FinTech Magazine June 2025 | Page 102

KEY FACT
Some key moments in the development of quantative finance have led to Nobel recognition
AI & ML

F R O M T H E O R Y T R A D I N G F L O

KEY FACT

Some key moments in the development of quantative finance have led to Nobel recognition

The mathematical foundations of quantitative finance form an intricate tapestry of interconnected tools and concepts. Calculus, the mathematics of continuous change, allows quants to model how prices evolve or risk accumulates over time.

Its techniques provide precise snapshots of price movements at any given moment – critical information when pricing complex derivatives like options.
This work builds upon linear algebra, which offers frameworks for efficiently managing the large arrays of data common in portfolio analysis, helping quants understand how different risk factors interact and influence overall performance.
Underlying these approaches is a sophisticated understanding of probability and statistics, which form the bedrock for dealing with market uncertainty.
These disciplines enable quants to build predictive models, test hypotheses about market behaviour and quantify risk in meaningful ways.
102 June 2025