NorviTech

NorviTech / About

Spencer Norton

Founder of NorviTech. I build the data and automation infrastructure healthcare revenue cycle teams run on, and small, honest tools for the Linux desktop and the self-hosted stack.

One developer, working in the open: every app on this site is something I use every day, published under a licence you can read and a release process you can audit.

I verify before I assert and measure before I decide. I build the check that would actually fail if I were wrong, and I automate my own toil rather than absorbing it. That rule built the device, it runs the day job, and it is why these apps look the way they do.

Healthcare data · since 2017Snowflake · SQL · PythonAWS · Terraform · CIGTK4 · GNOME · WaylandCo-inventor · US patent, 2024

GitHubLinkedInThe suite

The short version

It started with a medical device

NorviTech was founded in 2018 to take the guesswork out of nutrition and hydration intake monitoring in hospitals and care homes: a weight-based device that records what a patient actually ate and drank, and hands the numbers to the care-management system, instead of a clinician estimating a tray by eye. The design was shaped by consultation with more than seventy-five clinicians and administrators around the world, taken from idea to working prototype by a multidisciplinary team, and funded by a British government grant and academic partnerships. I am a co-inventor on the United States patent that came out of it, granted in 2024.

Then eight years of healthcare data

Before and since the device I have spent eight years turning clinical and financial data into decisions: clinical-trial and patient-chart analytics at a regional health system, then four years of post-acute and value-based care analytics — more than two hundred and fifty revenue cycle reports, and the enterprise data models behind them.

Today I own the Snowflake semantic model behind revenue cycle reporting at Natera: a modular model with an enforced record grain, automated parity testing against the legacy model it replaces, and a staged retirement of that model gated on evidence rather than a date. Alongside it, a shared hosting platform that runs sixteen internal applications on AWS from one application registry; agent-based automation across billing, denials and prior authorisation; and a code reviewer, backed by a large language model, wired into merge-request workflows.

Today it is the name I publish software under

The same instincts carried over — measure rather than guess, keep the data where it belongs, make the whole thing readable end to end — and they are the house rules of the NorviTech Suite: no telemetry, no accounts, no hosted service. Each README says what leaves the machine, and each release is a tag you can read in full.

By the numbers

250+Revenue cycle reports authoredOracle Health 16Internal applications on one platformNatera 3,000+Patient charts analysedParkview Health 175+Clinical trials documentedParkview Health 61Researchers mentoredParkview Health 1United States patent grantedNorviTech

Career and education

Highlight

The shape of it. Every bar is an entry in the timeline below — hover or focus one for its dates and what people said, select it to open the detail. Degree bars follow the academic year, September to June; the record gives years, not months.
WorkFounder & leadershipEducation

Under a role, what the people I worked with said. Select an entry for the detail and every recommendation in full. Use the arrow keys to move between entries once one is open.

  1. Senior Business Analyst Natera Denver, Colorado · March 2026 – present Work

    Own the Snowflake semantic model, internal applications and automation supporting revenue cycle operations across billing, claims and finance.

    • Own the modular Snowflake semantic model for revenue cycle reporting: enforced record grain, automated parity testing against the legacy model, and a staged decommission gated on dependent-view repointing and access-history review.
    • Designed and built a shared hosting platform for sixteen internal applications on AWS (ECS, ALB, Terraform, ECR) with single sign-on, immutable image deployments and automated per-site health verification, all driven by a central application registry.
    • Built agent-based automation across revenue cycle workflows: billing-error triage, rebill preparation, payor mapping, denial categorisation, contract implementation, EDI rejection handling and prior-authorisation support.
    • Built and integrated an AWS Bedrock-powered code reviewer into GitLab merge-request workflows.
    • Built a speech-to-text transcription and record-matching pipeline for inbound voicemail, routing each message to the correct case.
    • Engineered SQL quality checks into GitLab CI/CD, including linting, custom validation and record-grain tests.
    • Administer Snowflake access and data sharing: roles and grants, future-grant semantics, warehouses, scheduled tasks and cross-account data products.
    • Support the quarterly financial close with volume and revenue reporting, including the reconciliation and controls behind the figures.
    SnowflakeAWSTerraformPythonGitLab CI
  2. Business Analyst — Finance and Medical Claims Natera Denver, Colorado · June 2024 – February 2026 Work

    Built the reporting layer for medical billing and finance, turning high-volume claims data in Snowflake into the metrics finance, billing and revenue cycle leaders made decisions on.

