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Derek Awender

PROFILE

Derek Awender

Worked on the taoshidev/proprietary-trading-network repository, delivering features and fixes that enhanced the accuracy, reliability, and maintainability of quantitative trading systems. Focused on refining performance metrics such as Sharpe, Sortino, Omega, and Calmar ratios, with robust edge-case handling and improved risk-adjusted scoring. Implemented comprehensive testing and documentation for core components like the ledger and PositionManager, addressing bugs in penalty scoring, position deduplication, and short-term risk analytics. Utilized Python for backend development, data analysis, and code refactoring, while maintaining clear technical documentation in Markdown. The work resulted in more transparent, stable, and actionable financial performance evaluation tools.

Overall Statistics

Feature vs Bugs

62%Features

Repository Contributions

30Total
Bugs
5
Commits
30
Features
8
Lines of code
4,170
Activity Months5

Your Network

11 people

Shared Repositories

11

Work History

July 2025

3 Commits • 1 Features

Jul 1, 2025

July 2025 monthly summary focusing on key accomplishments across taoshidev/proprietary-trading-network, including feature enhancements to scoring with AssetSegmentation testing and a bug fix for Forex closed market day filtering. This month delivered improved scoring accuracy across asset classes, expanded test coverage, and more reliable performance metrics.

February 2025

3 Commits • 1 Features

Feb 1, 2025

February 2025 Monthly Summary for taoshidev/proprietary-trading-network. Focused on strengthening the accuracy and transparency of miner performance metrics and stabilizing edge-case calculations in the omega weighting utility.

January 2025

12 Commits • 2 Features

Jan 1, 2025

January 2025 (2025-01) summary: Delivered two core features and fixed a critical bug in the proprietary-trading-network repository. Features include a drawdown-based Miner Elimination policy overhaul with centralized drawdown checks, updated challenge period rules, and enhanced logging; and a Scoring System Simplification and Maintenance effort that removes unused metrics and deprecated parameters while cleaning up tests. Major bug fix addressed Short-Term Risk-Adjusted Return calculation by ensuring the correct short-term lookback window and proper subset of miner returns and checkpoints. Impact includes improved accuracy of short-term performance analytics, more reliable risk controls, and a cleaner, more maintainable codebase. Technologies demonstrated include risk modeling, Python refactoring, logging instrumentation, linting with Ruff, and comprehensive test/documentation hygiene.

December 2024

8 Commits • 3 Features

Dec 1, 2024

December 2024 performance summary for taoshidev/proprietary-trading-network. Focused on strengthening correctness, reliability, and maintainability of the ledger and PositionManager components, with a strong emphasis on test coverage and clear documentation. Delivered actionable improvements that reduce risk, improve deployment confidence, and clarify scoring metrics for stakeholders.

November 2024

4 Commits • 1 Features

Nov 1, 2024

November 2024 monthly summary for taoshidev/proprietary-trading-network: Implemented metrics reliability and robustness enhancements for Sharpe, Sortino, and Omega calculations and reworked the performance scoring system. This included edge-case handling improvements (single-day returns, zero variance), updates to risk-free rate/configuration values and standard deviation thresholds, and consolidated testing to ensure stable and reliable performance evaluation.

Activity

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Quality Metrics

Correctness87.0%
Maintainability88.4%
Architecture81.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

Algorithm DevelopmentAlgorithmic TradingBack-end DevelopmentBackend DevelopmentBacktestingCode CleanupCode OrganizationCode RefactoringData AnalysisData ValidationDocumentationFinancial AnalysisFinancial MetricsFinancial SystemsLogging

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

taoshidev/proprietary-trading-network

Nov 2024 Jul 2025
5 Months active

Languages Used

PythonMarkdown

Technical Skills

BacktestingCode RefactoringFinancial AnalysisFinancial MetricsPerformance MetricsPython