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Quantitative Risk Management with Python: Value at Risk, Expected Shortfall, and Portfolio Stress Testing
Paperback
Investing & FinanceProgramming
Publisher: Independently Published
Published: Apr 28 2026
Pages: 426
Weight: 1.13
Height: 1.06 Width: 6.00 Depth: 9.00
Language: English
Quantitative Risk Management with Python is a practical guide to measuring, modeling, and analyzing financial risk using modern Python workflows.
Designed for analysts, traders, students, and quantitative finance practitioners, this book explains how core risk measures are built, interpreted, and applied across real-world portfolios. Readers will learn how to calculate Value at Risk, estimate Expected Shortfall, run portfolio stress tests, analyze return distributions, and evaluate risk under changing market conditions.
The book emphasizes clear implementation, practical interpretation, and reusable Python techniques. Instead of treating risk metrics as isolated formulas, it shows how they fit into a broader risk management workflow involving data preparation, volatility estimation, scenario analysis, backtesting, and portfolio-level reporting.
Inside, readers will explore:
Value at Risk using historical, parametric, and simulation-based methods
Expected Shortfall and downside risk measurement
Stress testing and scenario analysis for portfolio exposures
Volatility, correlation, and distributional assumptions
Backtesting risk models and interpreting model limitations
Python workflows for repeatable financial risk analysis
This book is written for readers who want a structured, applied approach to quantitative risk management without unnecessary theory or promotional trading claims. It provides the tools and context needed to understand risk models, implement them in Python, and use them responsibly in financial analysis.
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Cagan, Michele
Paperback
Small Time Operator: How to Start Your Own Business, Keep Your Books, Pay Your Taxes, and Stay Out of Trouble
Kamoroff, Bernard B.
Paperback
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
J.K. Lasser's Small Business Taxes 2026: Your Complete Guide to a Better Bottom Line
Weltman, Barbara
Paperback
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Easy Money: Cryptocurrency, Casino Capitalism, and the Golden Age of Fraud: The Basis for the Documentary Everyone Is Lying to You for Money
McKenzie, Ben
Silverman, Jacob
Paperback
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Anti-Fascist Economics: In Defense of Affordability, Dignity, and Democracy
Weber, Isabella
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
Best Loser Wins: Why Normal Thinking Never Wins the Trading Game - Written by a High-Stake Day Trader
Hougaard, Tom
Paperback
Como Gane $2,000,000 En La Bolsa / How I Made $2,000,000 in the Stock Market
Darvas, Nicolas
Paperback
The Tax and Legal Playbook: Game-Changing Solutions to Your Small Business Questions
Kohler, Mark
Paperback
Fixed: Why Personal Finance Is Broken and How to Make It Work for Everyone
Campbell, John Y.
Ramadorai, Tarun
Hardcover
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
The Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Farchy, Jack
Blas, Javier
Hardcover
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
Elliott Wave - Fibonacci High Probability Trading: Master The Wave Principle and Market Timing With Proven Strategies
Sanders, Jarrod
Paperback
Money to Burn: The Unvarnished Truth about Leon Black, Apollo, and the Rise of a New Wall Street
Cohan, William D.
Hardcover
A Richer Retirement: Supercharging the 4% Rule to Spend More and Enjoy More
Bengen, William P.
Hardcover
How Not to Invest: The Ideas, Numbers, and Behaviors That Destroy Wealth--And How to Avoid Them
Ritholtz, Barry
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Hardcover
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Covered Calls for Beginners: A Risk-Free Way to Collect "Rental Income" Every Single Month on Stocks You Already Own
Publications, Freeman
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
White, Bowen
Prahl, Michael
Zeisberger, Claudia
Hardcover
Beyond the Grave, Revised and Updated Edition: The Right Way and the Wrong Way of Leaving Money to Your Children (and Others)
Condon, Jeffery L.
Paperback
The Accounting Game: Basic Accounting Fresh from the Lemonade Stand
Mullis, Darrell
Orloff, Judith
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
Maximize Your Retirement: The Only Book You'll Ever Need to Retire Prosperous and Worry-Free
Oh, Jae
Paperback
Your Perfect Portfolio: The Ultimate Guide to Using the World's Most Powerful Investing Strategies
Roche, Cullen
Paperback