A combined approach using structural equation modeling and analytic hierarchy process in hub airports selection

IF 3.9 2区 工程技术 Q2 TRANSPORTATION
Gabriel Bordeaux , António Couto , Edgar Jimenez
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Abstract

This study presents a method to assist airlines in selecting a hub airport using Structural Equation Modeling (SEM) combined with Analytic Hierarchy Process (AHP). This approach aims to determine the most essential elements in this selection process using observed variables collected from 300 major airports worldwide. Research on key aspects for hub airport selection is still scarce in the literature. Furthermore, most studies rely on multicriteria analyses with weights obtained through expert interviews, potentially introducing subjectivity. Therefore, this paper presents a unique approach: criteria and sub-criteria values in the AHP are determined by the results achieved in the SEM, providing a reliable scale of priorities among variables in the process of choosing a hub. The SEM tested two hypotheses that were supported by comparing two latent variables related to airport and region characteristics with another latent variable referring to aspects present in the activity of the dominant airline within each facility. Subsequently, an AHP was implemented, with criteria and sub-criteria weights based on the standardized loading factors and regression coefficients from the SEM, using sets of airports for each established world region in the study. Results indicated that airport characteristics, particularly those related to the passenger terminals, have a greater influence on the main carrier activity than region characteristics. A regional analysis revealed that in the Americas, Europe, the Middle East, and Africa, this predominance is even more pronounced, whereas in Asia-Pacific region, there is a contrary trend in which the socioeconomic factors of the city appear to be more important than airport infrastructure. The weights assigned in the AHP, based on SEM values, confirmed cohesion between the two stages of the proposed model.
结构方程模型与层次分析法相结合的枢纽机场选择方法
本研究提出一种结合结构方程模型(SEM)与层次分析法(AHP)协助航空公司选择枢纽机场的方法。这种方法旨在利用从全球300个主要机场收集的观察变量来确定选择过程中最重要的因素。关于枢纽机场选择的关键方面的研究在文献中仍然很少。此外,大多数研究依赖于通过专家访谈获得权重的多标准分析,这可能会引入主观性。因此,本文提出了一种独特的方法:AHP中的标准和子标准值由SEM中获得的结果确定,从而在选择枢纽过程中提供可靠的变量优先级尺度。SEM通过比较与机场和地区特征相关的两个潜在变量与另一个潜在变量(指每个设施内主导航空公司活动中存在的方面),测试了两个假设。随后,使用研究中每个已建立的世界地区的机场集,实施AHP,其中标准和子标准权重基于标准化装载因子和SEM的回归系数。结果表明,与区域特征相比,机场特征,特别是与客运航站楼相关的机场特征对主要承运人活动的影响更大。一项区域分析显示,在美洲、欧洲、中东和非洲,这种优势更加明显,而在亚太地区,则有相反的趋势,城市的社会经济因素似乎比机场基础设施更重要。基于SEM值的AHP中分配的权重确定了所提出模型的两个阶段之间的内聚性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
12.40
自引率
11.70%
发文量
97
期刊介绍: The Journal of Air Transport Management (JATM) sets out to address, through high quality research articles and authoritative commentary, the major economic, management and policy issues facing the air transport industry today. It offers practitioners and academics an international and dynamic forum for analysis and discussion of these issues, linking research and practice and stimulating interaction between the two. The refereed papers in the journal cover all the major sectors of the industry (airlines, airports, air traffic management) as well as related areas such as tourism management and logistics. Papers are blind reviewed, normally by two referees, chosen for their specialist knowledge. The journal provides independent, original and rigorous analysis in the areas of: • Policy, regulation and law • Strategy • Operations • Marketing • Economics and finance • Sustainability
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