- Graph architecture, graph engineering, graph data ETL, graph visualization, graph data science- Life sciences, medical research, health care policy subject matter expert- Natural language processing (NLP)- GenAI solutions developer using chaining, cognitive, and graph based frameworks such as GraphRAG- Implementation of graph query engines decoupled from data persistence (Single Copy Analytics)- Large Language Model (LLM) tuning, prompt engineering (manual or DSPy), LLM integration, LLM application development, GPT and LLM model deployment on-prem and cloud- Multi-agent orchestration for cognitive architectures of LLM solutions - Developed client solutions using generative language models in novel generative ai applications - Architected and created Sherlock; A LLM based natural language query interface for graph databases like Neo4j- Integrated vector databases, standalone or embedded, to provide LLM solutions with vector memory and semantic search- Enabled chaining of LLMs using LangChain & LangGraph and connected agents and plugins for use case specific solutions - Neo4j certified developer, Neo4j certified graph data scientist- Cloud architect, serverless development, MLOps- Graph practice lead for Fortune 500 customers across finance, logistics, life sciences, biotech, government, and others- Trusted partner in delivering meaningful solutions to our customers

- Architect and deploy performant, cost effective, production machine learning pipelines in Amazon AWS- Create workflows in AWS for PACS, EMR, Claims, Proteomic and other data source acquisition, preparation, analytics, end-user consumption- Support machine learning teams and initiatives with tooling, infrastructure, code optimization- Implement AWS Amplify, AppSync, and other services to rapidly develop secure web applications for internal/external consumption that integrate a polyglot data storage.- Develop internal master patient index solution for harmonizing patient identification across various incoming data sources- Collaborate with data science teams and contribute to analytics and machine learning efforts- Design data models in graph (Neo4j) and cypher queries that surface meaningful clinical intelligence- Build knowledge graphs, population analytics graphs, and integrate with semantic ontologies- Lead Clinical Pathways efforts with clinicians, integrate into clinical operations, and establish analytics platform that uses clinical data to advance healthcare delivery and achieve The Triple Aim- Design and create interfaces for working with graph and analytic results- As managing editor, lead world class data science and engineering teams in The Journal of Clinical Pathways Data Science Blog for Healthcare

- Contribute to the development on healthcare solutions for myeloma patients and community- Develop graph based innovations that surface clinically meaningful intelligence- Build cloud based solutions for moving data science prototypes to production scale- Develop machine learning workflows to explore and advance myeloma treatment challenges- Architect machine learning engineering infrastructure

- Clinical Data Scientist focused on surfacing clinical intelligence- Engage business through ML solutions that advance operations and clinical practice- Machine Learning Engineer building infrastructure for development and production workflows- Research and develop experiments in statistical learning- Create and manage AWS infrastructure and workflows that enable data science efforts- Establish best practices for data science project management- Develop clinical domain knowledge to advance ML projects - Integrate Graph Analytics into ML projects- Research and explore state of the art in data science tools, trends, literature- Develop automation tooling that supports IT teams- Build DevOps dashboards that monitor ML development workflows and deployed solutions - Create NLP solutions for extracting features from unstructured clinical notes and reports

• As an integral part of the Medical Directors Office, lead the content development, implementation, reporting and advancement of SCCA Clinical Pathways• Direct data science initiatives that surface clinical intelligence • Manage reporting of clinical pathways incorporating graph theory analysis, data visualization, machine learning, and other knowledge discovery techniques to support novel solutions to clinical and business questions• Direct the development of a pathways platform that provides clinical intelligence for multiple audiences• Lead national clinical pathway initiatives• Facilitate consensus of medical, radiation, and surgical oncologist as well as other allied healthcare providers into the algorithmic documentation of evidence based clinical pathways that are founded on leading edge cancer research• Collaborate with multidisciplinary teams across all levels of care to integrate clinical pathways into clinical and business operations• Develop training & support programs which advance clinical pathway awareness and implementation• Partner with SCCA Alliance partners (Fred Hutchinson Cancer Research Center, University of Washington Medical Center and Seattle Children's), Community Sites, and WWAMIO Networks across six states to support, implement and report on clinical pathways• Ensure SCCA Clinical Pathways result in the best possible outcomes for our patients with the least toxicity and greatest efficacy

• As an integral part of the Medical Directors Office, lead the development, implementation, reporting and advancement of SCCA Clinical Pathways• Develop innovative data analytic reporting of clinical pathways incorporating query based analysis, data visualization, machine learning, and other knowledge discovery techniques to support novel solutions to clinical and business questions• Facilitate consensus of medical, radiation, and surgical oncologist as well as other allied healthcare providers into the algorithmic documentation of evidence based clinical pathways that are founded on leading edge cancer research• Collaborate with multidisciplinary teams across all levels of care to integrate clinical pathways into clinical and business operations• Develop training & support programs which advance clinical pathway awareness and implementation• Partner with SCCA Alliance partners (Fred Hutchinson Cancer Research Center, University of Washington Medical Center and Seattle Children's), Community Sites, and WWAMIO Networks across six states to support, implement and report on clinical pathways• Ensure SCCA Clinical Pathways result in the best possible outcomes for our patients with the least toxicity and greatest efficacy

• As chief software architect designed interactive simulation platform which became leading education cloud service in over 122 countries.• Translated user needs into business strategy, technical, and product documentation.• Lead business partnership development and established first ever partnership between a software company and National Association of Biology Teachers.• Successfully evolved CD based educational software product into cloud platform with global reach and expanded market.• Lead analytics and marketing operations through thoughtful integration of transactional and social data into actionable knowledge.• Implemented agile scrum framework into operations that resulted in efficiencies in innovation and enhanced product release velocities.• Created adaptive software design (Web, iOS, Android) and cloud based architecture and migrated code base to write once deploy anywhere solution.• Architected, managed and evolved into Amazon AWS infrastructure to support web and mobile initiatives.

