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Market Making/●●●●●

Splitting a quote into width and skew

Asked at Jane Street

The Avellaneda–Stoikov framework says an optimal market maker quotes around a reservation price (fair value shifted for inventory), with a symmetric width set by risk and competition:

r=sqγσ2(Tt),spread=γσ2(Tt)+2γln ⁣(1+γk).r = s - q\,\gamma\,\sigma^2 (T-t), \qquad \text{spread} = \gamma\,\sigma^2 (T-t) + \frac{2}{\gamma}\ln\!\left(1 + \frac{\gamma}{k}\right).

Take mid s=100s = 100, inventory q=+3q = +3 units, risk aversion γ=0.5\gamma = 0.5, volatility σ=2\sigma = 2 (so σ2=4\sigma^2 = 4), time remaining Tt=0.25T - t = 0.25, and order-flow parameter k=1.5k = 1.5 (constants stylized for a clean plug-in).

Compute the reservation price, the optimal spread, and the resulting bid and ask.

Your answer

This one is open-ended. Work it through, then check your reasoning against the full solution.

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