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Johnson W: Quantitative Trading
Strategies

Quantitative Trading Strategies

A Guide to Market-Beating Algorithms

Every trading desk has a moment like this: the market sits still, then snaps ten points in one direction and never looks back. Somewhere on the options desk, someone always says the same thing - the option chain saw it coming first. The Hidden Tape takes that claim seriously, and builds something real out of it: ProjectX, a live, running, multi-layer trading system for BankNifty index options that reads the option chain's microstructure - dealer positioning, volatility skew, open-interest momentum - alongside price, to answer one question. Does the options market know something the price chart doesn't? This is not a research paper dressed up as a book, and it is not a promise that AI can predict the market. It is the story of building a real system from the ground up: a regime classifier, a multi-timeframe price network, an options microstructure model, and a weighted ensemble that learned to combine them - and the day one of those models quietly stopped working, and what it took to notice. Written for beginners and professionals alike, The Hidden Tape walks through option chain mechanics, dealer gamma hedging, machine learning architecture, and the honest limits of live paper-trading, including a finding that reframed the whole project: the "options" model's biggest jump in accuracy came from adding price context, not from the options data alone. The authors do not oversell what they have built. They show their work, including the mistakes, the corrected assumptions, and the open questions still being tested, because a system that can admit what it does not know is more useful than one that pretends to know everything.

Building a Live AI Trading System on What the Options Market Knows Before the Price Chart

The Hidden Tape

The integration of machine learning and modeling in finance is transforming how data is analyzed, enabling more accurate predictions, risk assessments, and strategic planning. These advanced techniques empower financial professionals to uncover hidden patterns, automate complex processes, and enhance decision-making in volatile markets. As industries increasingly rely on data-driven insights, the adoption of these tools contributes to greater efficiency, reduced uncertainty, and competitive advantage. This technological shift not only drives innovation within financial sectors but also supports broader economic stability and growth by improving forecasting and mitigating risks. Machine Learning and Modeling Techniques in Financial Data Science provides an updated review and highlights recent theoretical advances and breakthroughs in professional practices within financial data science, exploring the strategic roles of machine learning and modeling techniques across various domains in finance. It offers a comprehensive collection that brings together a wealth of knowledge and experience. Covering topics such as algorithmic trading, financial technology (FinTech), and natural language processing (NLP), this book is an excellent resource for business professionals, leaders, policymakers, researchers, academicians, and more.

Machine Learning and Modeling Techniques in Financial Data Science

From the bestselling author of House of Cards and Power Failure comes the turbulent tale of Apollo, a powerful and controversial financial empire Apollo Global Management, one of the world's most formidable investment firms, has thrived in private equity and private credit, delivering staggering returns through aggressive takeovers and bold, contrarian bets. Blending gripping narrative with meticulous reporting, Money to Burn offers a spectacular investigation into this controversial and powerful financial empire, where the billionaires at the top have brought the same appetite for risk at work to their chaotic personal lives.Rising from the ashes of Drexel Burnham Lambert after the junk bond crisis in the 1980s, Apollo - under the leadership of Leon Black, its brilliant and fearsome billionaire founder - has come to epitomize the new Wall Street for more than three decades. But, in 2021, Black resigned. His dramatic downfall, due in part to his close personal and business relationship with the disgraced paedophile Jeffrey Epstein, is a riveting saga of extreme wealth, jealous rivalries and public scandal.Drawing on exclusive access to Apollo's executives, William D. Cohan exposes the power struggles, betrayals and courtroom battles behind the company's meteoric rise - and offers a first-hand account of how one man's ambition, hubris and excess altered the course of an international financial powerhouse. Both an origin story and a cautionary tale, Money to Burn also asks a critical question: have firms such as Apollo created an ingenious new model for global finance - or planted the seeds of our next great financial crisis?

Leon Black, Apollo and the Remaking of Wall Street

Money to Burn

Routledge Focus on Economics and Finance

AI, Blockchain, and the New Logic of Markets

Finance for Professionals

This book offers an in-depth exploration of the rapidly evolving landscape of banking in the era of cryptocurrencies. The authors shed light on the pressing financial security challenges that traditional banks confront as cryptocurrencies continue to gain traction. Furthermore, the book provides a nuanced analysis of the dual-edged nature of cryptocurrencies, exposing both the risks and opportunities they present to banking institutions. On one hand, the book reveals the significant disruptions that cryptocurrencies cause to the traditional financial system, threatening to upend the status quo. On the other hand, it highlights the vast potential benefits that cryptocurrencies can bring to banks, from increased efficiency and reduced costs to new revenue streams and innovative business models.
The book serves as a guide for traditional financial institutions, providing a roadmap for navigating the uncharted waters of the crypto market. It offers practical advice and strategic insights on how banks can adapt to the new norm, mitigate the risks associated with cryptocurrencies, and capitalize on the opportunities they present. For policymakers, the book provides a valuable framework for developing informed and effective regulations that can help traditional financial institutions survive and thrive in a crypto-dominated landscape. The book offers a timely and authoritative analysis of the challenges and opportunities presented by cryptocurrencies, providing a valuable resource for academics, practitioners, and policymakers alike. By understanding the implications of cryptocurrencies on the financial system, policymakers can create mechanisms to mitigate the risks and unlock the potential benefits of this emerging technology.

