Modeling the volatility of international air freight: A case study of Singapore using the SARIMAX-EGARCH model

IF 3.9 2区 工程技术 Q2 TRANSPORTATION Journal of Air Transport Management Pub Date : 2024-04-22 DOI:10.1016/j.jairtraman.2024.102593
Quang Hai Nguyen
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Abstract

The volume of international air cargo not only generates income and jobs for countries, but also promotes international trade and other economic sectors. This study used SARIMAX-(E)GARCH volatility models to model Singapore's air cargo volume in ten key markets namely Malaysia, Indonesia, Thailand, Vietnam, Mainland China, Hong Kong SAR, Japan, United Kingdom (UK), France and Germany. Using socioeconomic factors and monthly data for the period 1991–2022, empirical models reveal that GDP and bilateral trade are important explanatory factors that have a positive impact on international air cargo volume in most of Singapore's key markets. Own price (international air freight), substitute price (deep sea freight transportation services) and the COVID-19 pandemic in the early stages also have different impacts in some key markets. In addition, the effects of positive and negative air cargo demand shocks are also found in different markets. These findings are the basis for forecasting international air cargo volume and making decisions and policies for air freight development.

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国际航空货运波动建模:使用 SARIMAX-EGARCH 模型的新加坡案例研究
国际航空货运量不仅为各国创造了收入和就业机会,还促进了国际贸易和其他经济部门的发展。本研究使用 SARIMAX-(E)GARCH 波动率模型对新加坡在马来西亚、印度尼西亚、泰国、越南、中国大陆、香港特别行政区、日本、英国、法国和德国这十个主要市场的航空货运量进行建模。利用 1991-2022 年期间的社会经济因素和月度数据,实证模型显示,国内生产总值和双边贸易是重要的解释因素,对新加坡大多数主要市场的国际航空货运量有积极影响。自有价格(国际航空货运)、替代价格(深海货运服务)和 COVID-19 大流行的早期阶段也对一些主要市场产生了不同的影响。此外,积极和消极的航空货运需求冲击对不同市场的影响也不尽相同。这些发现是预测国际航空货运量、制定航空货运发展决策和政策的基础。
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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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