Principal Data Scientist
Vertage
Principal Data Scientist – Load & Renewable Generation Forecasting
Location: Juno Beach, FL
Job Description
We are seeking an experienced Principal Data Scientist to lead the development and production deployment of advanced forecasting models for load, solar, and wind generation .
The ideal candidate will have deep expertise in time-series forecasting, Python, machine learning, AWS, and production model deployment . This role will involve the complete model lifecycle, from model design and feature engineering through deployment, monitoring, optimization, and automated retraining.
Key Responsibilities
- Lead end-to-end development of forecasting models for load, solar, and wind generation .
- Develop and deploy production-ready time-series and machine learning models .
- Perform advanced feature engineering using weather data and other domain-specific variables .
- Integrate weather APIs and external data sources into forecasting pipelines.
- Build scalable automated pipelines for real-time and batch forecasting.
- Develop model validation, monitoring, retraining, and performance evaluation frameworks.
- Optimize forecasting accuracy using metrics such as MAE, RMSE, and MAPE .
- Utilize AWS cloud services to support model development and deployment.
- Build interactive dashboards using Streamlit, Plotly, or similar tools .
- Work closely with operations, engineering, and business stakeholders to translate complex data into actionable forecasts.
- Participate in Agile/Scrum ceremonies and contribute to technical leadership within the team.
Required Qualifications
- Bachelor’s or Master’s degree in Data Science, Statistics, Mathematics, Computer Science, Engineering, or another quantitative field .
- 6–10+ years of professional Data Science, Machine Learning, or related experience.
- Advanced proficiency in Python , including libraries such as:
- pandas
- NumPy
- scikit-learn
- statsmodels
- Strong experience with time-series forecasting , including techniques such as:
- ARIMA
- SARIMAX
- Gradient Boosting
- Proven experience taking ML/forecasting models from development through production deployment .
- Strong SQL skills and experience working with large datasets.
- Experience developing automated data pipelines and integrating external APIs.
- Working knowledge of AWS , including services such as EC2, S3, Lambda, and SageMaker.
- Experience with Git/version control, model monitoring, and model maintenance .
Preferred Qualifications
- Experience with energy markets, utilities, load forecasting, solar forecasting, or wind generation forecasting .
- Experience incorporating weather data into forecasting models.
- Knowledge of MLOps and CI/CD pipelines .
- Experience with probabilistic forecasting and uncertainty quantification.
- Experience with Streamlit or Plotly .
- Familiarity with Jira and Confluence .
- Experience with Infrastructure-as-Code practices.
Ideal Candidate
The ideal candidate is a hands-on Data Scientist who is passionate about solving complex forecasting problems and has demonstrated experience building scalable, production-grade forecasting solutions . Strong communication skills and the ability to work with both technical and non-technical stakeholders are essential.
Keywords: Python, Data Science, Machine Learning, Time Series, Forecasting, ARIMA, SARIMAX, AWS, SageMaker, SQL, MLOps, Load Forecasting, Solar Forecasting, Wind Forecasting, Energy, Utilities, Weather Data, Streamlit, Plotly
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