Aperiodic Factors
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Aperiodic · Get startedAs of Jul 24, 2026
Five steps

From raw factor data
to a live multi-factor book.

What a cross-sectional alpha factor is, how one becomes a market-neutral portfolio, and how uncorrelated factors composite into a stronger book — each step backed by a runnable notebook, so nothing is a black box.

Start with the basicsTalk to us
  1. 01Alpha factor
  2. 02Single-factor book
  3. 03Multi-factor
  4. 04Trial in a POC
  5. 05Get a quote
Step 01 · What is an alpha factor?

An alpha factor is a predictive measurement

A factor is alpha because it is predictive — a measurement that carries information about future cross-sectional returns, not just a description of the past.

The raw input is a single metric measured across the whole universe — 400+ digital assets, point-in-time, updated hourly. Think a dates × assets matrix of one number per asset per moment (liquidity, funding, flow, on-chain supply, and so on).

AlphaLens quantifies how well that measurement ranks tomorrow's winners and losers — the honest test of whether a factor is really predictive.

Sample factor data (CSV)
Raw factor · one value per asset, per hour
Assettime →
BTC
ETH
SOL
XRP
BNB
DOGE
ADA
AVAX
LINK
SUI
Valuelowhigh
Illustrative — one factor measured across a 400+ asset universe, updated hourly.
Runnable notebook
GitHub
Step 02 · Market-neutral portfolio

A cross-sectional factor becomes a market-neutral book

To turn the raw factor into a portfolio, rank every asset by its factor value and translate those ranks into weights: long the top, short the bottom.

It is called cross-sectional precisely because you score assets against each other — which lets you build a market-neutral book whose dollar weights net to zero. The return comes from the spread between winners and losers, not from the direction of the market.

Positions are scaled by inverse volatility and rebalanced daily, so a single factor already trades as a self-contained, risk-targeted strategy.

See a factor factsheetPortfolio returns (CSV)
Target weights · one dayLong / short
BNB+19%
SUI+14%
AVAX+10%
ETH+6%
ADA+2%
BTC-2%
DOGE-6%
LINK-10%
XRP-14%
SOL-19%
Illustrative — dollar-neutral (Σ w ≈ 0), rebalanced daily with hourly updates.
Step 03 · Multi-factor portfolio

Compositing uncorrelated factors builds a stronger book

No single factor wins every regime. Because the factors are largely uncorrelated, blending them diversifies away factor-specific drawdowns while keeping the alpha — the classic free lunch of combining independent bets.

Averaging the target weights of seven orthogonal factors gives the 7 Factor Composite: a market-neutral portfolio with materially higher risk-adjusted return than any of its parts.

Composite Sharpe
3.25
Best single factor
1.77
7 Factor Composite
Return correlation · constituentsLive
MOMXCRYXRFLWMRGNALTMRMRX
MOMX1.00-0.020.320.190.350.120.30
CRYX-0.021.00-0.040.260.170.100.13
RFLW0.32-0.041.00-0.070.240.070.07
MRGN0.190.26-0.071.000.26-0.020.19
ALT0.350.170.240.261.000.110.23
MR0.120.100.07-0.020.111.000.34
MRX0.300.130.070.190.230.341.00
Pairwise correlation of published portfolio returns.
Performance — the composite vs the library
Jul 25, 2025 – Jul 24, 2026
8495106117128139Jul 25Sep 25Nov 25Jan 26Mar 26May 26Jul 26
Polaris
7 Factor Composite
Supply Velocity
Altair
Enhanced Carry
Margin Risk
Retail Flow
Relative Illiquidity
Featured
7 Factor Composite
AF-COMPcomposite-7
CAGR
+32.16%
Ann. vol (1Y)
9.7%
Sharpe (1Y)
2.92
Max drawdown (1Y)
-6.1%
Runnable notebooks
GitHub
GitHub
Step 04 · Trial in a POC

Prove it on your desk with a two-week POC

Browse the full catalog and the data room — factsheets, raw factor data, portfolio returns and the API — then tell us which factors you want to evaluate. We switch you live for two weeks so you can backtest and paper-trade against point-in-time data before committing.

Browse the catalogData room & API docs

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Send coverage and use-case details for a quick reply.

sales@aperiodic.io
Step 05 · Get a quote

Licensing that scales with your AUM

Pricing scales with assets under management, from $4,990/mo + VAT — a starting point, not a checkout. Final pricing is set at our discretion based on coverage and use case, and every licence is agreed with the desk.

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Ready to put factors into production?

Start a two-week POC, or talk through coverage, SLA terms and AUM-based pricing with the team.

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Aperiodic Factors

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

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

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