    • Modelled large medical billing datasets in Snowflake and delivered KPI dashboards in Power BI, Python and Excel.
    • Translated ambiguous stakeholder questions from finance and revenue cycle into defined metrics and reproducible SQL.
    • Established the reporting foundation later rebuilt as a governed semantic model.
    SnowflakePower BIPython
  3. Senior Analytics Consultant and Product Manager Oracle Health Denver, Colorado · April 2022 – April 2024 Work

    Oracle

    Value-based care analytics for multi-tenant healthcare clients.

    • Integrated Millennium data models into tailored dashboards and interactive reporting, focused on care quality, cost efficiency and health service utilisation.
    • Maintained and optimised enterprise data warehouse solutions, notably HealtheIntent, for clients working under value-based reimbursement.
    • Curated data products with Data Science, Engineering and Sales supporting risk stratification, patient engagement and cost containment.
    • Built analytical solutions across Tableau, SQL, Snowflake, Vertica, Oracle Analytics, Crucible and Oracle Cloud Infrastructure, with JIRA and Python.
    HealtheIntentMillenniumTableauOCI

    What they said · 3 recommendations, quoted as written from LinkedIn

    Whitney HamiltonMy manager ·

    Spencer is a self-starter, keen to not just learn his role but to master it. He is a critical thinker with excellent analytical abilities. These qualities married with Spencer’s listening and soft-skills make him an excellent candidate for many roles, but he excelled as both a consultant and in data analytics.

    Greg LawsonMy manager ·

    Spencer is an exceptional associate who strives to provide a quality deliverable and he is willing to invest the time to learn the skills required to help the team. Having worked closely with Spencer, I can attest to his remarkable skills and work ethic.

    Empathy and Emotional Intelligence:

    Spencer possesses an extraordinary level of empathy. He actively listens to his colleagues, understanding their perspectives, and responds with care. His ability to connect with others on an emotional level fosters a positive and collaborative work environment.

    Technical Curiosity and Adaptability:

    Despite limited prior knowledge, Spencer fearlessly dives into complex technical problems. His willingness to learn and explore details demonstrates a growth mindset and a hunger for understanding.

    He quickly grasps new concepts, asks insightful questions, and seeks out resources to bridge any gaps in his understanding.

    Self-Awareness and Reflective Practice:

    Spencer consistently reflects on his own performance. He recognizes areas for improvement and actively seeks feedback.

    His ability to assess his strengths and weaknesses contributes to his continuous growth.

    Team Player and Problem Solver:

    Spencer consistently contributes to team success. He actively collaborates with colleagues, sharing knowledge, and offering creative solutions.

    When faced with challenges, Spencer approaches them methodically, breaking down complex problems into manageable components. His analytical mindset and attention to detail are commendable.

    Positive Attitude and Adaptability:

    Spencer maintains a positive outlook even during high-pressure situations. His adaptability and resilience make him an asset to any team.

    He embraces feedback constructively and continuously strives for improvement.

    In summary, Spencer is an empathetic, technically curious, and adaptable team member who strives to exceed expectations. I wholeheartedly recommend him for any role that requires a blend of interpersonal skills and technical expertise.

    Javier M. SantosSenior colleague ·

    I've had the pleasure of working directly with Spencer for a couple years now. He is a detailed and thorough presenter and works very well with our clients. His reporting and analytics knowledge has improved tremendously. He's an asset to any team.

    He is a critical thinker with excellent analytical abilities.

