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Price distribution over 68 days • 1 price levels

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Most common price: £42 (68 days, 100.0%)

Price range: £42 - £42

Price levels: 1 different prices over 68 days

Description

Reactive Publishing Modern equity valuation models fail for one reason: they assume the world is stationary. In reality, markets move through distinct macroeconomic regimes defined by inflation dynamics, interest-rate cycles, liquidity conditions, policy intervention, and geopolitical stress. Machine learning models that ignore these regime shifts may perform well in-sample, only to collapse when the underlying macro structure changes. Macro-Regime Aware Equity Models shows how to design equity valuation and factor systems that explicitly adapt to changing macro environments rather than breaking under them. Written for quantitative investors, analysts, and systematic portfolio designers, this book presents a rigorous framework for conditioning machine learning models on macro regimes, transforming macro uncertainty from a source of model risk into a controlled input. You will learn how to: Define and classify macro regimes using inflation, rates, growth, liquidity, and policy data Embed regime information directly into machine learning valuation models Design regime-aware feature engineering pipelines Prevent overfitting across structural breaks and non-stationary data Build equity factors that adapt dynamically across market cycles Stress-test valuation models against historical regime transitions Understand why traditional factor performance decays, and how regime conditioning restores robustness Rather than treating macroeconomics as a separate forecasting exercise, this book shows how to integrate macro structure directly into equity pricing systems, improving stability, interpretability, and real-world performance. This is not a beginner’s guide to machine learning or investing. It is a practical, systems-level manual for investors who already understand quantitative modeling and want to build valuation frameworks that survive inflation shocks, tightening cycles, liquidity reversals, and geopolitical disruption. If you are building next-generation equity models and want them to work beyond a single market regime, this book provides the missing architecture.

Product Specifications

Format: paperback
ASIN: B0GF7RMF69
Category: Books > Subjects > Business, Finance & Law > Professional Finance > Investments & Securities > Stocks & Shares
Domain: Amazon UK
Release Date: 06 January 2026
Listed Since: 06 January 2026

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Macro-Regime Aware Equity Models: Integrating Inflation, Rates, Liquidity, and Geopolitics into Machine Learning–Driven Valuation and Factor Systems

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