Risk

Tail Risk Model

Estimated left-tail loss of the return distribution.

Status experimental · Version 0.1 · Sep 2026

P(Xₜ₊₁ | Xₜ)

Illustrative distribution, not a live forecast.

Bull 34%

Neutral 41%

Bear 25%

Overview

Tail estimates are model output: VaR and expected shortfall under the fitted distribution, not a promise of the next move.

Figures on this page are model output examples. They are estimated distributions, not a statement of where the market will trade.

How it works

  1. 01 Fit the conditional distribution
  2. 02 Read the left tail
  3. 03 Report coverage
Read methodology →

Inputs

AssetBTCUSDT
Horizon24h

Outputs

  • VaR 95
  • Expected shortfall

Model statistics

Published as quality of the estimate. Directional accuracy is not the headline for a probabilistic model.

Primary scores
coverage, CRPS

Validation

  • Coverage
  • CRPS

Data sources

ArcDelta: trades, order book, open interest, funding, OHLCV.

Access

From Quant plan. Included runs, path limits, and API access follow the Labs tier on the TreVmS account. Individual metrics are not sold separately.

Experimental. This is an active research project. Interface, methodology, and outputs may change.

TreVmS — Technology for financial markets