    Whitney Hamilton, my manager
    Read all 3
  4. Consultant III — Post-Acute Revenue Cycle Analytics Oracle Health Denver, Colorado · May 2020 – April 2022 Work

    Oracle

    Analytics and reporting platforms for post-acute care billing.

    • Directed analytics and reporting platforms for post-acute care billing, covering clinical outcomes, financial reporting and revenue cycle auditing.
    • Authored more than two hundred and fifty SQL and JavaScript reports across long-term post-acute and behavioural health financial data.
    • Built and ran training for multi-tenant healthcare clients on DA2, Tableau, Power BI and Oracle Analytics.
    • Led RFP responses and pre-sales analytics scoping, and supported clients from design through to Tier 4.
    SQLTableauPower BI

    I still do this work: Discern Analytics 2.0 (DA2) consulting.

    What they said · 5 recommendations, quoted as written from LinkedIn

    Quang NguyenTeammate ·

    For over 10 years, l had the privilege of working alongside many talented individuals at Oracle Cerner but few came close to Spencer’s drive and determination to excel in providing 1st in class innovation and service from a product and professional services standpoint . For over 2.5 years, it was a pleasure to work directly alongside Spencer in the Continuum of Care venue, as we pioneered and single handedly worked to improve Oracle Cerner’s long term care revenue cycle offering. Spencer’s forward thinking and analytical mind, paired with his years of experience in healthcare, technology, and entrepreneurship, directly contributed to the organization’s overall success. Moreover, Spencer is clearly a savant, and has excelled in nearly every function, project and product for which he’s supported. Dependable and knowledgeable, his deep passion for analytics has taken the Continuum of Care’s reporting capabilities to new heights. I am genuinely excited to see what levels Spencer can advance his career to as he continues to be a trailblazer in the Continuum of Care’s reporting and analytics space!

    Serena MitchellTeammate ·

    Spencer single-handedly revamped our client reporting catalog, resulting in tremendous client satisfaction.

    Spencer’s strategic and forward-thinking launched our team into the next realm of data analytics.

    While some leaders wanted to “keep the status quo,” he pushed for us to be leaders in the reporting and analytics space. He is eloquent, organized, and next-level intelligent.

    Instead of running away from challenges, he meets them head-on. I’ve witnessed him climb impossible mountains of issues and complete the task with impeccable results. He will be successful in any role - but he needs to be in a leadership role, inspiring and pushing colleagues to achieve their best selves.

    Ellen BarnesProject partner ·

    Spencer and I partnered on a project in 2021 at Cerner. He is highly intelligent, dependable, and was a joy to work with. I believe Spencer is poised to achieve great things in the future.

    Boston EdgarTeammate ·

    Spencer and I worked side by side for nearly 2 years at Cerner. Spencer has normalized going above in beyond for both bettering himself and the colleagues around him. His passion to deliver the highest quality consulting and data analysis experience to his clients became infectious around the team. His attention to detail and constant innovative thinking has opened the door to new outlooks for delivering services which will be sustainable for the team for many years to come. Through his actions, Spencer has become a leader by example. I have no doubt Spencer will make a difference in any situation he is put in. It has been and continues to be an honor to work with such a great individual.

    Cindy FrakesSenior colleague ·

    Spencer is a pleasure to work with. Not only does he possess a caring soul dedicated to senior care, he has a detailed mind and ability to turn data into insight and action.

    Dependable and knowledgeable, his deep passion for analytics has taken the Continuum of Care’s reporting capabilities to new heights.

    Quang Nguyen, teammate
    Read all 5
  5. MBA, International Shanghai Jiao Tong University Shanghai, China · 2019 – 2020 Education

    Shanghai Jiao Tong University

    Master of Business Administration, International.

    • Postgraduate business study completed alongside the device research and development at NorviTech.
    MBA

    Degree · Master of Business Administration, International — Shanghai Jiao Tong University, conferred 2020.

  6. Study tour, International Business ZHAW Zurich University of Applied Sciences Zurich, Switzerland · 2019 Education

    ZHAW

    International business study tour.

