Methodology

How every Kintechs metric is defined, computed and limited. Parameters on this page are the ones used in production.

Kintechs Reference Portfolio

Portfolio-level metrics are computed on a model allocation that reflects a typical treasury holding of digital assets.

Allocation
50% BTC, 30% ETH, 20% USD stablecoins
Rebalancing
Daily, to constant weights
Prices
Coinbase daily closes, BTC-USD and ETH-USD
Stablecoins
Held at par in the return series; peg risk is measured separately

Value at Risk

VaR estimates the loss the portfolio should not exceed on a given horizon at 99% confidence. Two methods run side by side: the gap between them is information about tail risk and regime change.

Confidence
99%
Historical
1st percentile of daily portfolio returns over the previous 250 trading days, linear interpolation
EWMA
RiskMetrics volatility with λ = 0.94, zero mean, z = 2.326
10-day
1-day VaR scaled by √10
Backtest
A breach is a day whose realised loss exceeds the VaR forecast made with data up to the previous close; compared with the 1% expected rate over 365 days
Daily returns vs VaR 99%
HistoricalEWMABreachSource: Coinbase; Kintechs calculations

Expected shortfall and model validation

Expected shortfall
Average loss beyond the 2.5% quantile of daily portfolio returns over 250 days (Basel FRTB standard); 10-day by √10
Backtest
99% historical VaR against realised returns over the last 250 days
Traffic light
Basel zones: green 0–4 breaches, yellow 5–9, red 10 or more
Statistical tests
Kupiec proportion-of-failures and Christoffersen independence tests, p-values reported
Component VaR
Contribution of each asset to portfolio volatility from the EWMA covariance matrix (λ = 0.94)
LVaR
1-day 99% VaR plus the cost of liquidating the BTC and ETH sleeves through the consolidated order book, for portfolios of $10m, $100m and $500m

Stress testing

Historical
The reference portfolio replayed over seven crisis windows from 2020 to 2024 on daily Coinbase closes: total return, peak-to-trough loss, worst day and days to recover the pre-crisis level
Stablecoin shock
In the SVB scenario the stablecoin sleeve follows USDC, which traded at $0.877 on 11 March 2023
Hypothetical
Instantaneous price shocks applied to each sleeve
Reverse
BTC move that produces a given portfolio loss, with ETH moving by its one-year beta to BTC

Volatility and correlation

Realised vol
Sample standard deviation of daily log returns over 30 and 90 days, annualised with √365 (digital assets trade every day)
Correlation
Pearson correlation of daily log returns over 90 days, BTC, ETH and SOL
Performance
Close-to-close price change over 7, 30, 90 and 365 days

Liquidity

A position is worth what it can be sold for. Kintechs prices market sells of $250k to $20m against the live BTC order books of four venues.

Venues
Coinbase (BTC-USD), Kraken (XBT-USD), OKX (BTC-USDT), Binance (BTC-USDT)
Slippage
The sell order consumes bids from the best price down; slippage is the gap between mid and the volume-weighted fill, in basis points
Consolidated
Bids from all venues are expressed relative to each venue's own mid, merged into one book and walked together; this removes the USD/USDT quote difference
Depth
USD value of bids and asks within 1% of mid; imbalance is the bid share of that depth
Spread
Best ask minus best bid, in basis points of mid

Derivatives

Contracts
BTC, ETH and SOL perpetual futures on Kraken Futures
Funding
Hourly relative funding rate averaged per day and annualised (× 24 × 365); charts show a 7-day average
Basis
Mark price against index price, in basis points
Open interest
Open contracts valued at mark price

Stablecoins

Universe
All USD-pegged stablecoins tracked by DefiLlama
Concentration
Herfindahl-Hirschman index of issuer supply shares (0 to 10 000; above 2 500 is highly concentrated)
Chains
Circulating supply aggregated by blockchain
Peg
Kraken order book mid against $1.00, in basis points; DefiLlama price where no Kraken USD market exists

Exchange concentration

Reserves
Assets in wallets disclosed by centralised exchanges, as aggregated by DefiLlama
Share and HHI
Share of the reporting set per exchange; HHI across all reporting exchanges
Change
7-day change in reported reserves, which includes both flows and price moves

Metric library

Coverage of the Kintechs dataset.

MetricCategoryFrequency
Historical VaR, 99%, 1D and 10Dvar.histMarket riskDaily
EWMA VaR, 99%, 1D and 10Dvar.ewmaMarket riskDaily
VaR breachesvar.backtestMarket riskDaily
Drawdown from peakdd.peakMarket riskDaily
Realised volatilityvol.realMarket riskDaily
Return correlationcorr.90dMarket riskDaily
Market sell slippageliq.slipLiquidityDaily
Consolidated slippageliq.consLiquidityDaily
Depth within 1%liq.depthLiquidityDaily
Order book imbalanceliq.obiLiquidityDaily
Quoted spreadliq.spreadLiquidityDaily
Perpetual fundingdrv.fundDerivativesHourly → daily
Perpetual basisdrv.basisDerivativesDaily
Open interestdrv.oiDerivativesDaily
Stablecoin supplystb.supplyStablecoinsDaily
Issuer concentrationstb.hhiStablecoinsDaily
Chain distributionstb.chainStablecoinsDaily
Peg deviationstb.pegStablecoinsDaily
CEX reserve sharecpt.shareCounterpartyDaily
CEX concentrationcpt.hhiCounterpartyDaily
Reserve change, 7 dayscpt.chgCounterpartyDaily
DVOL implied volatility indexvol.dvolDerivativesDaily
ATM implied volatility, 30D constant maturityvol.atm30DerivativesDaily
25-delta risk reversal by tenorvol.rr25DerivativesDaily
Futures basis term structuredrv.termDerivativesDaily
Options open interest by expiry and strike, max painopt.oiDerivativesDaily

Monitoring flags and macro

Stablecoins
Alert: peg deviation above 50 bp or 30-day supply decline above 10%. Watch: above 20 bp or 3%
Exchanges
Alert: reported reserves down more than 10% over 7 days or 5% over 1 day. Watch: 5% or 2.5%
Leverage
Aggregate BTC perpetual open interest on monitored venues as a share of BTC market capitalisation
Macro
Rolling correlation of daily BTC log returns with S&P 500 and broad dollar index log returns and with daily changes in the 10-year Treasury yield (FRED)
On-chain
Hash rate, active addresses and transaction counts from Coin Metrics Community data

Data and schedule

Spot prices
Coinbase Exchange, daily candles
Order books
Coinbase, Kraken, OKX, Binance public market data
Derivatives
Kraken Futures tickers and historical funding
Supply, reserves
DefiLlama stablecoin and CEX transparency data
Schedule
Recalculated daily; the weekly brief is generated from the latest run
Resilience
A source that fails keeps its last good values; see the status page
Stack
Node.js data pipeline, static delivery on Cloudflare