{"title":"国际航空货运波动建模:使用 SARIMAX-EGARCH 模型的新加坡案例研究","authors":"Quang Hai Nguyen","doi":"10.1016/j.jairtraman.2024.102593","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"117 ","pages":"Article 102593"},"PeriodicalIF":3.9000,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Modeling the volatility of international air freight: A case study of Singapore using the SARIMAX-EGARCH model\",\"authors\":\"Quang Hai Nguyen\",\"doi\":\"10.1016/j.jairtraman.2024.102593\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>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.</p></div>\",\"PeriodicalId\":14925,\"journal\":{\"name\":\"Journal of Air Transport Management\",\"volume\":\"117 \",\"pages\":\"Article 102593\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2024-04-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Air Transport Management\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0969699724000589\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"TRANSPORTATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Air Transport Management","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0969699724000589","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TRANSPORTATION","Score":null,"Total":0}
Modeling the volatility of international air freight: A case study of Singapore using the SARIMAX-EGARCH model
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.
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