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On-Chain Analytics and Quantitative DeFi: Modeling AMM Dynamics, Impermanent Loss, and MEV with Python
Paperback
Publisher: Independently Published
Published: Jun 3 2026
Pages: 448
Weight: 1.18
Height: 1.11 Width: 6.00 Depth: 9.00
Language: English
A practical technical guide to quantitative analysis of decentralized finance using on-chain data.
This book explores core concepts in on-chain analytics and quantitative DeFi, with a focus on Automated Market Makers (AMMs), impermanent loss, and Miner Extractable Value (MEV).
Through clear explanations and hands-on Python examples, you will learn how to:
- Model AMM dynamics and liquidity provision mechanics
- Analyze and manage impermanent loss
- Understand and quantify MEV opportunities on blockchain networks
- Work with blockchain event data using Python and Web3 libraries
Designed for developers, quantitative analysts, and DeFi researchers with intermediate Python knowledge, this book bridges blockchain fundamentals with practical data analysis techniques. All code examples are focused on transparent, reproducible methods using publicly available on-chain data.
Note: This is a technical reference, not financial advice. Trading and investing in cryptocurrency involves substantial risk.
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Hardcover
No Loose Ends: The Smart & Slightly Morbid Guide to Estate Planning & End-Of-Life Tasks
Zuckerman, Adam
Hardcover
Our Dollar, Your Problem: An Insider's View of Seven Turbulent Decades of Global Finance, and the Road Ahead
Rogoff, Kenneth
Paperback
The Currencies of Wellness: A Field Guide to the Unexpected Ways Brands Can Shape Everyday Well-Being
Nichols, Tricia
Paperback
Trade Like a Stock Market Wizard: How to Achieve Superperformance in Stocks in Any Market
Minervini, Mark
Hardcover
Understanding Living Trusts(R): How You Can Avoid Probate, Keep Control, Save Taxes, and Enjoy Peace of Mind
Schumacher, Vickie
Paperback
Investing 101: From Stocks and Bonds to Etfs and Ipos, an Essential Primer on Building a Profitable Portfolio
Cagan, Michele
Hardcover
The Most Important Thing Illuminated: Uncommon Sense for the Thoughtful Investor
Marks, Howard
Hardcover
Small Time Operator: How to Start Your Own Business, Keep Your Books, Pay Your Taxes, and Stay Out of Trouble
Kamoroff, Bernard B.
Paperback
Payments Systems in the U.S.: A Guide for the Payments Professional
Loftesness, Scott
Benson, Carol Coye
Jones, Russ
Paperback
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
El Dinero No Es El Problema, Tú Lo Eres - Money is Not the Problem Spanish
Douglas, Gary M.
Heer, Dain
Paperback
The Millionaire Next Door: The Surprising Secrets of America's Wealthy
Stanley, Thomas J.
Danko, William D.
Hardcover
Stop Making Stupid Investments: 7 Rules to Avoid the Hype and Build Real Wealth
Leiter, David
Hardcover
Masters of the Universe: Winning Strategies of America's Greatest Dealmakers
Kadlec, Daniel J.
Paperback
Sideways: Using the Power of Technical Analysis to Profit in Uncertain Times
Richards, Keith G.
Paperback
The Boring Business Revolution: Why the Next Generation of Millionaires Won't Build Businesses. They'll Buy Them.
Newerls, Ramel
Hardcover
Financial Literacy for All: Disrupting Struggle, Advancing Financial Freedom, and Building a New American Middle Class
Bryant, John Hope
Paperback
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 Mental Game of Trading: A System for Solving Problems with Greed, Fear, Anger, Confidence, and Discipline
Tendler, Jared
Paperback
Rich Family Smart Family: Raise Your Family's Financial IQ and Take Control of Your Future
Kiyosaki, Robert
Paperback
The Capital Order: How Economists Invented Austerity and Paved the Way to Fascism
Mattei, Clara E.
Paperback
Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets
Taleb, Nassim Nicholas
Paperback
The Winner's Curse: Behavioral Economics Anomalies, Then and Now
Thaler, Richard H.
Imas, Alex
Hardcover
Investment Valuation, University Edition: Tools and Techniques for Determining the Value of Any Asset
Damodaran, Aswath
Paperback
Mastering Private Equity: Transformation Via Venture Capital, Minority Investments and Buyouts
White, Bowen
Prahl, Michael
Zeisberger, Claudia
Hardcover
The Complete Turtletrader: How 23 Novice Investors Became Overnight Millionaires
Covel, Michael W.
Paperback
SEVENTEEN TO MILLIONAIRE You're Seventeen. You're Canadian. You wanna be rich. Let's do this.
Price, Douglas
Paperback
Why Does The Stock Market Go Up?: Everything You Should Have Been Taught About Investing In School, But Weren't
Feroldi, Brian
Paperback
Finance Equations & Answers: A Quickstudy Laminated Reference Guide
Florida Institute of Finance
Other
J.K. Lasser's 1001 Deductions and Tax Breaks 2026: Your Complete Guide to Everything Deductible
Weltman, Barbara
Paperback
The World for Sale: Money, Power, and the Traders Who Barter the Earth's Resources
Blas, Javier
Farchy, Jack
Hardcover
The Book on Rental Property Investing: How to Create Wealth with Intelligent Buy and Hold Real Estate Investing
Turner, Brandon
Paperback
You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market Profits
Greenblatt, Joel
Paperback
The Little Book of Valuation: How to Value a Company, Pick a Stock, and Profit
Damodaran, Aswath
Hardcover
Layered Money: From Gold and Dollars to Bitcoin and Central Bank Digital Currencies
Bhatia, Nik
Paperback
Hide Your Assets and Disappear: A Step-By-Step Guide to Vanishing Without a Trace
Pankau, Edmund
Paperback
Money and Me: How to Make Your Finances Work Harder for You and Your Family
Clements, Jonathan
Paperback
Financial Statements: A Step-By-Step Guide to Understanding and Creating Financial Reports (Over 200,000 Copies Sold!)
Ittelson, Thomas
Paperback
The Madness of Markets: Why Smart Investors Make Crazy Decisions--And How to Exploit Them
Edmans, Alex
Hardcover