Aperiodic Factors
Get StartedPricingFactor CatalogPerformanceTeam
Talk to us
Factors/Derivatives/Margin Risk
Aperiodic · AF-MRGN · FactsheetAs of Sep 14, 2026
AF-MRGN

Margin Risk

margin_risk

Assets with higher at-risk-of-liquidation positions tend to underperform less leveraged assets.

CAGR
+22.37%
Ann. vol
13.5%
Sharpe
1.57

How the factor is constructed

The factor capitalizes on the tendency of assets with higher at-risk-of-liquidation positions to underperform less leveraged assets. It predicts positions vulnerable to forced closure at 1%, 2%, 5% and 10% deviations from the current price, aggregated from the top ten most reputable exchanges.

The universe consists of the most liquid and actively traded assets, identified on a rolling basis and survivorship-bias free. Positions are scaled by the inverse of rolling volatility; the factor is available point-in-time with hourly updates.

Signals
Derivatives Cross-sectional
Construction
Rank-weighted Long / short
Risk
Vol-targeted Inverse-vol scaled
Data
Point-in-time Reproducible

Margin Risk

Jan 01, 2020 – Sep 14, 2026
74144213283353423Jan 20Feb 21Mar 22May 23Jun 24Aug 25Sep 26
Performance & risk by period
PeriodReturnBTCAnn. volSharpeMax DD
1 month-1.54%+24.10%——-4.1%
3 months+0.19%+17.86%——-4.1%
Year to date+2.89%-11.92%——-6.7%
1 year+11.40%-32.28%11.6%1.07-6.7%
Since inception (CAGR)+22.37%+42.73%13.5%1.57-12.2%
Implementation paths · AF-MRGN

Putting Margin Risk to work

There are two ways to take Margin Risk from factsheet to live book: overlay it as a sleeve on the portfolio you already run, or use it as a building block in a standalone multi-factor portfolio. Both paths are documented in short, runnable notebooks that work out of the box against the public demo key — no signup required.

Notebook 01 · IPYNB

Add Margin Risk to an existing portfolio

Size a Margin Risk sleeve alongside your current book and quantify what it changes: correlation to your existing returns, then CAGR, volatility, Sharpe and maximum drawdown before and after the blend. One parameterized notebook runs for any factor — swap in Margin Risk, then bring your own daily returns as a CSV or start from the built-in demo book.

Open the notebookDownload .ipynb
Blend impact · illustrativebefore → after
Your book+ AF-MRGN sleeve
Inputs
Your CSV · demo
Reports
Corr · Sharpe · DD
Notebook 02 · IPYNB

Build a portfolio from scratch

Construct a market-neutral multi-factor portfolio from the ground up: ensemble the raw signals, apply inverse-volatility weights with a per-asset cap, and backtest net of transaction costs. The default factor list reconstructs the 7 Factor Composite — Margin Risk is one of its seven constituents, so its contribution is in the blend from the first run.

Open the notebookDownload .ipynb
Target weights · one daylong / short
BTC+19%
ETH+13%
SOL+8%
LINK+3%
AVAX-3%
XRP-8%
BNB-13%
DOGE-19%

New to the platform? The five-step guide covers data access, a proof of concept, and licensing.

Get startedTalk to us
Factor properties
Ticker
AF-MRGN
API id
margin_risk
Family
Derivatives
Universe
Top 40 Market Cap
Default smoothing
None
Rebalancing
Daily, hourly updates
History from
Jan 01, 2020
As of
Sep 14, 2026
Point-in-time
Yes — no look-ahead
Since inception (CAGR)
+22.37%
Max drawdown
-12.2%
Daily turnover
13.3%
Avg net exposure
14.5%
Avg gross exposure
101.3%
Downloads & links
PDFFactsheetCSVPortfolio returnsCSVRaw factor dataIPYNBAlphaLens notebookIPYNBIntegration notebook

Licence this factor

Custom pricing based on AUM, live weights via API, and methodology access under NDA.

Talk to usBack to catalog
Aperiodic Factors

Institutional cross-sectional alpha factors for digital-asset desks — extracted from liquidity, flow and market microstructure metrics.

aperiodic.io
Registered office
Aperiodic Limited
136 Capel StreetDublin, D01 T2C9Ireland
Factors
  • Get started
  • Pricing
  • Factor catalog
  • Performance
Data & API
  • API docs
  • Data room
  • Request a data sample
Company
  • Team
  • Contact
  • Talk to us
  • Terms of service
  • Privacy policy

Provided for informational purposes only; not investment advice, a recommendation, or an offer to transact. Past performance is not indicative of future results.

Registered in Ireland · Company No. 815273

© 2026 Aperiodic Limited