Download
Abstract
Limit order markets use a queuing system in which limit orders must wait in line to execute. We show that the queue position of a limit order influences its adverse selection risk and inhibits inventory risk management. Trade may worsen market maker risk sharing, unlike many protocols without queuing. We uncover a crowding-out effect: An inventory shock reduces liquidity provision by market makers later in the queue. Using futures data, we confirm both low risk sharing and the crowding-out effect. These two results imply a trade-off, as the queuing sequence that optimizes risk sharing decreases quoted depth up to 8.4%.
Figure 3: Correlation of market maker inventory with queue position

Citation
Garriott, C., van Kervel, V., & Zoican, M. (2025). Queuing and inventories in limit order markets. Journal of Financial Markets, 100982.
@article{garriott2025queueing,
title={Queueing and inventories in limit order markets},
author={Garriott, Corey and van Kervel, Vincent and Zoican, Marius},
journal={Journal of Financial Markets},
volume={75},
pages={100982},
year={2025},
publisher={Elsevier}
}