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Pranay G.

Pranay G.

Quant Researcher — Universal Iron Condor Strategy: A Quantitative and AI-Driven Approach

India flagBangalore, India

Key Skills

Software

No software listed

Top Subject Matter

Options trading strategy (Iron Condor) across equities
Forex Domain Expertise
and crypto.

Top Data Types

VideoVideo
ImageImage
AudioAudio

Top Task Types

No task types listed

Freelancer Overview

Quant Researcher — Universal Iron Condor Strategy: A Quantitative and AI-Driven Approach. Brings 8+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Engineering, Dr B.C Roy Engineering College (2018) and Algorithmic Options Trading Developer, Gate Futures Labs (2025). AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Computer Programming and Coding.

Labeling Experience

Quant Researcher — Universal Iron Condor Strategy: A Quantitative and AI-Driven Approach

Other

Developed an adaptive options trading strategy combining statistical modeling and AI/ML methods to generate trading signals. Used probabilistic modeling (e.g., Black-Scholes and Monte Carlo) and reinforcement learning ideas to adjust strategy behavior across market regimes. Focused on robust decision-making through Bayesian updates and risk controls for improved payoff consistency. • Built ML pipelines trained on historical options data to predict behavior around expiry. • Applied volatility modeling (e.g., GARCH/IV surface) to select strikes and expirations dynamically. • Used probability metrics to refine entry points and update success likelihood over time. • Implemented delta-neutral/gamma-scaled risk adjustments and VaR-based position sizing.

2024 - 2025

Quant Researcher — Options Pricing Model, ML Iron Butterfly, Deep Learning Volatility Prediction, IV Skew Analysis

Other

Created and deployed multiple Python-based options pricing and trading models using Greeks, time-series forecasting, and deep learning for volatility prediction. Designed automated execution and hedging logic integrated with trading APIs to support strategy performance under varying market conditions. Implemented analytics for implied volatility skew and historical volatility extraction to optimize iron butterfly, straddle, and iron condor strategies. • Built Black-Scholes and Monte Carlo pricing with real-time Greeks for dynamic hedging decisions. • Developed ML/DL models (scikit-learn and TensorFlow) for forecasting entry/exit and implied volatility. • Integrated XTS API-based automated trading, execution, and P&L tracking with risk management. • Analyzed IV skew and historical volatility data to tune strikes and expirations for each strategy.

2024 - 2024

crypto HFT/MFT Quantitative Analyst — Market-making bot, rebalancing, Benford anomaly detection

Other

Worked on crypto HFT/MFT quantitative systems using statistical/ML-style analytics to detect anomalies and improve market strategy logic. Implemented a C++ market-making bot with low-level optimizations and designed algorithmic strategies driven by crypto market behavior. Applied Benford’s Law-based anomaly detection to improve the accuracy of identifying unusual crypto volume patterns. • Built a high-frequency market-making bot with spread control and dynamic inventory management. • Designed volatility-based portfolio rebalancing logic in Python using quantitative models. • Implemented anomaly detection using Benford’s Law for crypto volume pattern irregularities. • Optimized for low latency and high throughput suitable for HFT/MFT execution.

2023 - 2024

Education

G

Gate Futures Labs

Algorithmic Options Trading Developer, Algorithmic Options Trading Development

Algorithmic Options Trading Developer
2025 - 2025
D

Dr B.C Roy Engineering College

Bachelor of Engineering, Computer Science and Engineering

Bachelor of Engineering
2014 - 2018

Work History

2

2Cents Capital

Quant Researcher

Bangalore
2024 - 2025
K

Kredent Trading

Quant Researcher

Kolkata
2024 - 2024