You will get Quantitative Backtest Validation & Bias Removal by Financial Engineer
Project details
I make backtests real. Most strategies look perfect in testing then fail live due to hidden biases. I audit your code, find every unrealistic assumption, and deliver corrected results you can actually trust for live trading
Machine Learning Tools
MATLAB, Microsoft Excel, Microsoft Power BI, NumPy, Python, PyTorch, R, scikit-learn, SciPy, SQL, Tableau, TensorFlowWhat's included
| Service Tiers |
Starter
$100
|
Standard
$200
|
Advanced
$250
|
|---|---|---|---|
| Delivery Time | 2 days | 3 days | 5 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 2 | 4 | 5 |
Model Validation/Testing | - | - | - |
Model Documentation | - | - | - |
Data Source Connectivity | - | - | - |
Source Code | - | - | - |
Frequently asked questions
About Souhail
Financial Engineer | Quantitative Trading Developer | Algo mql5
Casablanca, Morocco - 3:41 am local time
As a Financial Engineering graduate and full-stack quantitative trader:
Developed and traded strategies with 21.93% annual return (2024) and 64.6% win rate
Built hybrid systems (mean reversion + breakout) with strict -2% monthly drawdown cap
Delivered bias-free Python backtests and production-ready MQL5 EAs used in live accounts
Services:
Strategy backtesting with realistic slippage, spread, and regime shifts
MQL5 Expert Advisor development with ATR-based position sizing, partial take-profit, and trailing stops
Strategy audit & optimization: validate whether your edge is real
I engineer tradable edges with discipline. If you value rigor, let's talk.
Steps for completing your project
After purchasing the project, send requirements so Souhail can start the project.
Delivery time starts when Souhail receives requirements from you.
Souhail works on your project following the steps below.
Revisions may occur after the delivery date.
Share Your Code
Send your Python backtest files, strategy logic, and any live results you have.
Code Review & Bias Detection
I analyze your code line-by-line to find lookahead bias, overfitting, data leakage, and unrealistic assumptions.