Nicholas R. Knezek
nknezek@gmail.com | (940) 230-5194 | Oakland, CA
Experience
Staff Data Scientist (2020-present) KoBold Metals – Berkeley, CA
- Lead data-scientist for global nickel generative team.
- Managed and coordinated a team of data scientists, geologists, and others to rapidly identify and evaluate properties for staking and acquisition with direct business impact on eight-figure deals.
- Developed and implemented methods for 2D and 3D spatial interpolation and sampling from Bayesian posterior ensembles.
Data Scientist (2018-2019) Arceo Analytics – San Francisco, CA
- Engineered a data pipeline, machine-learning model, and explainer to assess and report on organizations’ cybersecurity risks.
- Proposed, led, and put into production a machine-learning project to classify cybersecurity incident reports into insurance coverages
- Taught workshops and wrote documentation on Python, Jupyter notebooks, and data-science tools for coworkers and customers.
Graduate Research & Teaching Assistant (2013 - 2018) Department of Earth and Planetary Science, University of California – Berkeley, CA
- Research: Implemented a novel parallel numerical magnetohydrodynamic model for Earth’s core in Python and C, developed new statistical tests and analysis techniques to study observations of Earth’s magnetic field.
- Courses taught: Physics of Earth and Planetary Interiors, The History and Evolution of Planet Earth, Astronomy – The Planets, Deep Time (Cosmology / Earth History)
Technologist (2011 - 2013) NASA Jet Propulsion Laboratory – Pasadena, CA
- Assembled and led a team of six specialists to provide mission assurance and environmental analysis for a high-altitude balloon telescope.
- Implemented monte-carlo particle physics simulation software on supercomputer clusters.
- Performed dose-depth radiation analysis for future spacecraft missions using a radiation model (NOVICE) and analyzed orbital-debris risk using an orbital debris engineering model (ORDEM).
Undergraduate Researcher (2009 – 2012) Dartmouth College – Hanover, NH
- Designed, manufactured and assembled balloon payloads utilizing CAD, electronics, and metal work for the Balloon Array for RBSP Relativistic Electron Loss (BARREL) project studying Earth’s radiation belts.
- Analyzed and aggregated data from past balloon flights using MATLAB and IDL.
Education
PhD – Geophysics, Department of Earth and Planetary Science University of California – Berkeley, CA (2013 - 2019) Thesis: Simulation and Observation of Magnetohydrodynamic Waves in Earth’s Core Honors: Outstanding Graduate Student Instructor, Department Graduate Student Representative
AB – Physics, Minor: Engineering Sciences Dartmouth College – Hanover, NH (2008 - 2012) Thesis: Energetic Oxygen Ions Near Europa Honors: Cum Laude, High Honors in Physics, Tau Beta Pi engineering honor society, The Chair’s Prize in physics.
High School Sanger, TX (2004 - 2008) Honors: Valedictorian, National Merit Scholar
Technical Experience
- Programming Languages
- Native: Python (numpy, scipy, pandas, scikitlearn, PyMC, jupyter, matplotlib, seaborn)
- Fluent: MATLAB, Bash
- Conversational: C, FORTRAN 77/95, Java, R, UPC, Perl, HTML, CSS
- Software: LaTeX, Solidworks, GitHub, Excel, Word, Powerpoint
- Hardware: metal and wood shop experience, soldering, designing and modifying analog electronics, construction, auto-repair.
- Other skills: singing [1,2], rock-climbing
Professional Projects
- Numerical simulation of magnetohydrodynamic waves
- Python and C code to simulate waves in a stratified layer in Earth’s core, implemented from scratch using a hybrid finite-volume and Fourier method.
- Mars thermal evolution
- MATLAB code to track the time-dependent thermal evolution of the Martian core.
- Earth thermo-chemical-magnetic evolution
- Python package to track the thermo-chemical evolution and coupling between Earth’s core and mantle.
- Magnetic field observations of Earth’s core
- Python package to work with various published magnetic field models of Earth’s core, including CHAOS-6, GUFM1, COV-OBS, and various GUFM-SAT models.
- Coupling fluid motions and magnetic signals from Earth’s core
- Python package to compute generation of magnetic signals due to fluid motions in Earth’s core.
Personal Projects
- Location history heatmap
- project to track my location every 5 minutes for a year, then visualize as a heat-map and track on Google maps.
- Recipe unit conversions
- Python package to convert informal cooking measurements such as dash, pinch, smidgen, or drop to standard units and convert between volume and mass measures.
- City climate visualizations
- Global temperature anomalies
- Visualization of the global monthly temperature anomaly over time compared to the +2C target set by the Paris Climate Accords using the HADCRUT4 dataset.
Publications
Knezek, N.R., 2012, Energetic oxygen ions near Europa. Physics A.B. Honors Thesis, Dartmouth College, Hanover, NH.