About CS2 Skin Predictor
CS2 Skin Predictor is a free tool that uses machine learning to forecast the future prices of CS2 weapon skins on the Steam Community Market. Predictions are updated daily and cover 7, 30, 60, and 90-day horizons.
How it works
Price history for over 11,000 CS2 skins is collected daily from the Steam Market. A LightGBM gradient-boosting model is trained on this data to predict future price movements using quantile regression — producing a low, mid, and high estimate for each horizon.
Features include rolling price trends, log returns, volatility measures, and volume signals across multiple time windows. Models are retrained periodically as new data accumulates.
Signals explained
The model predicts a price increase of more than 5% over the horizon period.
The model predicts a price decline of more than 5% over the horizon period.
The model predicts little change (within ±5%) over the horizon period.
Data sources
All price and volume data is sourced from the publicly accessible Steam Community Market. This site is not affiliated with, endorsed by, or connected to Valve Corporation or Steam. CS2, Counter-Strike, and all related skin names and images are the property of Valve Corporation.
Disclaimer
Predictions are generated by a machine learning model and are provided for informational purposes only. They do not constitute financial advice. CS2 skin prices are highly volatile and can be influenced by game updates, community events, and market sentiment that no model can fully anticipate. Always do your own research before buying or selling.
Contact
Questions or feedback? Email us at [email protected]