Paper: arXiv 2610.11691
Authors: Julius F. Bonart
Abstract
Structural price diffusivity explains many empirical regularities of market impact including the square-root law'' and its crossover to a linear regime for low trading rates \citep{bonart2026diffusive}. One of its central predictions is that an information-neutral trading strategy generates a diffusive impact state. We microfound this result in an economy with a trader and many arbitrageurs who progressively eliminate predictable returns. Each arbitrageur observes realized returns and a private signal of one component of the fundamental return. As aggregate private information becomes complete and under suitable convergence to a stationary limit, the trader's impact law is of the form $j=U\cdot w$, where $w$ is the innovation in the trading schedule and $U$ is causal all-pass. Impact returns are therefore white, even though no individual arbitrageur can reconstruct the underlying trading strategy. We then investigate the economic meaning of the impact phase. We argue that the $U$ which has minimum distance from the filter $L$ generating the trade flow is an especially interesting candidate: Trade flow is then minimally distorted under impact and arbitrage, and it always guarantees positive impact costs. Under a trader flow generated by a biexponential $L$ (the simplest form allowed in our model) an interesting result emerges: Impact decline is confined to a narrow band of $50\%$--$60\%$, lower than some empirical estimates and quite consistent with others. More complicated flow models can lead to different decays. Finally, we argue that in real markets, the impact phase is probably somewhat distorted’’ in its long-term tails which allows for a full relaxation of the impact propagator. The effect is weak, long-term mean-reversion of the impact state.
Complexity vs Empirical Score
- Math Complexity: 8.5/10
- Empirical Rigor: 3.0/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: This paper presents a highly theoretical and mathematically intensive microfoundation for market impact, demonstrating significant novelty in its approach. However, it lacks empirical validation or backtesting, focusing purely on theoretical derivations and economic interpretations. The clarity is good for a theoretical paper, but reproducibility is limited by the absence of code or data.
Research Flowchart
flowchart TD
A[Research Goal: Microfound Diffusive Market Impact] --> B{Key Methodology: Arbitrageurs & Information Elimination};
B --> C[Inputs: Trader & Many Arbitrageurs, Realized Returns, Private Signals];
C --> D{Computational Process: Model Convergence to Stationary Limit};
D --> E[Outcome 1: Impact Law J = U * W (White Impact Returns)];
E --> F[Outcome 2: Minimum Distance U to L implies positive impact costs, 50-60% impact decline for biexponential L];
F --> G[Outcome 3: Long-term mean-reversion of impact state due to "distorted" tails];
Cited References (95)
- Time Series Analysis (2016)
- How Markets Slowly Digest Changes in Supply and Demand (2008) — link
- Strict Universality of the Square-Root Law in Price Impact across Stocks: A Complete Survey of the Tokyo Stock Exchange (2025) — link
- Why do financial prices exhibit Brownian motion despite predictable order flow? (2025) — link
- The Universal Law Behind Market Price Swings (2025) — link
- A theory of power-law distributions in financial market fluctuations (2003) — link
- Market Microstructure Invariance: Empirical Hypotheses (2016) — link
- A fully consistent, minimal model for non-linear market impact (2014) — link
and 87 more
- A Million Metaorder Analysis of Market Impact on the Bitcoin (2015) — link
- Anomalous Impact in Reaction-Diffusion Financial Models (2014) — link
- Market impact with multi-timescale liquidity (2018) — link
- How Efficiency Shapes Market Impact (2013) — link
- Slow Decay of Impact in Equity Markets: Insights from the ANcerno Database (2019) — link
- Beyond the Square Root: Evidence for Logarithmic Dependence of Market Impact on Size and Participation Rate (2015) — link
- Market Impact: A Systematic Study of Limit Orders (2017) — link
- Market Impacts and the Life Cycle of Investors Orders (2015) — link
- Crossover from Linear to Square-Root Market Impact (2019) — link
- The inelastic market hypothesis: a microstructural interpretation (2022) — link
- Optimal Execution of Portfolio Transactions (2001) — link
- Direct Estimation of Equity Market Impact (2005) — link
- Continuous Auctions and Insider Trading (1985) — link
- Insider Trading in Continuous Time (1992) — link
- Bid, Ask and Transaction Prices in a Specialist Market with Heterogeneously Informed Traders (1985) — link
- Why Do Security Prices Change? A Transaction-Level Analysis of NYSE Stocks (1997) — link
- In Search of the Origins of Financial Fluctuations: The Inelastic Markets Hypothesis (2021) — link
- Trades, Quotes and Prices: Financial Markets Under the Microscope (2018)
- Is market impact a measure of the information value of trades? Market response to liquidity vs informed metaorders (2015) — link
