Selecting Strong Stocks with MACD, Fund Flows, and Limit-Ups

Summary

This Chinese equity screen combines three conditions: MACD above zero, descending ranking by capital-flow strength, and more than two limit-up days within ten days. Its examples add fundamental filters such as positive valuation ratios and return on equity, then use price and money-flow data to rank candidates. The rationale is to find stocks with positive momentum and strong recent market interest.

The article provides indicator formulas and a Python outline, but no backtest results or evidence that the screen predicts returns. It notes that limit-ups can reflect speculation and sentiment, and that a narrow set of signals may omit important technical and fundamental risks. There is also a discrepancy between the stated MACD-above-zero rule and the Python example, which checks for a MACD crossover, so the intended signal should be clarified before implementation.

Key ideas

• The proposed screen combines positive MACD, a capital-flow ranking, and repeated recent limit-up days.
• The Python outline includes additional valuation and profitability filters.
• The article offers no performance tests or return evidence for the screen.
• Limit-up activity can reflect speculative heat, and limited filters may leave risks unaddressed.
• The code's MACD crossover condition differs from the stated above-zero requirement.

Tags

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.