Price Formation with Autocorrelated Order Flow


Book Description

This paper studies the relation between order imbalances and daily returns of individual stocks. Our tests are motivated by a theoretical framework, whose distinguishing feature is that it explicitly considers how market makers with inventory concerns dynamically accommodate autocorrelated imbalances. Persistence in imbalances arises because agents split their orders over time to minimize expected trading costs. In equilibrium, continuing price pressures caused by autocorrelated imbalances cause a positive relation between lagged imbalances and returns over daily horizons. However, this positive relation reverses sign after controlling for the current imbalance. We find empirical evidence consistent with all of these implications of the model. We also find that imbalance-based trading strategies yield statistically significant returns, the magnitude of which is moderate enough to be consistent with an equilibrium wherein intermediaries with inventory concerns accommodate persistent trader demands. Our results shed light on the role of inventory effects in daily stock price movements.




Market Impact with Autocorrelated Order Flow Under Perfect Competition


Book Description

Our goal in this paper is to study the market impact in a market in which the order flow is autocorrelated. We build a model which explains qualitatively and quantitatively the empirical facts observed so far concerning market impact. We define different notions of market impact, and show how they lead to the different price paths observed in the literature. For each one, under the assumption of perfect competition and information, we derive and explain the relationships between the correlations in the order flow, the shape of the market impact function while a meta-order is being executed, and the expected price after the completion. We also derive an expression for the decay of market impact after a trade, and show how it can result in a better liquidation strategy for an informed trader. We show how, in spite of auto-correlation in order-flow, prices can be martingales, and how price manipulation is ruled out even though the bare impact function is concave. We finally assess the cost of market impact and try to make a step towards optimal strategies.




Limit Order Books


Book Description

A limit order book is essentially a file on a computer that contains all orders sent to the market, along with their characteristics such as the sign of the order, price, quantity and a timestamp. The majority of organized electronic markets rely on limit order books to store the list of interests of market participants on their central computer. A limit order book contains all the information available on a specific market and it reflects the way the market moves under the influence of its participants. This book discusses several models of limit order books. It begins by discussing the data to assess their empirical properties, and then moves on to mathematical models in order to reproduce the observed properties. Finally, the book presents a framework for numerical simulations. It also covers important modelling techniques including agent-based modelling, and advanced modelling of limit order books based on Hawkes processes. The book also provides in-depth coverage of simulation techniques and introduces general, flexible, open source library concepts useful to readers studying trading strategies in order-driven markets.




Trades, Quotes and Prices


Book Description

A deep-dive into the heart of modern financial markets, the authors explore why and how people trade - and the consequences.




Order Flow Trading


Book Description

Are you getting it too hard to trade Get your copy on Order Flow Trading is a comprehensive guide to understanding and leveraging order flow in financial markets. Written by expert trader, RICHARD B WATSON, this book delves into the inner workings of order flow and how it impacts price movements in various markets, including futures, forex, and stocks. Through a combination of practical examples and theoretical explanations, Richard provides a clear and concise roadmap for traders looking to incorporate order flow into their trading strategies. He begins by introducing the basics of order flow, including market structure, liquidity, and volume, before moving on to more advanced topics such as intermarket analysis, order flow indicators, and risk management. In addition to providing a thorough understanding of order flow, Richard it also offers practical tips and techniques for traders looking to implement order flow trading in their own practices. He covers everything from identifying key levels of support and resistance, to executing trades based on order flow signals, to managing risk and trade size. Overall, Order Flow Trading is an essential resource for any trader looking to improve their understanding of order flow and its role in financial markets. Whether you're a beginner or an experienced trader, this book will provide you with the knowledge and tools you need to succeed in your trading endeavours. Kindle, grab your copy now at an affordable price, remember to rate and drop a nice comment in the comments section below if this book is a life transformation book thanks.