- Slow Decay of Impact in Equity Markets (2015) — link
- Market impact and trading profile of hidden orders in stock markets (2009) — link
- The Non-Linear Market Impact of Large Trades: Evidence from Buy-Side Order Flow (2013) — link
- The micro-price: a high-frequency estimator of future prices (2018) — link
- A continuous and efficient fundamental price on the discrete order book grid (2018) — link
- Institutional Investors and Stock Market Volatility (2006) — link
- The Long Memory of the Efficient Market (2003) — link
- Theory for long memory in supply and demand (2005) — link
- Master curve for price-impact function (2003) — link
- Random walks, liquidity molasses and critical response in financial markets (2006) — link
- No-arbitrage implies power-law market impact and rough volatility (2020) — link
- Anomalous Price Impact and the Critical Nature of Liquidity in Financial Markets (2011) — link
- Market efficiency and the long-memory of supply and demand: Is price impact variable and permanent or fixed and temporary? (2006) — link
- A Unified Theory of Order Flow, Market Impact, and Volatility (2026) — link
- Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends? (1981) — link
- The Short-Term Price Impact of Trades Is Universal (2017) — link
- An elementary proof of the Pick–Nevanlinna interpolation theorem (1975) — link
- A survey of spectral factorization methods (2001) — link
- A continuous and efficient fundamental price on the discrete order book grid (2018) — link
- The micro-price: a high-frequency estimator of future prices (2018) — link
- Causality: Models, Reasoning, and Inference (2009)
- Generating realistic metaorders from public data — → 2503.18199
- The `Double’ Square-Root Law: Evidence for the Mechanical Origin of Market Impact Using Tokyo Stock Exchange Data (2026) — link
- Relation between bid-ask spread, impact and volatility in order-driven markets (2008) — link
- Unravelling the Trading Invariance Hypothesis (2016) — link
- Are Trading Invariants Really Invariant? Trading Costs Matter (2020) — link
- Intraday Trading Invariance in the E-mini S&P 500 Futures Market (2018) — link
- Impact of meta-order in the Minority Game (2013) — link
- The Subtle Interplay between Square-Root Impact, Order Imbalance and Volatility: A Unifying Framework (2025) — link
- Market impact as anticipation of the order flow imbalance (2015) — link
- The Price of Immediacy (2008) — link
- Handbook of Price Impact Modeling (2023)
- Why Does Index Arbitrage Strategy Leg1 Lose Money? (2025) — link
- The Capacity of Trading Strategies (2019) — link
- Price Impact (2009) — link
- Information Cascades, Critical Liquidity and Feedback Loops: The Complex Ecology of Financial Markets (2013) — link
- Empirical Confirmation of the Square-Root Law of Market Impact in a U.S. Large-Cap Equity (2026) — link
- Which Impact Models Survive Price Diffusivity? Stress-testing the Structural Constraint of Bonart (2026) in Simulation and Public Data (2026) — link
- Diffusive Market Impact: A Consistent Microfoundation
- On Bonart’s interpretation of the Square-RootImpact Law
- Diffusive in plain sight: An inconspicuous law of market impact (2026) — link
- Diffusive Market Impact: A Consistent Microfoundation (2026) — link
- Diffusive Origins of the Metaorder Square-Root Law (2026)
- Price Manipulation and Quasi-Arbitrage (2004) — link
- No-dynamic-arbitrage and market impact (2010) — link
- Transient Linear Price Impact and Fredholm Integral Equations (2012) — link
- Optimal Trade Execution and Absence of Price Manipulations in Limit Order Book Models (2010) — link
- Measuring the Information Content of Stock Trades (1991) — link
- Fluctuations and Response in Financial Markets: The Subtle Nature of `Random’ Price Changes (2004) — link
- The Adaptive Nature of Liquidity Taking in Limit Order Books (2014) — link
- Market Depth and Order Size (1999) — link
- Time and the Price Impact of a Trade (2000) — link
- Agent-Specific Impact of Single Trades in Financial Markets (2012) — link
- The Short-Term Price Impact of Trades Is Universal (2018) — link
- The Product of Projection Operators (1962)
- Embedding of Time-Varying Contractive Systems in Lossless Realizations (1994) — link
- Balanced Realizations of Discrete-Time Stable All-Pass Systems and the Tangential Schur Algorithm (2006) — link
- A Polynomial Approach to Linear Algebra (1996) — link
- Hankel Matrix — link
- A Bayesian Theory of Market Impact (2024) — link
- Discrete-Time Signal Processing (1999)
- Nonparametric Estimation of Self- and Cross-Impact (2025) — link
- Impact of meta-order in the Minority Game (2013) — link
- On the aggregation of information in competitive markets (1980) — link
- A unified theory of order flow, market impact, and volatility (2026) — link
- Differential Information and Dynamic Behavior of Stock Trading Volume (1995) — link
- Continuity of the spectral factorization on a vertical strip (1999) — link
- On Bonart’s interpretation of the Square-Root Impact Law (2026) — link
1 of 95 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.