Case studies

Proven outcomes across complex systems.

Selected engagements from prior roles and consulting work. Prior employers are identified where appropriate. Each case states the scope of responsibility and the work delivered.

Satellite data · Python · Spark · MongoDB · Databricks

Experience at Slingshot Aerospace

Satellite data platform modernization at production scale

RoleCore pipeline and ingestion architecture

Challenge

Move 17 TB of operational data from MongoDB on EC2 into Databricks Delta Lake while preserving integrity and making a complex migration resilient and verifiable.

Work

Built a resilient Python and Spark ETL pipeline, added checksum validation and comprehensive logging, and designed medallion ingestion plus automatic schema evolution.

Result

Transferred the full 17 TB dataset and integrated feeds from multiple satellite operators, improving data accuracy by 35% while reducing manual corrections by 50%.

Space domain awareness · SpaceX ephemerides · Orbital data · Launch detection

Experience at Slingshot Aerospace

SpaceX ephemeris integration and satellite launch detection

RoleEngineering contributor for ingestion and detection workflows

Challenge

Integrate fast-changing commercial ephemeris data into an operational satellite data platform and support detection of new satellite launches from updated orbital information.

Work

Worked on SpaceX ephemeris ingestion and a launch-detection project, connecting the new data to the broader multi-operator processing workflow with validation and traceable handling.

Result

Expanded the platform’s coverage of current spacecraft activity and supported operational identification of newly launched satellites.

Options trading · Real-time systems · Interactive Brokers API · GitLab CI

Sector Span LLC engagement for STRXR Investments

End-to-end options trading system for STRXR Investments

RoleSole architecture and implementation of the trading system

Challenge

Create a complete real-time options trading system, including the product workflow, brokerage integration, development pipeline, and interface design.

Work

Designed and built the full system, including the real-time options engine, Interactive Brokers API integration, UI and UX wireframes, and an end-to-end GitLab CI pipeline.

Result

Delivered a complete trading platform with the core execution path, brokerage connectivity, interface blueprint, and repeatable software delivery workflow in place.

Digital forensics · Identity · Requirements · Team coordination

Experience at Magnet Forensics

Complete SSO integration and delivery

RoleTechnical delivery lead from requirements through release

Challenge

Introduce SSO into an established product while coordinating requirements, implementation, and validation across multiple teams.

Work

Defined the requirements, authored the full Jira work breakdown, coordinated dependencies across teams, and led implementation and testing through release.

Result

Delivered the integration in two months with only one defect after release, creating a reliable identity foundation for the product.

Similarity scoring · Jaccard Index · BSSID weighting

Experience at Magnet Forensics

Reducing geolocation false positives

RoleIndependent architecture and implementation

Challenge

Transient signal noise, especially from mobile hotspot BSSIDs, was creating false geolocation alerts and obscuring meaningful investigative results.

Work

Designed a similarity scoring architecture using the Jaccard Index, weighted BSSID data, and specialized handling for mobile hotspots.

Result

Reduced false positive geolocation alerts by 30%, improving signal quality without discarding useful location evidence.

Financial markets · Low latency · C++ · KDB · AWS modernization

Experience at J.P. Morgan

FX options routing at production scale

RoleIndependent design of core routing components

Challenge

Route high volumes of FX options risk reliably while improving validation, memory efficiency, and visibility into latency drift.

Work

Developed the risk book router, built a more efficient KDB writer and C++ wrapper for validation before release, and created a framework for measuring latency.

Result

Processed more than 100,000 deals per day while strengthening data validation and reducing the trading booker’s memory consumption by 10%.

Federal financial regulation · SEC · AWS · Market and blockchain data

Sector Span LLC engagement

SEC cloud data architecture and phased modernization

RoleIndependent principal consultant

Challenge

Create a compliant path for the SEC to transfer data from centralized and decentralized exchanges, blockchain sources, and market data providers into cloud services authorized for government use.

Work

Independently architected the AWS solution, compared the proposed and existing environments, modeled costs, and developed a phased implementation plan for decision makers.

Result

Delivered a complete architecture that connected technical design, compliance constraints, implementation sequencing, and cost tradeoffs.

React · System telemetry · Histograms · Resilient local operation

Experience at Magnet Forensics

Operational diagnostics for faster QA and support

RoleIndependent product design and implementation

Challenge

Give engineering and QA a lightweight way to monitor processes, CPU and memory usage, and the relationship between system behavior and download performance.

Work

Designed and built a React diagnostics interface with histogram analysis, embedded test scenarios, and local persistence with deferred synchronization to the remote database.

Result

Made performance behavior easier to isolate, accelerated QA validation, and preserved diagnostic data when remote connectivity was unavailable.

Aerospace & defense · Apache · Visualization · Simulation · Test systems

Experience at Boeing

Apache helicopter flight analysis and AH-64D mission systems

RoleSoftware and test ownership across assigned components

Challenge

Turn complex battlefield, aircraft, and simulator data into interfaces and test systems that Army users and engineering stakeholders could evaluate and trust.

Work

Developed aerial visualization maps with battlespace overlays, designed an ADS-33 scoring card for Apache flight maneuvers, integrated flight simulators with instructor systems, and built test coverage for AH-64D systems.

Result

Supported Army user testing for the next generation Warfighting Machine Interface and strengthened verification of mission and weapon processing capabilities.

High frequency trading · C++ · Market data · Model analysis

Experience at KCG Holdings and Chopper Trading

Performance engineering for high frequency trading systems

RoleIndependent implementation of core components

Challenge

Improve the speed and reliability of trading model analysis while keeping live market data, fills, and symbols consistent across asset classes.

Work

Built caching software for regression analysis, a strategy API with validation incorporated, and a ticker symbol resolver; also developed direct exchange market data subscribers for Xetra and Nasdaq OMX.

Result

Improved trading model regression performance by 30% and strengthened the live data path supporting quotes, fills, and analytics across asset classes.

Digital forensics · Embedded systems · C++ · Python · USB

Experience at Magnet Forensics

Embedded device controls for forensic systems

RoleIndependent implementation

Challenge

Expose USB driver power management and device configuration to operating system tools used for vulnerability analysis and hardware support.

Work

Built Python bindings over C++ USB driver configuration so power management and device settings could be used safely from diagnostic workflows.

Result

Connected device controls to practical vulnerability analysis and RMA support tools without duplicating the underlying C++ implementation.