Temporary Graduate Research Assistant
Worcester Polytechnic Institute · Worcester, MA · 4 days ago
Analyst$21/hrPart-time
We are seeking a highly motivated graduate student to join our research team in the Fire Protection Engineering Department at WPI. The position is focused on developing a Probabilistic Framework for Fire Risk Assessment using fire spread models in FireBench.
Responsibilities
- Develop probabilistic frameworks for fire risk assessment using fire spread models.
- Apply Monte Carlo simulation, Bayesian networks, or uncertainty quantification methods.
- Utilize Python for data processing, simulation pipelines, and automation (NumPy, pandas, SciPy, etc.).
- Implement machine learning frameworks (scikit-learn, TensorFlow, or PyTorch) for wildfire risk modeling and pattern recognition.
- Handle and analyze large geospatial datasets (e.g., NOAA weather data, LANDFIRE fuel maps, GIS tools).
- Work with fire behavior modeling tools such as FireBench, FARSITE, or WRF-SFIRE.
Requirements
- Current Master’s candidate in Computer Science, Data Science, Robotics, Mechanical Engineering, or a related field.
- Strong background in probabilistic modeling, data analysis, and Python programming.
- Experience with Monte Carlo simulation, Bayesian networks, or uncertainty quantification methods.
- Proficiency in Python for data processing and automation (NumPy, pandas, SciPy, etc.).
- Familiarity with machine learning frameworks (scikit-learn, TensorFlow, or PyTorch).
- Experience handling large geospatial datasets (e.g., NOAA weather data, LANDFIRE fuel maps, GIS tools).
- Familiarity with fire behavior modeling tools such as FireBench, FARSITE, or WRF-SFIRE is a plus.
- Excellent problem-solving skills, attention to detail, and ability to work independently and collaboratively.
Skills
- Python
- Machine Learning
- Monte Carlo Simulation
- GIS/Geospatial Tools
- Ability to learn quickly
- Accuracy and attention to detail
- Analytical thinking
- Collaboration and communication
- Data analysis and probabilistic reasoning
- Open-mindedness
- Time management
- Verbal communication
Pay
Hourly rate is $21.00 based on experience.