An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector)
Due to the ongoing uncertainty of shipping market and especially the volatile nature of freight rates, the shipping community is always interested in forecasting future earnings either based on their own knowledge and experiences about shipping, or through application of quantitative methods. The ai...
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sg-ntu-dr.10356-160132023-03-03T17:11:50Z An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) Zhang, Hongzhou Luo, Xin Tiong Lee Kong, Robert School of Civil and Environmental Engineering DRNTU::Engineering::Maritime studies::Maritime management and business Due to the ongoing uncertainty of shipping market and especially the volatile nature of freight rates, the shipping community is always interested in forecasting future earnings either based on their own knowledge and experiences about shipping, or through application of quantitative methods. The aim of this report is to carry out a thorough study and investigation of the qualitative and quantitative forecasting and research methods used by industry professionals or suggested by the scholars so as to develop a new forecasting framework with a comprehensive integration of these methods. We intend to use the framework to forecast the future freight earnings of liner shipping. The framework utilizes wide range of forecasting methods which include both qualitative and quantitative methods. Qualitative methods consist of System Dynamic, Jury of Executive Opinion and Market Sentiment Analysis; whereas quantitative methods comprise of Linear Regression, Multiple Regressions, Box Jenkins and Artificial Neural Network. These methods are well integrated based on Econometric Forecasts, Rule Based Forecasts, and Combined and Revised Forecasts models. Bachelor of Science (Maritime Studies) 2009-05-20T02:36:48Z 2009-05-20T02:36:48Z 2009 2009 Final Year Project (FYP) http://hdl.handle.net/10356/16013 en Nanyang Technological University 76 p. application/pdf |
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DRNTU::Engineering::Maritime studies::Maritime management and business Zhang, Hongzhou Luo, Xin An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
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Due to the ongoing uncertainty of shipping market and especially the volatile nature of freight rates, the shipping community is always interested in forecasting future earnings either based on their own knowledge and experiences about shipping, or through application of quantitative methods. The aim of this report is to carry out a thorough study and investigation of the qualitative and quantitative forecasting and research methods used by industry professionals or suggested by the scholars so as to develop a new forecasting framework with a comprehensive integration of these methods. We intend to use the framework to forecast the future freight earnings of liner shipping. The framework utilizes wide range of forecasting methods which include both qualitative and quantitative methods. Qualitative methods consist of System Dynamic, Jury of Executive Opinion and Market Sentiment Analysis; whereas quantitative methods comprise of Linear Regression, Multiple Regressions, Box Jenkins and Artificial Neural Network. These methods are well integrated based on Econometric Forecasts, Rule Based Forecasts, and Combined and Revised Forecasts models. |
author2 |
Tiong Lee Kong, Robert |
author_facet |
Tiong Lee Kong, Robert Zhang, Hongzhou Luo, Xin |
format |
Final Year Project |
author |
Zhang, Hongzhou Luo, Xin |
author_sort |
Zhang, Hongzhou |
title |
An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
title_short |
An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
title_full |
An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
title_fullStr |
An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
title_full_unstemmed |
An investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (VLCC sector) |
title_sort |
investigation of the quantitative and qualitative shipping market research and forecasting methods and their strategic applications to liner shipping and tramp shipping (vlcc sector) |
publishDate |
2009 |
url |
http://hdl.handle.net/10356/16013 |
_version_ |
1759855200676347904 |