Behavioral Biases in Investing: Why Good Analysis Can Still Fail

Frameworks tell you what to look at, but they cannot guarantee that what you see is real. Three cognitive biases (availability bias, confirmation bias, and herding) can distort the input, execution, and output of analytical frameworks.

Historical Stock Market Patterns: When They Stop Working

What changes is statistical regularity; what remains constant is the logic of earnings-driven patterns. AI supply rigidity, misaligned capital structure, and policy framework shifts have together triggered a fundamental restructuring of the market.