Why Work With Me

I bring a unique combination of academic rigor and practical industry experience to every consulting engagement. My clients benefit from cutting-edge research insights translated into actionable strategies that create competitive advantage.

Deep Technical Expertise

Ph.D.-level knowledge across agentic AI, blockchain, and quantitative finance with 75+ peer-reviewed publications demonstrating research leadership.

Industry Track Record

Founded and managed quantitative trading firms with strategies deployed on billions in assets. Technology that works at scale.

Strategic Perspective

See beyond current trends to identify fundamental shifts. Advise on long-term positioning while delivering immediate value.

Global Network

Connections across academia, industry, and regulators worldwide. Access to cutting-edge research and best practices.

Consulting Services

01

AI Strategy & Implementation

Develop comprehensive AI strategies and guide implementation for competitive advantage.

  • AI readiness assessment
  • Use case identification and prioritization
  • Build vs. buy vs. partner decisions
  • Agentic AI system design
  • Governance and risk management
  • Team building and capability development
02

Blockchain & DeFi Advisory

Navigate the blockchain ecosystem from strategy to implementation and risk management.

  • Blockchain technology evaluation
  • DeFi protocol design and economics
  • Tokenomics and mechanism design
  • Smart contract auditing
  • Regulatory compliance strategy
  • Institutional crypto adoption
03

Quantitative Trading Strategy

Design, develop, and optimize systematic trading strategies and execution systems.

  • Strategy development and backtesting
  • ML-based alpha generation
  • High-frequency trading systems
  • Optimal execution algorithms
  • Risk management frameworks
  • Technology infrastructure design
04

Regulatory & Policy Advisory

Expert guidance for regulators and policymakers on AI and blockchain regulation.

  • Regulatory framework design
  • Impact assessment and analysis
  • Industry consultation facilitation
  • International best practices
  • Sandbox program development
  • Expert testimony and reports
05

Expert Witness Services

Authoritative testimony on AI, blockchain, and quantitative finance for litigation and arbitration.

  • Case analysis and report preparation
  • Deposition and trial testimony
  • Technical expert opinions
  • Damages assessment
  • Regulatory compliance review
  • Industry standard evaluation
06

Due Diligence

Technical and strategic due diligence for investments in AI, blockchain, and fintech companies.

  • Technology stack assessment
  • Team evaluation
  • Market opportunity analysis
  • Competitive positioning
  • Risk identification
  • Valuation support

Client Types

Financial Institutions

Banks, Asset Managers, Hedge Funds

AI adoption strategy, algorithmic trading systems, crypto custody and trading infrastructure, DeFi integration, risk management frameworks.

Technology Companies

AI/ML Platforms, Blockchain Protocols

Product strategy, market positioning, technical architecture review, go-to-market strategy, partnership development.

Regulators & Policymakers

Central Banks, Government Agencies

Regulatory framework design, CBDC implementation, DeFi oversight strategies, AI governance, international coordination.

Investors

VCs, Private Equity, Family Offices

Technical due diligence, market opportunity assessment, portfolio company support, investment thesis development.

Corporations

Fortune 500, Multinationals

AI transformation strategy, blockchain use cases, digital asset strategy, technology evaluation, organizational change.

Legal Firms

Law Firms, Litigation Support

Expert witness testimony, technical analysis, regulatory interpretation, industry standards, damages calculation.

Representative Engagements

Federal Reserve Bank

Project: Central Bank Digital Currency (CBDC) Design Advisory

Provided technical and economic analysis for US digital dollar initiative. Evaluated design choices, monetary policy implications, and international coordination requirements. Delivered briefings to Fed officials and Congressional staff.

Top-5 Global Bank

Project: Institutional Crypto Trading Platform

Led design of institutional-grade cryptocurrency trading infrastructure. Covered custody, execution, risk management, and regulatory compliance. Platform now handles $10B+ monthly volume.

Multi-Billion Dollar Hedge Fund

Project: AI-Powered Trading Strategy Development

Designed and implemented machine learning-based trading strategies using alternative data. Strategies generated significant alpha with Sharpe ratio >2.0 over 18-month period.

Layer-1 Blockchain Protocol

Project: Economic Mechanism Design

Developed tokenomics and incentive mechanisms for major blockchain protocol. Designed staking rewards, governance systems, and MEV mitigation strategies. Protocol launched with $5B+ valuation.

Securities Regulator

Project: DeFi Regulatory Framework

Advised national securities regulator on oversight approach for decentralized finance. Analyzed legal classification, investor protection, and enforcement challenges. Recommendations informed national policy.

Major Law Firm

Project: Expert Witness in Crypto Litigation

Provided expert testimony in high-profile cryptocurrency litigation. Analyzed market manipulation allegations, evaluated damages, and explained technical concepts to judge and jury. Case resulted in favorable settlement.

Engagement Models

Strategic Advisory

Ongoing board-level advisory relationship

Quarterly meetings with C-suite and board. Continuous access for strategic questions. Annual strategy reviews. Ideal for organizations navigating fundamental transformation in AI or blockchain.

Project-Based Consulting

Defined scope and deliverables

Specific projects with clear objectives and timelines. Typical engagements: 8-16 weeks. Deliverables include reports, presentations, and implementation recommendations.

Technical Due Diligence

Investment evaluation support

Rapid assessment of technology, team, and market opportunity. Typical turnaround: 2-4 weeks. Written report with investment recommendation and risk assessment.

Expert Witness

Litigation and arbitration support

Case analysis, expert reports, deposition, and trial testimony. Flexible engagement based on litigation timeline and requirements.

"Dr. Aldridge's insights were transformative for our blockchain strategy. Her ability to combine technical depth with business pragmatism is unmatched."

— CTO, Fortune 100 Financial Institution

"The most valuable expert we've worked with. Her testimony was clear, authoritative, and instrumental to our case outcome."

— Partner, AmLaw 50 Firm

Start a Consulting Engagement

Contact me to discuss how I can help your organization navigate AI, blockchain, and quantitative finance challenges

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