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Articles
Research notes, market thesis, and investment ideas from our community.
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Apr 10, 2026
Factor Investing: Building a Systematic Edge
Value, Momentum, Quality, Size, Low-Vol — the academic factors that work, and how to combine them.
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Apr 10, 2026
Risk Management: The Math Behind Survival
Position sizing, stop losses, and portfolio construction — how professionals think about risk before returns.
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Apr 10, 2026
The DCF Model: What It Actually Tells You
Every analyst uses discounted cash flow. Most get it wrong. Here is what drives the number.
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Apr 10, 2026
Dividends Explained: Yield, Growth, and the Payout Trap
Why a high dividend yield can be a warning sign, and how to spot sustainable payouts.
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Apr 10, 2026
Understanding Market Capitalization: Why Size Matters
Large-cap, mid-cap, small-cap — what the labels mean and why they affect everything from risk to liquidity.
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Apr 10, 2026
Sector Rotation: Reading the Economic Cycle
Why tech leads in expansion, utilities lead in contraction, and how macro awareness improves selection.
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Apr 10, 2026
Drawdowns: The Risk Metric That Actually Matters
Volatility is overrated. Max drawdown is what kills portfolios — and careers.
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Apr 10, 2026
Quality Investing: The Compounders' Edge
ROIC, gross margin stability, and the math of long-term compounding.
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Apr 10, 2026
Reading the QuantFlow Score: A Walkthrough
What the 0–100 number actually represents, and how to use it without surrendering judgment.
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Apr 10, 2026
Free Cash Flow: The Only Metric That Really Matters
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Apr 10, 2026
Position Sizing: How Much to Bet on Each Idea
Equal-weight, conviction-weighted, and the Kelly criterion explained without the calculus.
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Apr 10, 2026
How to Read an Income Statement
Revenue to net income, line by line — and which lines actually matter.