ACADEMIC WRITING

Research Writing & Academic Topics

Artificial Intelligence, Cryptocurrency Markets, Derivatives, Risk, and Human Decision-Making

An overview of research themes, analytical notes, teaching cases, and conceptual frameworks examining how financial theory, market data, artificial intelligence, and human judgment interact in digital-asset markets.

Research Themes
Analytical Ideas
Market Structure
Liquidity
Funding
Open Interest
Risk
CORE ACADEMIC TOPICS

AI, Liquidity, and Cryptocurrency Derivatives Markets

Examines how liquidity conditions, market microstructure, and derivatives data shape risk assessment in cryptocurrency markets.

Artificial Intelligence and Cryptocurrency Market Analysis

Explores machine-learning methods for market-event detection, regime classification, and analytical decision support.

Human Judgment in AI-Assisted Financial Decisions

Develops principles for human oversight, accountability, and risk responsibility in AI-assisted financial decision-making.

ANALYTICAL NOTES

Liquidity and Deleveraging in Crypto Derivatives

Analyzes how liquidity shifts and deleveraging episodes influence volatility and liquidation cascades.

Market Regime Classification for Digital Assets

Presents a framework for identifying and characterizing market regimes in digital-asset markets.

Open Interest, Funding, and Liquidation Risk

Explores the interactions among open interest, funding rates, and liquidation risk.

TEACHING CASES & ACADEMIC FRAMEWORKS

AI-Assisted Contract Trading Decisions

A classroom case on integrating AI analysis with human judgment in contract trading.

Risk-Control Framework for Long and Short Setups

A case study on position sizing, stop management, and scenario-based risk control.

Human + AI Market Analysis Framework

A practical framework that combines human expertise with AI tools for market analysis.

Contract trading involves substantial risk and is not suitable for every investor.
Educational content does not constitute investment advice.