WORK EXPERIENCE
LinkedIn Corporation, Sunnyvale, CA (October 2018-present)
Software Engineer - Data Analysis/Data Mining/Machine Learning
- Anti-Abuse Artificial Intelligence team
Stanford University, Stanford, CA (September 2011-August 2018)
Research Assistant
- Built Fortran and Python pipelines to process and organize 48 TB of raw seismic time-series data
- Implemented signal processing techniques to identify temporal and spatial patterns in continuous raw seismic data
- Developed parallelized code to separate coherent spatial signals from noise
- Performed conjugate gradient optimization and hyperparameter exploration analysis for a weighted least squares problem to generate high-resolution models of subsurface velocity structure, which are critical for earthquake hazard analysis and continuous subsurface monitoring
ExxonMobil Corporation, Houston, TX (June 2016-September 2016)
Research Intern
- Created MATLAB code to model the effect of broadband seismic technology on critical hydrocarbon indicators and compared results to field data
- Predicted reservoir rock properties from spatial well log data using rock physics models
- Presented findings and outlined suggestions for improved evaluation of new technology to a company-wide audience, including team supervisors and managers
e4sciences | Earthworks, LLC, Sandy Hook, CT (July 2014-September 2014)
Research Intern
- Leveraged open-source software to manage seismic data and model subsurface structures
- Developed Python script to shorten the time between acquisition and quality control of seismic data
- Contributed visualization and interpretation of results to final written reports distributed to clients
Lawrence Berkeley National Laboratory, Berkeley, CA (August 2011-September 2011)
Student Assistant
- Developed a MATLAB script for visualization of 3D magnetotelluric inversion results
- Produced a thorough user’s manual for the software
NSF International Research Experiences for Students, New Zealand (April 2011-May 2011)
Participant
- Investigated whether changes in magnetotelluric phase tensors over time were due to changes in the subsurface or due to measurement errors
- Performed geophysical field work in the Taupo Volcanic Zone
Berkeley Seismological Laboratory, Berkeley, California (April 2010-March 2011)
Assistant Researcher
- Compared measured P and PcP arrivals from earthquake events in South America with modeled arrival times to investigate D” layer anisotropy in the quasi-southern hemisphere
- Created internal document to facilitate continuation of the project
Jet Propulsion Laboratory, La Cañada Flintridge, California (June 2009-August 2009)
Research Intern
- Quantified the macroscopic surface texture of Enceladus' south polar region using intensity scans measured by the Cassini spacecraft
- Leveraged results to infer the physical composition of expelled plume material and the geologic evolution of this moon
EDUCATION
PhD, Geophysics, Stanford University (2011-2018)
- Thesis: "Imaging with ambient seismic noise: Beyond surface-wave microseisms"
- Advisor: Biondo Biondi
BA, Geophysics, University of California, Berkeley (2006-2010)
- Minor: Physics
- Awards: Earth and Planetary Science Departmental Citation
PUBLICATIONS
- Chang, Jason P., Sjoerd AL de Ridder, and Biondo L. Biondi. "High-frequency Rayleigh-wave tomography using traffic noise from Long Beach, California." Geophysics 81.2 (2016): B43-B53.
- Nakata, Nori, Jason P. Chang, Jesse F. Lawrence, and Pierre Boué. "Body wave extraction and tomography at Long Beach, California, with ambient‐noise interferometry." Journal of Geophysical Research: Solid Earth 120.2 (2015): 1159-1173.
SELECTED CONFERENCE PRESENTATIONS (OF 10)
- Chang, Jason P., "Multicomponent ambient noise crosscorrelation at Forties." SEG Technical Program Expanded Abstracts 2016. Society of Exploration Geophysicists, 2016. 2709-2714. (Oral Presentation)
- Chang, Jason P., and Biondo Biondi. "Rayleigh-wave tomography using traffic noise at Long Beach, CA." SEG Technical Program Expanded Abstracts 2015. Society of Exploration Geophysicists, 2015. 2424-2429. (Oral Presentation)
- Chang, Jason P., and Rosemary J. Knight. "Resolving Lithological Units in the Vadose Zone from Temporal Changes in Electrical Conductivity." AGU Fall Meeting Abstracts, 2014. (Poster Presentation)
- Chang, Jason P., Sjoerd de Ridder, and Biondo Biondi. "Power spectral densities and ambient noise cross-correlations at Long Beach." SEG Technical Program Expanded Abstracts 2013. Society of Exploration Geophysicists, 2013. 2196-2200. (Oral Presentation)
TEACHING EXPERIENCE
Stanford University
Teaching Assistant- 3D Seismic Imaging (Spring 2015)
- Basic Earth Imaging (Fall 2016)
SKILLS
- Programming:
- Proficient: Python, SQL, Fortran, MATLAB, Make
- Developing: Scala, R, C, C++
- Software Development: Git, Docker
- Operating Systems: Linux/Unix, Mac OS X, Windows
PROFESSIONAL AFFILIATIONS
- American Geophysical Union (2009-2017)
- Society of Exploration Geophysicists (2011-2017)
- President of the Stanford SEG student chapter (2012)