Financial Models are derived from historical data: - Asset Allocation - Electronic Trading - Pricing These models can be **incorrectly trained or biased ** and hence, are back-tested to understand the expected performance / underlying risk Back testing methods are insufficient as out of sample data is limited and does not cover all market scenarios ### Synthetic Data - Machine generated but has similar characteristics to it's historical counter parts - Helps conduct backtesting on unseen events