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We present a thorough empirical analysis of market impact on the Bitcoin/USD exchange market using a complete dataset that allows us to reconstruct more than one million metaorders. We empirically confirm the "square-root law'' for market…

Trading and Market Microstructure · Quantitative Finance 2015-09-22 Jonathan Donier , Julius Bonart

The notion of market impact is subtle and sometimes misinterpreted. Here we argue that impact should not be misconstrued as volatility. In particular, the so-called ``square-root impact law'', which states that impact grows as the…

Trading and Market Microstructure · Quantitative Finance 2019-05-14 Frédéric Bucci , Iacopo Mastromatteo , Michael Benzaquen , Jean-Philippe Bouchaud

This paper deals with a fundamental subject that has seldom been addressed in recent years, that of market impact in the options market. Our analysis is based on a proprietary database of metaorders-large orders that are split into smaller…

Trading and Market Microstructure · Quantitative Finance 2022-05-17 Emilio Said , Ahmed Bel Hadj Ayed , Damien Thillou , Jean-Jacques Rabeyrin , Frédéric Abergel

The available liquidity at any time in financial markets falls largely short of the typical size of the orders that institutional investors would trade. In order to reduce the impact on prices due to the execution of large orders, traders…

Trading and Market Microstructure · Quantitative Finance 2024-05-22 Louis Saddier , Matteo Marsili

Understanding the impact of trades on prices is a crucial question for both academic research and industry practice. It is well established that impact follows a square-root impact as a function of traded volume. However, the microscopic…

Trading and Market Microstructure · Quantitative Finance 2025-08-05 Guillaume Maitrier , Grégoire Loeper , Kiyoshi Kanazawa , Jean-Philippe Bouchaud

In this work, we aim to reconcile several apparently contradictory observations in market microstructure: is the famous "square-root law" of metaorder impact, which decays with time, compatible with the random-walk nature of prices and the…

Trading and Market Microstructure · Quantitative Finance 2026-03-05 Guillaume Maitrier , Jean-Philippe Bouchaud

It is known that the impact of transactions on stock price (market impact) is a concave function of the size of the order, but there exists little quantitative theory that suggests why this is so. I develop a quantitative theory for the…

Statistical Finance · Quantitative Finance 2008-12-02 Austin Gerig

The goal of this paper is to disentangle the roles of volume and of participation rate in the price response of the market to a sequence of transactions. To do so, we are inspired the methodology introduced in arXiv:1402.1288,…

Mathematical Finance · Quantitative Finance 2023-12-01 Bruno Durin , Mathieu Rosenbaum , Grégoire Szymanski

We propose a theory of the market impact of metaorders based on a coarse-grained approach where the microscopic details of supply and demand is replaced by a single parameter $\rho \in [0,+\infty]$ shaping the supply-demand equilibrium and…

Trading and Market Microstructure · Quantitative Finance 2022-05-17 Emilio Said

The article is an empirical study of market impact through order book events. It describes a mechanism of extracting an average participation rate and a market impact of small orders which represent individual slices of large metaorders.…

Trading and Market Microstructure · Quantitative Finance 2022-01-11 Oleh Danyliv

Using a large database of 8 million institutional trades executed in the U.S. equity market, we establish a clear crossover between a linear market impact regime and a square-root regime as a function of the volume of the order. Our…

Trading and Market Microstructure · Quantitative Finance 2019-03-27 Frédéric Bucci , Michael Benzaquen , Fabrizio Lillo , Jean-Philippe Bouchaud

Writing the article-Time independent pricing of options in range bound markets; the question in the title came naturally to my mind. It is stated, in the above article, that in certain market conditions the stock price is subjected to an…

General Finance · Quantitative Finance 2013-05-08 Ovidiu Racorean

We empirically study the market impact of trading orders. We are specifically interested in large trading orders that are executed incrementally, which we call hidden orders. These are reconstructed based on information about market member…

Trading and Market Microstructure · Quantitative Finance 2015-05-13 Esteban Moro , Javier Vicente , Luis G. Moyano , Austin Gerig , J. Doyne Farmer , Gabriella Vaglica , Fabrizio Lillo , Rosario N. Mantegna

We develop a theory for the market impact of large trading orders, which we call metaorders because they are typically split into small pieces and executed incrementally. Market impact is empirically observed to be a concave function of…

Trading and Market Microstructure · Quantitative Finance 2013-09-30 J. Doyne Farmer , Austin Gerig , Fabrizio Lillo , Henri Waelbroeck

This paper presents a quantitative analysis of the relationship between the stock market returns and corresponding trading volumes using high- frequency data from the Polish stock market. First, for stocks that were traded for suffciently…

Statistical Finance · Quantitative Finance 2013-11-06 Rafal Rak , Stanislaw Drozdz , Jaroslaw Kwapien , Pawel Oswiecimka

We analyze a proprietary dataset of trades by a single asset manager, comparing their price impact with that of the trades of the rest of the market. In the context of a linear propagator model we find no significant difference between the…

Trading and Market Microstructure · Quantitative Finance 2018-01-03 Bence Toth , Zoltan Eisler , Jean-Philippe Bouchaud

We define what "Price Impact" means, and how it is measured and modelled in the recent literature. Although this notion seems to convey the idea of a forceful and intuitive mechanism, we discuss why things might not be that simple.…

Trading and Market Microstructure · Quantitative Finance 2017-08-24 J. P. Bouchaud

The trade size $\omega$ has direct impact on the price formation of the stock traded. Econophysical analyses of transaction data for the US and Australian stock markets have uncovered market-specific scaling laws, where a master curve of…

Trading and Market Microstructure · Quantitative Finance 2012-10-08 Wei-Xing Zhou

In a recent Nature paper, Gabaix et al. \cite{Gabaix03} presented a theory to explain the power law tail of price fluctuations. The main points of their theory are that volume fluctuations, which have a power law tail with exponent roughly…

Statistical Mechanics · Physics 2008-12-02 J. Doyne Farmer , Fabrizio Lillo

We make an extensive empirical study of the market impact of large orders (metaorders) executed in the U.S. equity market between 2007 and 2009. We show that the square root market impact formula, which is widely used in the industry and…

Trading and Market Microstructure · Quantitative Finance 2014-12-09 Elia Zarinelli , Michele Treccani , J. Doyne Farmer , Fabrizio Lillo
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