Jake Bova

Jake Bova

I build machine learning models and 3D visualizations.

MS in computer science from the University of Montana, in Missoula.

Simulated fire perimeters, one line per time step, drawn over terrain contours.

Research

My thesis, papers, and an award from my work on wildfire science.

  1. Master’s thesis, 2026

    Real-time immersive wildfire simulation: a game engine approach

    Fast models that account for how a fire changes the wind around it, shown in 3D in a game engine for training and public communication.

  2. Award, 2025

    Unreal Engine fire visualization

    Winner of the SERDP/ESTCP Virtual Wildfire Modeling & Immersive Training Prize Challenge 2025.

  3. Journal paper, Fire (MDPI)

    Investigating the impact of aerial firefighting on rate of wildfire spread

    Using machine learning to measure how aerial suppression changes how fast a fire grows.

  4. Preprint, arXiv

    Improved wildfire spread prediction with time-series data and the WSTS+ benchmark

    Time-series models for next-day fire spread, plus an expanded benchmark dataset.

  5. Paper, ResearchGate

    Predicting fire severity in Montana using a random forest classification scheme

    A random forest classifier for burn severity across Montana fires.

Projects

Interactive maps, visualizations, and analyses. Most run right in the browser.

More code on GitHub.

Experience

  1. 2024 – 2026

    Graduate researcher

    University of Montana

    Wildfire management and prevention research using machine learning. Real-world fuel visualization using 3D tools.

  2. Summer 2023

    Software consultant intern

    ATG Cognizant

    Worked with other interns on small internal projects and produced recommendations and deliverables for an external client. After the internship, the client hired me as an independent contractor to continue the project.

  3. 2022 – 2026

    Research assistant

    University of Montana

    Part of a research team pairing machine learning with large-scale geospatial data operations using an in-house toolkit. I gather and clean data, build predictive models, and create visualizations.

  4. 2021 – 2022

    Tech consultant

    Geek Squad

    Troubleshot and fixed a wide range of consumer electronics issues, and explained technical problems to clients in plain terms.

Education

Get in touch

developer.montana@gmail.com

University email
jacob.bova@umontana.edu
GitHub
cake-dev