Forecasting container shipping freight rates for the Far East - Northern Europe trade lane

被引:50
|
作者
Munim, Ziaul Haque [1 ]
Schramm, Hans-Joachim [2 ,3 ]
机构
[1] Univ Agder, Sch Business & Law, Gimlemoen 25A, N-4630 Kristiansand, Norway
[2] WU Vienna Univ Econ & Business, Inst Transport & Logist Management, Dept Global Business & Trade, D1-4-072,Welthandelspl 1, A-1020 Vienna, Austria
[3] Copenhagen Business Sch, Dept Operat Management, Solbjerg Plads 3, DK-2000 Frederiksberg, Denmark
关键词
container shipping; freight rates; forecasting; ARIMA; ARCH; GRI; TIME-SERIES; SPOT; CONTRACTS; MARKETS; MODEL;
D O I
10.1057/s41278-016-0051-7
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
This study introduces a state-of-the-art volatility forecasting method for container shipping freight rates. Over the last decade, the container shipping industry has become very unpredictable. The demolition of the shipping conferences system in 2008 for all trades calling a port in the European Union (EU) and the global financial crisis in 2009 have affected the container shipping freight market adversely towards a depressive and non-stable market environment with heavily fluctuating freight rate movements. At the same time, the approaches of forecasting container freight rates using econometric and time series modelling have been rather limited. Therefore, in this paper, we discuss contemporary container freight rate dynamics in an attempt to forecast for the Far East to Northern Europe trade lane. Methodology-wise, we employ autoregressive integrated moving average (ARIMA) as well as the combination of ARIMA and autoregressive conditional heteroscedasticity (ARCH) model, which we call ARIMARCH. We observe that ARIMARCH model provides comparatively better results than the existing freight rate forecasting models while performing short-term forecasts on a weekly as well as monthly level. We also observe remarkable influence of recurrent general rate increases on the container freight rate volatility.
引用
收藏
页码:106 / 125
页数:20
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