Foundations
Risk is not one number. It is a path through time.
A framework for reading volatility, drawdown and tail loss without turning them into instructions.
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Research to use. Not noise to chase.
Practical notes about data, models and risk intended to improve analytical process—not predict the next price.
Reading a composite score without calling it a forecast
Separate factor state, uncertainty and observed risk.
Drawdown: the path volatility can hide
Similar volatility can conceal very different loss paths.
Can trend and mean reversion coexist?
Only when every component has a declared horizon and failure mode.
A disciplined market-analysis checklist
Context, data quality, correlations, liquidity and model limits.