Anomalous price impact and the critical nature of liquidity in financial markets
arXiv:1105.1694 · doi:10.1103/PhysRevX.1.021006
Abstract
We propose a dynamical theory of market liquidity that predicts that the average supply/demand profile is V-shaped and {\it vanishes} around the current price. This result is generic, and only relies on mild assumptions about the order flow and on the fact that prices are (to a first approximation) diffusive. This naturally accounts for two striking stylized facts: first, large metaorders have to be fragmented in order to be digested by the liquidity funnel, leading to long-memory in the sign of the order flow. Second, the anomalously small local liquidity induces a breakdown of linear response and a diverging impact of small orders, explaining the "square-root" impact law, for which we provide additional empirical support. Finally, we test our arguments quantitatively using a numerical model of order flow based on the same minimal ingredients.
16 pages, 7 figures
References in corpus (2)
Cited by in corpus (35)
- Dedalus: A Flexible Framework for Numerical Simulations with Spectral Methods
- Crises and collective socio-economic phenomena: simple models and challenges
- Critical reflexivity in financial markets: a Hawkes process analysis
- Spectral content of a single non-Brownian trajectory
- Agent-based models for latent liquidity and concave price impact
- Anomalous impact in reaction-diffusion models
- The fine-structure of volatility feedback I: multi-scale self-reflexivity
- Large-Scale Portfolio Allocation Under Transaction Costs and Model Uncertainty
- Understanding Flash Crash Contagion and Systemic Risk: A Micro-Macro Agent-Based Approach
- Crossover from linear to square-Root market impact
- Impact and Recovery Process of Mini Flash Crashes: An Empirical Study
- What is mature and what is still emerging in the cryptocurrency market?
- The adaptive nature of liquidity taking in limit order books
- Kinetic Theory for Finance Brownian Motion from Microscopic Dynamics
- From Walras' auctioneer to continuous time double auctions: A general dynamic theory of supply and demand
- Bridging stylized facts in finance and data non-stationarities
- Random matrix approach to the dynamics of stock inventory variations
- A fractional reaction-diffusion description of supply and demand
- Market Impact: A Systematic Study of Limit Orders
- Linear and nonlinear correlations in order aggressiveness of Chinese stocks
- How does latent liquidity get revealed in the limit order book?
- Endogenous Liquidity Crises
- Impact of meta-order in the Minority Game
- Microscopic Understanding of Cross-Responses between Stocks: a Two-Component Price Impact Model
- Nonlinear price impact from linear models
- Liquidity crises on different time scales
- Immediate price impact of a stock and its warrant: Power-law or logarithmic model?
- Strict universality of the square-root law in price impact across stocks: a complete survey of the Tokyo stock exchange
- Market Impact in a Latent Order Book
- Anomalous diffusion and price impact in the fluid-limit of an order book
- Exact solution to a generalised Lillo-Mike-Farmer model with heterogeneous order-splitting strategies
- Equity auction dynamics: latent liquidity models with activity acceleration
- Behind the price: on the role of agent's reflexivity in financial market microstructure
- Physics and Financial Economics (1776-2014): Puzzles, Ising and Agent-Based models
- Macroscopic Market Making Games via Multidimensional Decoupling Field