The present-day financial scenery has undergone significant transformation over the last ten years, with advanced techniques gaining widespread acceptance. Financial markets now demand more nuanced approaches to capital allocation and risk assessment. Modern investors must navigate an ever-changing environment that require both traditional wisdom a