Machine Learning and Data Sciences for Financial Markets


Book Description

Leveraging the research efforts of more than sixty experts in the area, this book reviews cutting-edge practices in machine learning for financial markets. Instead of seeing machine learning as a new field, the authors explore the connection between knowledge developed by quantitative finance over the past forty years and techniques generated by the current revolution driven by data sciences and artificial intelligence. The text is structured around three main areas: 'Interactions with investors and asset owners,' which covers robo-advisors and price formation; 'Risk intermediation,' which discusses derivative hedging, portfolio construction, and machine learning for dynamic optimization; and 'Connections with the real economy,' which explores nowcasting, alternative data, and ethics of algorithms. Accessible to a wide audience, this invaluable resource will allow practitioners to include machine learning driven techniques in their day-to-day quantitative practices, while students will build intuition and come to appreciate the technical tools and motivation for the theory.




Trades, Quotes and Prices


Book Description

The widespread availability of high-quality, high-frequency data has revolutionised the study of financial markets. By describing not only asset prices, but also market participants' actions and interactions, this wealth of information offers a new window into the inner workings of the financial ecosystem. In this original text, the authors discuss empirical facts of financial markets and introduce a wide range of models, from the micro-scale mechanics of individual order arrivals to the emergent, macro-scale issues of market stability. Throughout this journey, data is king. All discussions are firmly rooted in the empirical behaviour of real stocks, and all models are calibrated and evaluated using recent data from Nasdaq. By confronting theory with empirical facts, this book for practitioners, researchers and advanced students provides a fresh, new, and often surprising perspective on topics as diverse as optimal trading, price impact, the fragile nature of liquidity, and even the reasons why people trade at all.




Handbook of Financial Markets: Dynamics and Evolution


Book Description

The models of portfolio selection and asset price dynamics in this volume seek to explain the market dynamics of asset prices. Presenting a range of analytical, empirical, and numerical techniques as well as several different modeling approaches, the authors depict the state of debate on the market selection hypothesis. By explicitly assuming the heterogeneity of investors, they present models that are descriptive and normative as well, making the volume useful for both finance theorists and financial practitioners. Explains the market dynamics of asset prices, offering insights about asset management approaches Assumes a heterogeneity of investors that yields descriptive and normative models of portfolio selections and asset pricing dynamics




Supply & Demand Trading Bible for Day Trading Beginners


Book Description

This short book can fast track your long learning curve so you can begin making lots of money right away. The information in Supply & Demand Trading Bible for Beginners has been written to save time and money for a brand new investor and trader, so they don’t waste a lot of either when they are first starting out and don’t know what to do. When first starting off in the investing and trading business new people make a lot of mistakes which can cost them a lot of money and Supply & Demand Trading Bible for Beginners has some tips and tricks to help the new investor and trader reduce those costly errors. Supply & Demand Trading Bible for Beginners is written to provide straightforward, easy to understand and easy to apply advice, tips and techniques that can be the backbone of any traders success in the financial markets. Use Supply & Demand Trading Bible for Beginners as an overview or a guide if you will, to what to study and learn first to become consistently profitable from investing and trading from using supply and demand as your trading method. I give you concise information as to what to learn first and what to look for as far as further information is concerned and give you clickable links to get to it right away. I tell you only the most critical things to learn first because those are absolutely the most important and the ones that will make you money right away if you do them. Remember you don’t need to know everything all at once but merely what makes you money. When you are done reading this entire book you will have an excellent basic explanation of what and what not to do before you even study anything or do any kind of education or spend any unnecessary money. The information will put you on the fast track to becoming a successful self-directed trader with very little money invested. Supply and demand is the only thing that moves the markets so doesn’t it make sense to use it as your trading method? If you want to make money right away from your new investing and trading business this short book can expedite the amount of time it takes and enables you to make money - right away.




Empirical Market Microstructure


Book Description

The interactions that occur in securities markets are among the fastest, most information intensive, and most highly strategic of all economic phenomena. This book is about the institutions that have evolved to handle our trading needs, the economic forces that guide our strategies, and statistical methods of using and interpreting the vast amount of information that these markets produce. The book includes numerous exercises.