This paper replicates the analysis in the paper “What Drives Natural Gas Prices?" by Stephen P.A. Brown and Mine K. Yücel. The replication confirms the results of that analysis: a long-run relationship existed between natural-gas prices and crude-oil prices during the period from June 1997 to...

This study introduces a novel approach to predicting global oil demand by integrating machine learning (ML) techniques to forecast consumption across seven refined oil products and seven key regions. By aggregating these forecasts, we offer a comprehensive view of global demand trends. The paper...

Oil and gas company returns are compared between upstream, midstream, and down-stream sectors from 2000 through 2020. Crude oil, natural gas, and distillate returns reflect project risk, infrastructure, and conditions within the industry. Equity, commodity, and distillate markets positively...