The volatile nature of cryptocurrency prices has spurred a massive industry of forecasting , but can standard methods truly generate reliable insights? Increasingly, attention is turning to oracle systems - decentralized arenas where users place on anticipated outcomes – as a potential tool for gaining an advantage . These platforms aggregate the