Quant GT
Browse all lessons
Section 23 · Lesson 23.5

Execution and Market Microstructure

Order books, slippage, and how prices actually form.

Market microstructure is the study of how trading mechanics shape prices. Three key concepts:

The limit order book lists all unexecuted bids and asks at each price level. Market orders consume the book; limit orders add to it. The best bid and best ask form the visible spread.

Slippage is the cost of executing a large order: by walking up (or down) the book, you trade at progressively worse prices. Square-root market impact ΔPQ/V\Delta P \propto \sqrt{Q/V} is a common empirical scaling — doubling order size only increases impact by 40%\sim 40\%, not 100%100\%.

Execution algorithms (TWAP, VWAP, implementation shortfall, adaptive arrival-price) split a large parent order into many child orders timed and sized to minimize impact. Modern execution increasingly uses ML to predict short-horizon price moves and adapt order placement.

Bottom line: in liquid markets, signal alpha must be evaluated net of expected execution cost. A signal worth 55 bps on paper but costing 44 bps to capture isn't real edge.