Case Study: Financial Risk Engine

Problem

Monte Carlo VaR simulations ran overnight and missed trading deadlines.

Solution

Compiled the simulation loop and portfolio aggregation functions.

Results

Simulations completed in 45 minutes instead of 8 hours — 10x speedup.