络分析(DEA)的基于slack的模型(SBM)与交替条件期望(ACE)回归相结合,以了解航空公司在5个确定的运营领域的盈利能力与其效率之间的关系。研究结果:基于75家国际航空公司的观测数据,发现运营绩效与盈利能力之间的关系是曲线关系,并且取决于航空公司的运营模式。研究局限/启示:非国际航空运输协会航空公司和许多低成本航空公司的遗漏可能会妨碍对航空业的整体看法。实际意义:在地理位置和规模的影响奠定基础之后,管理层可以通过影响航空公司成本、服务质量和财务结构的战略运营决策来影响航空公司的盈利能力。航空公司追求成本领先应寻求提高生产力,特别是在MRO,人力资源和实物资源;然而,追求服务差异化的航空公司可能会选择以较低的效率提供优质服务,或者寻求同时提高质量和效率的方法。原创性/价值:在当今多元化的服务环境中,识别与公司竞争优先级一致的运营实践非常重要。提出了一个考虑不同投入产出组合、可变规模回报和非线性关系的综合SBM-ACE回归模型,并应用该模型分析了五个关键运营领域服务效率对利润的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Understanding the operating landscape of the global airline industry: A DEA integrated alternating conditional expectation approach
Purpose: This study investigates the relationships between service efficiency in 5 major cost centres (namely, business orientation, network coverage, physical resources, maintenance, repair and overhaul (MRO), and human resources) and profitability in the global airline industry.Design/methodology/approach: The study integrates the Slack-based Model (SBM) of Data Envelopment Analysis (DEA) with the Alternating Conditional Expectation (ACE) regression to understand the relationships between an airline’s profitability and its efficiencies in 5 identified operations areas.Findings: Based on the observational data obtained from 75 international airlines, the relationships between operational performances and profitability are found to be curvilinear and contingent on an airline’s operating model.Research limitations/implications: The omission of non-IATA airlines and many low cost carriers may hinder a holistic view of the airline industry.Practical implications: Management can influence the profitability of an airline through its strategic operations decisions that affect an airline’s cost, service quality, and financial structure after the influences of location and size have set the stage. Airlines pursuing cost leadership should seek to increase productivity especially in MRO, human resources and physical resources; whereas airlines pursuing service differentiation may choose to provide quality service at lower efficiencies or pursue an approach to improve quality and efficiencies simultaneously.Originality/value: Identifying operations practices that are consistent with a firm’s competitive priorities is important in the multifaceted service environment today. An integrated SBM-ACE regression model, which permits different input-output mix, variable return to scale and non-linear relationship, is proposed and applied to analyze the profit impact of service efficiencies in the five key operations areas.
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