Stock Market Words
Stock Market Words is an educational stock research site built around a playful but real technical problem: finding valid stock ticker symbols hidden inside ordinary text, then showing how those symbols look through several market-data lenses.
Last updated: March 13, 2026
This site combines:
- a ticker extraction tool
- a filtered stock dataset
- five strategy score views
- a growing set of plain-English educational articles
If you are new here, start in this order:
- Paste text into the extractor below.
- Read the Methodology page.
- Browse the Investment Strategies overview.
- Read How Ticker Extraction Works.
What you can do here
Discover ticker symbols inside text
The homepage tool scans text and looks for real ticker symbols using a custom matching process. This is not meant to replace research. It is meant to surface interesting starting points from text you are already reading.
Compare symbols across strategy lenses
Once a ticker is found, the site shows how it fits several strategy profiles:
- income-focused dividend names
- aggressive high-beta candidates
- oversold rebound setups
- overextended momentum names
- large-cap institutional stocks
Learn the metrics behind the screens
Every ticker page links back to the glossary, and the editorial section explains how the extraction engine and ranking logic work.
Ticker Extraction Tool
Paste any text. We'll find the best stock tickers hidden in your words and show you 5 different portfolios optimized for different strategies!
Try an example:
🔍 Look Up a Ticker
Jump directly to a stock's detail page — price, metrics, and strategy scores.
Or browse all 3043 tickers →Read before using the data
- Methodology — where the data comes from and how scores are built
- Articles — original explainers about the engine and strategies
- Glossary — definitions of the key financial metrics on the site
This site is for educational and informational purposes only and does not provide investment advice.