We explore the relationship between the returns of 64 dry bulk shipping company stocks’ prices and the main 15 commodities that bulk carriers transport. Using a principal component analysis to reduce the dimensionality of the commodities dataset and a panel estimator, we find that a change in...

Changes in shipping freight rates predict stock market returns. In today's global world, where economies are linked through international trade, shipping freight rates carry information about economic activity which is reflected in stock returns. Our results are statistically and economically...