Research snapshot
OilWise Enterprise is a project-based learning prototype that brings together market-regime detection, forecasting, news sentiment, explainable AI, and report generation for oil-price risk analysis.
What this study contributes
The work connects financial analytics with an industry-facing student project and demonstrates a prototype for human–AI decision support.
Methods and evidence
Markov regime switchingMixture-of-Experts forecastingNLP sentiment analysisSHAP attribution