Ranking Non-KSTAR Metaverse Stocks by Auction Amount

Summary

This document describes a China A-share stock screen that selects metaverse-related companies, ranks them by the day’s auction amount, takes the top five, and excludes stocks on the STAR Market. It argues that auction activity can help identify liquid or actively traded candidates. The article gives screening conditions and example formula and Python-style implementations intended to produce a list of matching stocks.

The post does not present a backtest, performance data, or evidence that auction amount predicts returns. It notes that excluding STAR Market stocks may omit candidates, that a narrow stock universe can limit diversification, and that technical screening alone does not assess fundamentals. It suggests adding fundamental measures or broadening the thematic universe, but does not test these changes. The example code also does not clearly demonstrate a faithful ranking by same-day auction amount, so the implementation should not be treated as validated.

Key ideas

• The screen selects metaverse stocks, ranks them by daily auction amount, and excludes STAR Market listings.
• The article includes screening conditions and illustrative code for finding candidate stocks.
• No backtest or evidence is given to show that auction ranking predicts future returns.
• The author identifies narrow coverage and missing fundamental analysis as limitations.
• The sample implementation does not clearly validate the stated ranking procedure.

Tags

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