Consulting

I help energy companies and clean-tech startups use data to accelerate the energy transition.

With 10+ years across energy engineering and data science, I bridge the gap between domain expertise and technical implementation.

Services

Energy Systems Optimization

Using mixed-integer linear programming to model and optimize:

• Solar and battery storage: Feasibility, sizing, and dispatch optimization
• Electric vehicle charging: Smart scheduling and grid integration
• District energy: Techno-economic modeling of combined heat and power

I’ve applied these techniques at small startups and large energy utilities

Data Engineering

Building the infrastructure for data-driven energy companies:

• Data pipelines: ETL workflows with Prefect, scheduled on AWS
• Cloud infrastructure: Lambda, ECS, RDS, S3 on AWS
• CI/CD: GitHub Actions, automated testing, infrastructure as code
• Databases: Postgres with SQLAlchemy and Alembic migrations

Machine Learning for Energy

Applying ML to energy problems:

• Time series forecasting: Electricity prices, demand, renewable generation
• Reinforcement learning: Optimal control of batteries and flexible loads
• MLOps: Model deployment, monitoring, and retraining pipelines

Technical Mentoring

Helping teams level up:

• Training: Custom workshops on Python, ML, data engineering
• Code review: Best practices, testing, and maintainability
• Upskilling: Supporting junior engineers through mentoring

As Bootcamp Director at Data Science Retreat, I trained 40+ data scientists and led the school to its first SwitchUp Best Bootcamp award.

How I Work

Advisory - Strategic guidance on data and ML initiatives, typically a few hours per month.

Project-Based - Delivery of specific solutions like optimization models or data pipelines, scoped to clear outcomes.

Embedded - Part-time integration with your team for ongoing support and knowledge transfer.

Training - Workshops and mentoring for upskilling your team in data science and engineering.

Let’s Talk

If you’re working on the energy transition and need help with data, I’d love to hear from you.

• Email: adam.green@adgefficiency.com
• LinkedIn: Adam Green