Scientific Data Solutions
Turning Complex Instrument Data Into Actionable Insight
Expert consulting in spectroscopy, data science, and scientific software development, bridging physics and programming for real-world results from answers in real-time.
- X-ray fluorescence (XRF) & LA-ICP-TOF-MS analysis
- Scientific software development & end-to-end data pipelines
- Machine learning applied to spectral and imaging data
- Method development, validation, and uncertainty quantification
Published researcher with 22+ peer-reviewed publications spanning analytical chemistry, X-ray physics, and elemental imaging workflows.
The Work
Consulting That Connects Measurement to Meaning
Modern instruments generate massive, complex datasets — but interpretation requires both deep domain expertise and rigorous data science. This consulting bridges advanced analytical instrumentation with production-grade software to deliver clear, interpretable, and defensible results.
Capabilities
Core Expertise
Spectroscopy & Instrumentation
- ›X-ray fluorescence (XRF) microscopy
- ›LA-ICP-TOF-MS workflows
- ›Synchrotron beamline operations (APS, SSRL, NSLS-II, ESRF)
- ›XANES, EXAFS, and HERFD analysis
- ›Multi-facility data integration
Data Science & Machine Learning
- ›Spectral fitting & signal processing
- ›Supervised and unsupervised ML
- ›High-dimensional data pipelines
- ›Uncertainty quantification
- ›Matrix methods — PCA, SVD, EM, LDA
Scientific Software Development
- ›End-to-end production analysis platforms
- ›GUI design and workflow automation
- ›Python, MATLAB, C/C++, R
- ›Beamline hardware & software integration
- ›Scalable processing architectures
Track Record
What Gets Delivered
300× Speed Improvement
AutoSpect platform for LA-ICP-TOF-MS achieves 300× speed over competitors, enabling scalable high-throughput elemental mapping from 4-dimensional megapixel datasets.
Multi-Facility Software
Cross-platform scientific software deployed across APS, SSRL, CLS, NSLS-II, ESRF, Diamond, DESY, and Australian Synchrotron, supporting multi-institution workflows.
Industrial Integration
Led software and hardware integration at Ford Motor Company's Research and Innovation Center, replacing open-loop CNC workflows and cutting scan setup from hours to minutes.
Novel Signal Processing
Invented abridged spectral matrix inversion and developed novel methods for processing and interpreting raw instrument data from complex, high-dimensional physical measurements.
Why It Matters
The Cost of Misinterpreted Data
Incorrect assumptions about instrument behavior lead to flawed conclusions, failed experiments, and costly decisions. With 10+ years of international experience spanning national laboratories, Fortune 500 industry, and academia, this consulting delivers the clarity complex analytical problems demand.
What I Offer
Consulting Services
Ideal Clients
Who This Is For
Get In Touch