We’re moving to more frequent updates of portfolio weights and raw factor data, to accommodate everyone’s use case better. Starting tonight, 20.09.2025, the data will be refreshed twice daily:
- at 23:55 UTC - same as before
- at 00:15 UTC - the additional update, starting from 20.09.2025.
With this change, we’ll be able to accommodate upcoming, daily-frequency data / factors that are not available before midnight as well. From next week, we’ll start shifting the recommended trading time towards 00:15 UTC. 
New Factor #1: Margin Risk (Prime Only)
We've added Margin Risk to our cross-sectional factor catalog - it's computation methodology is unique, though it exhibits considerable (0.7+) correlation to “Relative Illiquidity”. It's available for Prime subscribers. The factor capitalizes on the tendency of assets with higher at-risk-of-liquidation positions to underperform less leveraged assets. Margin Risk predicts positions vulnerable to forced closure at 1%, 2%, 5%, and 10% deviations from the current Best Bid or Offer (BBO). Data is aggregated from the top 10 most reputable exchanges. 
Our first fundamental factor: Supply Velocity (Pro & Prime) is the rate of change in publicly tradable tokens in circulation — new issuance minus burn. Rising Supply Velocity signals increasing inflationary pressure; falling Supply Velocity suggests deflation or stabilization. It was inspired by the observation that uncontrolled supply inflation can lead to distrust, and consequently, underperformance. We see increased attention to tokenomics, and that crypto is maturing into a more fundamental-driven market, where token holders appreciate buyback and burn programs. Its performance was subpar before 2024, but it's picking up now, and we believe it may be a great diversifier and source of returns in the future with this shift. 
Official Python package
We released unravel-client, a lightweight python package to make it easier to interact with our API. All of our existing research notebooks have been updated accordingly.
The Unravel Team