How Do You Measure the Quality of Execution When Using Automated Order Routing?

Even a slight delay in order processing can lead to unwanted slippage and alter the expected probability of a short-term scalping model. How do you track fill latency and execution quality across different platforms, and what metrics determine if an execution channel is reliable?