Quarta is a market-neutral portfolio that combines four orthogonal factors:

  • Enhanced Momentum
  • Enhanced Carry
  • Retail Flow
  • Margin Risk

The asset universe consists of the most liquid and actively traded assets, identified on rolling basis - various techniques employed to keep it both stable and relevant, as well as survivorship-bias free.

To balance each asset's risk contribution, positions are scaled according to the inverse of their rolling volatility.

The portfolio is rebalanced daily, at midnight UTC, weights are calculated at 23:55 and 00:15 UTC.

Benchmark (BTC)Portfolio
1.03
2.67
54.9%
139.7%
0.00
0.89
1.00
-0.08
-76.6%
-25.4%
61.3%
35%
0%
84.6%
100%
12.4%
100%
201.2%

Sharpe Ratio

Rolling 12 Months

Beta

Rolling 12 Months - Benchmark: BTC

Net Exposure of Portfolio

Current Weights

11/17/2025, 12:10:18 AM (UTC)
The portfolio is designed to be market-neutral on a volatilty-adjusted basis, therefore it may have net directional exposure on any given day. The weighting mechanism ensures that volatility-weighted directional exposure is negligible on the portfolio level.
TickerNameArrival PriceWeightDate
BTCBitcoin94207.076 USD0.00%2025-11-17T00:10:18.949985+00:00
ETHEthereum3091.899 USD0.00%2025-11-17T00:10:18.949985+00:00
SOLSolana137.098 USD0.00%2025-11-17T00:10:18.949985+00:00
XRPRipple2.215 USD0.00%2025-11-17T00:10:18.949985+00:00
DOGEDogecoin0.158 USD0.00%2025-11-17T00:10:18.949985+00:00
SUISui1.678 USD0.00%2025-11-17T00:10:18.949985+00:00
BNBBinance Coin926.373 USD0.00%2025-11-17T00:10:18.949985+00:00
ADACardano0.484 USD0.00%2025-11-17T00:10:18.949985+00:00
LTCLitecoin95.741 USD0.00%2025-11-17T00:10:18.949985+00:00
LINKChainlink13.735 USD0.00%2025-11-17T00:10:18.949985+00:00
ONDOONDO0.557 USD0.00%2025-11-17T00:10:18.949985+00:00
AVAXAvalanche15.133 USD0.00%2025-11-17T00:10:18.949985+00:00
DOTPolkadot2.783 USD0.00%2025-11-17T00:10:18.949985+00:00
BCHBitcoin Cash482.994 USD0.00%2025-11-17T00:10:18.949985+00:00
ENAENA0.275 USD0.00%2025-11-17T00:10:18.949985+00:00
PEPEPEPE0.000004867566543303725 USD0.00%2025-11-17T00:10:18.949985+00:00
HBARHedera0.147 USD0.00%2025-11-17T00:10:18.949985+00:00
TRXTRON0.292 USD0.00%2025-11-17T00:10:18.949985+00:00
AAVEAave172.744 USD0.00%2025-11-17T00:10:18.949985+00:00
TAOBittensor320.15 USD0.00%2025-11-17T00:10:18.949985+00:00
WLDWLD0.673 USD0.00%2025-11-17T00:10:18.949985+00:00
APTAptos2.83 USD0.00%2025-11-17T00:10:18.949985+00:00
TONToncoin1.823 USD0.00%2025-11-17T00:10:18.949985+00:00
ETCEthereum Classic14.786 USD0.00%2025-11-17T00:10:18.949985+00:00
XLMStellar0.254 USD0.00%2025-11-17T00:10:18.949985+00:00
POLPolygon0.15 USD0.00%2025-11-17T00:10:18.949985+00:00
SHIBSHIB0.000008888631548882887 USD0.00%2025-11-17T00:10:18.949985+00:00
HYPEHYPE38.658 USD0.00%2025-11-17T00:10:18.949985+00:00
XMRMonero408.182 USD0.00%2025-11-17T00:10:18.949985+00:00
WLFIWLFI0.143 USD0.00%2025-11-17T00:10:18.949985+00:00
0.00%

Properties

Frequently Asked Questions

What is the construction methodology of the model portfolio on display? How do I replicate it?

The portfolio is constructed by applying cross-sectional binning - quantiles. This ensures that the weights are calculated in proportion to the strength of the factor. The assets are then weighted according to the inverse of their rolling volatility, to mitigate the impact of widely different volatilities of digital assets. We provide a replication notebook in the "Resources" section that will produce a very similar portfolio than what's shown on the site.

Is the raw factor data available?

Yes, we serve the raw factor data via the "portfolio/factors" endpoint, please see the API Docs for more information.

What is smoothing? Some factors have by default setting (eg. 10 Day Moving Average) applied. Why is that?

Some of the cross-sectional factors have very high turnover, and despite being highly predictive, the alpha does not survive transaction costs. Smoothing (applying a simple moving average) is a way to reduce the turnover and the impact of transaction costs.

What is the universe of assets? How is it determined? Is it survivorship-bias free?

The universe of assets (there are multiple variants, for example, top 20, 30, 40 market cap digital assets) is the most liquid and actively traded assets, identified on rolling basis - various techniques (volume, open interest, volatility filters) are employed to keep it both stable and relevant. The universe is survivorship-bias free.

What is the rebalancing frequency?

The portfolio is rebalanced daily, at midnight UTC, weights are calculated at 23:55 and 00:15 UTC, and available point-in-time.

What are the transaction cost / slippage assumptions?

There are 0.05% transaction costs applied on each position adjustment. This is a parameter that can be adjusted in the backtest settings. Slippage, spread is not considered in the simplistic backtest that's on our site. We encourage using an independent backtesting infrastructure to validate performance.

When have been the factors developed? Is there an out-of-sample period?

Our cutoff date for our research process is 2024-01-01, we consider any data onwards as out-of-sample. Many factors have been traded live in some form from 2025-01-01.

Some of the factors look great! Should I pick an individual factor and start trading it?

We recommend using a portfolio of factors to maximize risk-adjusted returns. Alpha from individual factors is simply not consistent enough, and even running a simple arithmetic average of 3-5 relatively orthogonal factors will produce superior results.

Live Weights

Get live weights with the code provided below.

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