This book offers an in-depth exploration of the rapidly evolving landscape of banking in the era of cryptocurrencies. The authors shed light on the pressing financial security challenges that traditional banks confront as cryptocurrencies continue to gain traction. Furthermore, the book provides a nuanced analysis of the dual-edged nature of cryptocurrencies, exposing both the risks and opportunities they present to banking institutions. On one hand, the book reveals the significant disruptions that cryptocurrencies cause to the traditional financial system, threatening to upend the status quo. On the other hand, it highlights the vast potential benefits that cryptocurrencies can bring to banks, from increased efficiency and reduced costs to new revenue streams and innovative business models.The book serves as a guide for traditional financial institutions, providing a roadmap for navigating the uncharted waters of the crypto market. It offers practical advice and strategic insights on how banks can adapt to the new norm, mitigate the risks associated with cryptocurrencies, and capitalize on the opportunities they present. For policymakers, the book provides a valuable framework for developing informed and effective regulations that can help traditional financial institutions survive and thrive in a crypto-dominated landscape. The book offers a timely and authoritative analysis of the challenges and opportunities presented by cryptocurrencies, providing a valuable resource for academics, practitioners, and policymakers alike. By understanding the implications of cryptocurrencies on the financial system, policymakers can create mechanisms to mitigate the risks and unlock the potential benefits of this emerging technology.

A Roadmap for Financial Institutions

Banking in the Shadow of Cryptocurrencies

This book investigates some of the key economic and societal transitions that define our contemporary world. Analysing financial contagion during crises, shifts in macro-financial linkages, transformations in gender equality and industrial structures, or the potential of fintech to foster intergenerational mobility, the authors seek to illustrate the forces reshaping economic systems and societal outcomes in emerging and industrialized countries. Particular attention is given to the relationship between Europe and Asia, with insights into the structural changes, including deindustrialization, energy transition, and gender inequality, seen within these parts of the world. The conference offered a space for lively debate and critical reflection on the varied but interconnected ways economies and societies have responded to new global conditions. The book can be read as a contribution to broader academic and policy debates. The book will be relevant to students, researchers, and policymakers interested in international economics and economic policy.
&nbsp;
Gilles Dufrénot is Professor of Economics at Sciences Po Aix and AMSE and Associate Researcher to the CEPII. His research topics covers growth and international economics.
Takashi Matsuki is Professor of Economics at Ryukoku University. His main topics covers policy-oriented issues and applied econometrics.

Financial Markets, Structural Change and Economic Development

Challenges of Global Economic and Social Transformations

The integration of technology in emerging economies is reshaping industries, transforming communities, and redefining global market dynamics. By driving innovation in service and production sectors, technology enables these economies to compete on a global scale while addressing local challenges. Understanding this intersection is crucial for fostering sustainable development, enhancing economic resilience, and narrowing global disparities. The technological advancements in these markets not only spur growth but also have far-reaching implications for global trade, collaboration, and progress. Converging Economic Policy, Corporate Strategy, and Technology for Emerging Economies explores the dynamic interplay between emerging markets' service and production sectors and technology. It illuminates the tactics, obstacles, and advancements determining how technology is incorporated into these crucial industries and how it affects economic environments. Covering topics such as capital structure, herding behavior, and stock market, this book is an excellent resource for business professionals, executives, entrepreneurship, academicians, researchers, policymakers, government officials, investors, financiers, students, educators, and more.

Converging Economic Policy, Corporate Strategy, and Technology for Emerging Economies

Financial markets and the real economy are deeply interconnected, yet their relationship remains complex and often misunderstood. In an era of global shocks and rapid capital flows, understanding this interplay is more important than ever. This book explores the dynamic links between global financial systems and macroeconomic fundamentals, combining theoretical frameworks with empirical analysis. It examines how financial markets influence economic growth, investment, employment, and policy responses across diverse economies. Using both qualitative insights and data-driven approaches, the author investigates key phenomena such as market volatility, capital mobility, and globalization's impact on domestic economies. By bridging theory with real-world evidence, this book offers a nuanced perspective on how financial forces shape economic outcomes in a globalized world.

Theoretical and Empirical Approaches

Global Markets and Real Economy

The Notion of the Intelligent Investor addresses the critical domain of financial investment, a field essential for individual wealth accumulation and economic stability. Navigating volatile markets, distinguishing genuine investment from speculative ventures, and mitigating the erosive effects of inflation present significant challenges for both novice and experienced participants. Understanding the foundational principles and historical context of market behavior is paramount for sound financial decision-making.

