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Optimal spread when fill rate falls off linearly

Asked at Optiver

You quote a symmetric market at a half-spread δ\delta around fair value. This time model the fill intensity as falling off linearly: λ(δ)=A(1kδ)\lambda(\delta) = A(1 - k\delta) for 0δ1/k0 \le \delta \le 1/k, and zero beyond, so flow dries up completely once you quote wider than 1/k1/k. Each fill earns you the half-spread δ\delta.

What half-spread maximizes expected profit per unit time? Then redo it when each fill carries an adverse-selection cost cc.

Your answer

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

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