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EUR/USD 1.1422 ▲ 0.01% USD/JPY 161.82 ▲ 0.01% GBP/USD 1.3405 USD/CHF 0.8078 ▼ 0.01% USD/SGD 1.2917 ▼ 0.01% USD/CNY 6.7880 ▲ 0.08% USD/HKD 7.8406 ▲ 0.01% EUR/CHF 0.9227 SPY 754.95 ▲ 0.43% QQQ 725.51 ▲ 0.31% DIA 525.78 ▲ 0.30% FEZ 68.080 ▼ 0.09% EWG 41.490 ▼ 0.12% EWU 46.600 ▲ 0.41% EWJ 94.550 ▲ 1.10% EWH 21.500 ▲ 1.37% MCHI 53.130 ▼ 0.11% BTC 63,977 ▼ 0.30% ETH 1,805.51 ▲ 0.40% NVDA 210.96 ▲ 4.03% TSM 434.11 ▼ 0.65% ASML 1,797.32 ▼ 0.38% BABA 112.33 ▲ 1.07% BYDDY 10.810 ▲ 2.85% XPEV 13.030 ▲ 0.39% CCJ 95.990 ▲ 0.26% ZIM 23.970 ▼ 0.70% LMT 523.22 ▲ 0.96% JPM 336.47 ▲ 0.30% BRENT 76.010 WTI 71.410 NAT GAS 2.9400 GOLD 4,113.70 ▲ 0.23% data · yahoo finance · exchangerate-api · finnhub EUR/USD 1.1422 ▲ 0.01% USD/JPY 161.82 ▲ 0.01% GBP/USD 1.3405 USD/CHF 0.8078 ▼ 0.01% USD/SGD 1.2917 ▼ 0.01% USD/CNY 6.7880 ▲ 0.08% USD/HKD 7.8406 ▲ 0.01% EUR/CHF 0.9227 SPY 754.95 ▲ 0.43% QQQ 725.51 ▲ 0.31% DIA 525.78 ▲ 0.30% FEZ 68.080 ▼ 0.09% EWG 41.490 ▼ 0.12% EWU 46.600 ▲ 0.41% EWJ 94.550 ▲ 1.10% EWH 21.500 ▲ 1.37% MCHI 53.130 ▼ 0.11% BTC 63,977 ▼ 0.30% ETH 1,805.51 ▲ 0.40% NVDA 210.96 ▲ 4.03% TSM 434.11 ▼ 0.65% ASML 1,797.32 ▼ 0.38% BABA 112.33 ▲ 1.07% BYDDY 10.810 ▲ 2.85% XPEV 13.030 ▲ 0.39% CCJ 95.990 ▲ 0.26% ZIM 23.970 ▼ 0.70% LMT 523.22 ▲ 0.96% JPM 336.47 ▲ 0.30% BRENT 76.010 WTI 71.410 NAT GAS 2.9400 GOLD 4,113.70 ▲ 0.23% data · yahoo finance · exchangerate-api · finnhub EUR/USD 1.1422 ▲ 0.01% USD/JPY 161.82 ▲ 0.01% GBP/USD 1.3405 USD/CHF 0.8078 ▼ 0.01% USD/SGD 1.2917 ▼ 0.01% USD/CNY 6.7880 ▲ 0.08% USD/HKD 7.8406 ▲ 0.01% EUR/CHF 0.9227 SPY 754.95 ▲ 0.43% QQQ 725.51 ▲ 0.31% DIA 525.78 ▲ 0.30% FEZ 68.080 ▼ 0.09% EWG 41.490 ▼ 0.12% EWU 46.600 ▲ 0.41% EWJ 94.550 ▲ 1.10% EWH 21.500 ▲ 1.37% MCHI 53.130 ▼ 0.11% BTC 63,977 ▼ 0.30% ETH 1,805.51 ▲ 0.40% NVDA 210.96 ▲ 4.03% TSM 434.11 ▼ 0.65% ASML 1,797.32 ▼ 0.38% BABA 112.33 ▲ 1.07% BYDDY 10.810 ▲ 2.85% XPEV 13.030 ▲ 0.39% CCJ 95.990 ▲ 0.26% ZIM 23.970 ▼ 0.70% LMT 523.22 ▲ 0.96% JPM 336.47 ▲ 0.30% BRENT 76.010 WTI 71.410 NAT GAS 2.9400 GOLD 4,113.70 ▲ 0.23% data · yahoo finance · exchangerate-api · finnhub
— CEST · Vienna
Vienna 48.21°N · Singapore 1.35°N
Vol. II · No. 092
Sunday, 12 July 2026 — A.D.
Research · Working paper

Abstract

This paper presents a novel approach to quantifying execution risk in fragmented liquidity venues. We utilize a proprietary stochastic model to estimate slippage probability under varying volatility regimes.

### 1. Data Processing in R

The initial data cleaning was performed using R. We filtered for anomalous trade prints that deviated more than 3 sigma from the VWAP.

### 2. Results

The model demonstrates a 14% reduction in execution costs compared to standard TWAP algorithms.

Full Working Paper

Below is the full PDF documentation of the model and backtest results. -

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№ 02 20 MAY 2026

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