This comprehensive volume systematically explores core investment concepts, from establishing general portfolio policies for defensive and enterprising investors to detailed strategies for common stock selection. It delves into security analysis, valuation techniques, and the nuances of advanced investment instruments. Furthermore, the book examines the impact of market fluctuations, the role of investment funds, and the importance of corporate governance and the margin of safety principle.

This book is an indispensable resource for students, financial professionals, and individual investors seeking to cultivate a disciplined and informed approach to the financial markets.

The Notion of the Intelligent Investor

Understanding the Derivative Market provides foundational knowledge of the financial system, including financial instruments, intermediaries, and spot markets, setting the stage for comprehending complex derivative instruments. Derivative markets are crucial for risk management, price discovery, and efficient capital allocation within the global economy. However, their inherent complexity, diverse applications, and potential for significant financial impact necessitate a thorough and systematic understanding to navigate their intricacies effectively.

This book systematically explores the primary types of derivative contracts, beginning with forward and futures contracts, detailing their application across various asset classes like debt, equity, foreign exchange, and commodities, alongside their market organization and strategic use in hedging. It then delves into swap agreements, including interest rate, currency, equity, and commodity swaps. Option contracts are examined, covering fundamental principles, valuation, and advanced strategies. Further topics address securitisation, credit derivatives, and specialized instruments such as environmental, weather-related, physical commodity, and energy derivatives, outlining their structures and functions.

This comprehensive resource is designed for students, researchers, and professionals seeking a robust and detailed understanding of the derivative market.

Understanding the Derivative Market

An insider's account of how technology replaced traders and reshaped Wall Street Million Dollar Frat Boys: How Wall Street's Tech Geeks Took Over and Changed the Game chronicles the four-decade transformation of financial markets from testosterone-fueled trading pits to algorithm-driven operations. David Weisberger, co-founder of CoinRoutes and a 40-year veteran of firms including Morgan Stanley, Salomon Brothers, and Citigroup, delivers a first-person account that challenges popular myths about modern markets. Million Dollar Frat Boys traces Weisberger's career from pioneering the first program trading system at Morgan Stanley through the rise of automated risk management and quantitative strategies. The book confronts persistent misconceptions about rigged markets, explains how automation has actually improved fairness for small investors, and extends its analysis into the digital asset and cryptocurrency trading landscape. Readers will also discover: <ul> <li>How Wall Street evolved from human-driven trading floors to high-frequency, technology-based operations over four decades</li> <li>Why popular narratives about market manipulation often misrepresent how modern electronic trading actually benefits retail investors</li> <li>Insider perspectives on regulatory debates, SEC policy decisions, and investigations into major market events like the Flash Crash</li> <li>How traditional trading technology and quantitative strategies are now shaping the cryptocurrency and digital asset markets</li> <li>Sharp, entertaining storytelling that pairs trading-floor anecdotes with analysis of market structure and financial automation</li> </ul> Written for retail investors, financial professionals, and readers who enjoy narrative finance, Million Dollar Frat Boys offers an informed insider's perspective on the real forces driving modern markets. It is equally suited for tech enthusiasts and digital asset investors seeking to understand how algorithmic trading continues to reshape finance.

and How Wall Street's Tech Geeks Took Over and Changed the Game

Million Dollar Frat Boys

Routledge Studies in the Modern World Economy

The Economics of Russia's War in Ukraine provides a thorough analysis of the Russo-Ukrainian war, tracing its historical roots and exploring its multifaceted dimensions. This book emphasizes economic, geopolitical, and humanitarian impacts, highlighting Ukraine's resilience amid challenges. At the same time, this study examines the EU's dynamic responses to economic crises and energy transition, the consequences of the war on global trade dynamics, and the significant influence of geopolitical events on financial markets. It underscores the EU's commitment to aiding Ukraine, enhancing its security, and increasing defence spending in response to evolving geopolitical complexities. The impact of the invasion on financial markets and the vulnerabilities of the banking sector are closely examined, highlighting the complex relationship between geopolitics and the global economy. Findings suggest that the priorities for the post-war reconstruction of Ukraine include addressing human capital and demographics, employment opportunities, environmental protection, infrastructure and housing reconstruction, security and mine clearance, waste recycling, agriculture and food security, digital transformation, social protection and healthcare, and education and research. This book therefore argues that a comprehensive, integrated approach with international support is crucial for Ukraine's recovery and sustainable economic growth.The Economics of Russia's War in Ukraine will be useful for scholars, students, professionals, policy makers, all interested in economics, international relations, security, and global studies, as well as all those wishing to have a thorough and clear understanding of the backdrop of Russia's invasion of Ukraine in February 2022 and its influence on Europe.

Impact Analysis of Economic Policy and Finance

The Economics of Russia’s War in Ukraine

Quantitative Trading Strategies

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