Understanding the Baltic Dry Index (BDI): an explainable decomposition approach

被引:0
|
作者
Guan, Linfei [1 ]
Zhao, Ziao [2 ]
Sun, Qinghe [2 ]
机构
[1] Northwestern Polytech Univ, Sch Management, Xian, Peoples R China
[2] Hong Kong Polytech Univ, Fac Business, Dept Logist & Maritime Studies, Kowloon, Hong Kong, Peoples R China
关键词
Shipping finance; maritime freight; seasonality; Prophet forecasting; explainable AI; VOLATILITY; MARKETS; TRENDS; MODEL;
D O I
10.1080/03088839.2024.2448446
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
The Baltic Dry Index (BDI) is a crucial indicator of the dry bulk freight market, offering insights into the shipping industry's health and activity levels. In this study, we introduce an explainable decomposition framework to unveil the underlying mechanisms of BDI dynamics. Utilizing historical data from 1 November 1999, to 5 March 2024, we decompose BDI into trends, seasonal fluctuations, and externally derived influences. Our experiments have identified the magnitude of trend changes from major global events over the past two decades. Intriguingly, we find that advancements in industry and technology contribute significantly to upward trends in BDI. We also explore BDI's seasonality, identifying distinct cyclical patterns within a year, including the Christmas and Chinese New Year effects, and more interestingly, a trough in late June due to the receding in shipping demand for the three major bulk. Our findings further offer valuable insights into understanding BDI fluctuations, aiding decision-making processes in the maritime freight market. We find that Natural Gas and the Dollar Index are potent signals for BDI one week to one month ahead, while the NASDAQ 100 Index emerges as a leading indicator for longer forecasting horizons.
引用
收藏
页数:25
相关论文
共 50 条
  • [21] Can the Baltic Dry Index predict foreign exchange rates?
    Han Liyan
    Wan Li
    Xu Yang
    FINANCE RESEARCH LETTERS, 2020, 32
  • [22] New Evidence on the Information and Predictive Content of the Baltic Dry Index
    Apergis, Nicholas
    Payne, James E.
    INTERNATIONAL JOURNAL OF FINANCIAL STUDIES, 2013, 1 (03): : 62 - 80
  • [23] Understanding determinants of unequal distribution of stillbirth in Tehran, Iran: a concentration index decomposition approach
    Almasi-Hashiani, Amir
    Sepidarkish, Mahdi
    Safiri, Saeid
    Morasae, Esmaeil Khedmati
    Shadi, Yahya
    Omani-Samani, Reza
    BMJ OPEN, 2017, 7 (05):
  • [24] A novel forecasting model for the Baltic dry index utilizing optimal squeezing
    Makridakis, Spyros
    Merikas, Andreas
    Merika, Anna
    Tsionas, Mike G.
    Izzeldin, Marwan
    JOURNAL OF FORECASTING, 2020, 39 (01) : 56 - 68
  • [25] Baltic Dry Index and iron ore spot market: dynamics and interactions
    Gu, Yimiao
    Chen, Zhenxi
    Lien, Donald
    APPLIED ECONOMICS, 2019, 51 (35) : 3855 - 3863
  • [26] Leverage effect analysis of Baltic dry index based on EGARCH model
    Dalian Maritime University, China
    Yuwei, Xing, 1600, Journal of Chemical and Pharmaceutical Research, 3/668 Malviya Nagar, Jaipur, Rajasthan, India (06):
  • [27] Volatility Spillover between Baltic Dry Index, Oil, Gold, Dollar, and MSCI World Index
    Hol, Arife Ozdemir
    Akyildirim, Erdinc
    Kilicaslan, Serife
    Cinar, Ka der
    EKONOMI POLITIKA & FINANS ARASTIRMALARI DERGISI, 2022, 7 (02): : 386 - 406
  • [28] A novel hybrid approach to Baltic Dry Index forecasting based on a combined dynamic fluctuation network and artificial intelligence method
    Zhang, X.
    Chen, M. Y.
    Wang, M. G.
    Ge, Y. E.
    Stanley, H. E.
    APPLIED MATHEMATICS AND COMPUTATION, 2019, 361 : 499 - 516
  • [29] Baltic Dry Index as a Major Economic Policy Indicator: The relationship with Economic Growth
    Bildirici, Melike E.
    Kayikci, Fazil
    Onat, Isil Sahin
    PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON LEADERSHIP, TECHNOLOGY, INNOVATION AND BUSINESS MANAGEMENT (ICLTIBM-2014), 2015, 210 : 416 - 424
  • [30] Comparing grey system and ARIMA models in forecasting baltic exchange dry index
    Tsai, Bi-Huei
    Wang, Chi-Chen
    Chang, Chun-Hsien
    ICIC Express Letters, 2013, 7 (3 A): : 693 - 698