• Architected Public/Private Cloud solutions for UW and its partners, which provided full campus solutions for academic, business and IT operations.• Conducted business development and created vendor partnerships resulting in successful negotiation of public/private services to other universities and UW partners.

• Assessed internal staff and operations organization and established plan for efficiency improvements. This lead to gains in organizational and operational transparency.• Audited production infrastructure and established opportunities for improvements, stabilizations, and efficiency. Developed sets of short, middle and long-term milestones, which evolved infrastructure into an adaptive, efficient, manageable foundation.• Instituted formal project management process utilizing school's LEAN and Agile initiatives.• Partnered with UW IT and identified areas where collaborations were possible for supporting School of Nursing (SON) technology requirements. Explored and created plan for consuming UW IT services, which increased efficiency of SON operations, tighten integration of services between UW IT and SON, and resulted in overall operational cost reductions.• Negotiated UWMC IT Security Partnership which significantly decreased school's risk.• Established partnerships with UW units to survey best practices in supporting academic and research activities.• Established membership of school to UW Computing Directors Board.• Audited financial processes and history through school’s Finance and Administration unit. Developed a functional approach to funding technology infrastructure and operations.• Defined technology & infrastructure evolution path required to support school's strategic objectives.• Partnered with UW IT and outside vendors in development of a scope of work document, project timeline, funding requirements, and roadmap to implement private cloud solution to support enterprise level infrastructure which enabled school’s future technology needs.

• Managed operations for highly scheduled electronic classrooms, which support over 80% of School of Nursing’s courses.• Lead development efforts of application & design teams to create standalone and online interactive software for federal grants and external customers.• Responsible for creating budget planning and spending resulting in the unit becoming the second largest media group on the UW Campus with recurring revenue stream.• Fostered a synergistic work environment leading to the cohesion of an extremely efficient and productive team with successive outstanding performance evaluations.• Integrated digital techniques and cutting edge approaches towards videoconferencing and distance learning the positioned the School of Nursing as a provider of distance learning technologies to several partners on campus while extending the school’s faculty reach.• Developed new infrastructure plan for component based and adaptive systems that evolved into an architecture that can support future needs of the school.

• Managed operations for digital classrooms leading evolution of services into global solution for online instruction.• Lead development of application & design teams to create interactive educational software, which created new revenue service for school. • Architected and managed operations infrastructure (servers & workstations).• Automated video transcoding and Content Management System (CMS) resulting in workflow efficiencies and cost reductions.• Established new distance learning technologies that lead to school becoming leader in international nursing videoconferencing and distance education.

• As director successfully managed operations of federal grant which won multiple renewals.• Created application UI/UX architecture and information architecture utilizing an agile approach and increased efficiency and success of development initiatives.• Coordinated efforts of design and development teams.• Developed logic flows for software engineers.• Provided technical documentation of development efforts.• Managed business development and marketing to create additional revenue streams.• Maintained project management requirements project goals.• Maintained fiscal requirements for RWJ Foundation Grant.

• Created application architecture. Initiated and managed use case development based on requirements. Developed prototype layout and UI for systems.• Collaborated with Senor Producer in User Design and Information Architecture.• Developed logic flows for software engineers.• Initiated interface design templates.• Provided technical documentation of development efforts.• Collaborated in business development to create additional revenue streams.• Maintained project management requirements corporate goals.• Established relationship with executive team to ensure design efforts were in compliance with strategic goals.

• Created architecture for content management system [CMS]. • Managed use case development elicited from user requirements. • Designed and integrated the CMS with reservation and distribution systems. • Developed workflow and UI for production systems. • Developed process to manage asset acquisition, physical archival, scheduling, encoding, metadata capture, conversion, QA and delivery for distribution.• Conducted architecture design of registration process for end users and account creation for service providers.• Established UI/UX and integration for back office systems to support service providers and end users.• Conducted business development resulting in additional revenue streams for certification and design services.• Maintained project management requirements to meet corporate objectives.

• Directed web development operations for enterprise, education and government markets.• Facilitated cross-functional initiatives resulting in nationally recognized education platforms. • http://www.n2h2.com • http://www.searchopolis.com• Established release to market procedures.• Created test plans for product and release procedures.• Coordinated interdepartmental development.• Created web architecture for Internet and intranet. • Recruited and managed cross-functional web development team.• Conducted project and product management efforts.• Guided company’s web strategy while participating in planning with CEO, COO and department directors.• Researched and implemented new technologies resulting in innovation of new services.• Managed software and hardware purchasing, allocation and integration.

• Designed network architecture and managed implementation.• Designed and produced corporate web sites.• Integrated distributed file, calendar and access services.• Designed physical topology of intranet.• Conducted complete upgrade of systems and services to maintain competitiveness and flexibility of company.• Provided technical support and training of staff.• As lead nurse paralegal directed medical research and consulting.

• Staff Neonatal ICU R.N.• Staff Adult ICU R.N.• Staff PACU R.N.• Staff Interventional Radiology & Conscious Sedation R.N.

• Lead data & lab operation of research efforts.• Managed cardiovascular research lab.• Developed procedure for isolation and culture of adult and neonatal cardiomyocytes for intracellular calcium immunofluroscopy, immunocytometry, and other intracellular observation & measurement studies.•