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Lecture · 20–30 min
Open in ColabOptimal Execution: the Almgren-Chriss Frontier
Unwind a big position too fast and you pay huge market impact; too slow and you carry price risk the whole time. Almgren-Chriss makes the trade-off precise, and we trace its efficient frontier (via finmlsim) — the per-order companion to Mission 8’s portfolio-level cost of trading.
Market impactTiming riskEfficient frontierAlmgren-Chriss
Key takeaways
- 1.Impact vs. timing risk is the core execution trade-off — faster cuts risk but costs impact.
- 2.Risk aversion (λ) picks your point on the frontier; there is no single optimal speed.
- 3.Impact is convex in size — which is why capacity (Mission 8) is finite.
Put it into practice
This lecture underpins Mission 8. Read it, then go earn (or fail to earn) an out-of-sample Sharpe on the leaderboard.
