Agent-based model with multi-agent RL shows market-maker profitability trends upward overall with rising aggregate market informedness as price-discovery benefits offset adverse-selection costs.
Market Making with Fads, Informed, and Uninformed Traders
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
We characterise the solution to a continuous-time optimal liquidity provision problem in a market populated by informed and uninformed traders. In our model, the asset price exhibits fads -- these are short-term deviations from the fundamental value of the asset. Conditional on the value of the fad, we model how informed traders and uninformed traders arrive in the market. The market maker is aware of the existence of the two groups of traders but only observes the anonymous order arrivals. We study both, the complete and the partial information versions of the control problem faced by the market maker. In such frameworks, we characterise the value of information, and we find the price of liquidity as a function of the proportion of informed traders in the market. We discuss how to calibrate model parameters from market data and we quantify the outperformance over strategies that ignore these unobservable short-term deviations.} Lastly, for the partial information setup, we explore how to go beyond the Kalman-Bucy filter to extract information about the fad from the market arrivals.
fields
q-fin.TR 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
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Market Informedness and Market-Maker Profitability: The Trade-Off Between Adverse Selection and Price Discovery
Agent-based model with multi-agent RL shows market-maker profitability trends upward overall with rising aggregate market informedness as price-discovery benefits offset adverse-selection costs.