    • A short-form international business programme at ZHAW in Zurich, 2019.
    International business
  7. Managing Director NorviTech Leeds, United Kingdom · October 2018 – April 2020 Work

    NorviTech

    Founded NorviTech and led research and development on a medical device automating nutritional intake monitoring.

    • Conceived and led research and development on a medical device automating nutritional intake monitoring for elderly and special-needs patients, from idea through prototype.
    • Secured grant funding from the British government, and academic partnerships that provided the collaborative expertise the work needed.
    • Consulted extensively with doctors and administrative staff so the device fitted real patient-care workflows rather than an assumed one.
    • Led a multidisciplinary team through testing and refinement.
    Medical deviceR&DGrant-funded

    Patent · granted

    Device for measuring nutritional intake
    US 12,056,562 B2 · granted 6 August 2024 · co-inventor

    A housing with a support surface, an intake cell carrying an RFID reader and a load sensor, and a controller that ties the weight of a container to the RFID tag on it — so what a patient actually ate and drank is measured rather than estimated.

    Read the full patent →

    What they said · one recommendation, quoted as written from LinkedIn

    Andre PapillonMy mentor ·

    Spencer and I collaborated together to bring to industry some potential medical device research initiatives. I was impressed with his level of passion, clarity of thought, depth of knowledge, and outstanding ability to engage his audience. I believe he is someone who will take on any challenge that excites his passion with a level of energy and immersion that can set a model for others to follow. I'm very proud to serve as a reference for what I know will be a truly successful and consequential career!

    I was impressed with his level of passion, clarity of thought, depth of knowledge, and outstanding ability to engage his audience.

    Andre Papillon, my mentor
    Read in full
  8. MSc International Business University of Leeds Leeds, United Kingdom · 2018 – 2019 Education

    University of Leeds

    Master of Science, International Business.

    • Awarded Best Dissertation.
    MScBest Dissertation

    Degree · Master of Science, International Business — University of Leeds, conferred 2019. Best Dissertation award.

    What they said · one recommendation, quoted as written from LinkedIn

    Yusuf A. RafiqueTeammate ·

    I had the privilege of working alongside Spencer during my postgraduate studies. Spencer is proactive, result-oriented and technically sound entrepreneur. He consistently goes above and beyond in identifying and exploiting new business opportunities, utilising his international perspective of business to fuel his growth of new ideas. This in turn has made him a tremendous asset to our work in the past, where he has a track record of directly contributing tremendous value to dynamic, complex projects.

    He consistently goes above and beyond in identifying and exploiting new business opportunities, utilising his international perspective of business to fuel his growth of new ideas.

    Yusuf A. Rafique, teammate
    Read in full
  9. Data Coordinator Parkview Health Fort Wayne, Indiana · April 2017 – October 2018 Work

    Parkview Health

    Clinical-trial and patient-chart analytics for research and population health.

    • Collected and analysed more than three thousand patient charts in Epic and SQL, producing the economic-impact and population-health findings behind research publications.
    • Maintained and documented more than one hundred and seventy-five clinical trials spanning thirty-five years, to Title 21 and Title 45 compliance standards.
    • Mentored sixty-one researchers, contributing to twenty-two studies, and improved trial initiation efficiency by twenty-six per cent through workflow assessment.
    • Ran analytics-driven physician recruitment for new research studies using SQL and Tableau.
    EpicSQLTableauClinical trials

    What they said · 2 recommendations, quoted as written from LinkedIn

    Gina BaileyMy manager ·

    It is rare that you get to work with a standout talent like Spencer.

    I had the pleasure of collaborating with Spencer through the Student Education and Research Fellowship Program for two years. Spencer was conscientious and organized. He often delivered new concepts and activities to include in the program to enhance the participants' experiences.

    I was impressed with Spencer's drive and leadership skills. He was logistics genius and was able to create independent experiences for 40 student participants in the program.

    As a team member or a leader, Spencer has my highest recommendation. He is willing to go above and beyond the expectations of those working with him and brings out the best in others.

    John HillColleague on another team ·

    Spencer is a unique young man with a wide array of skills that translate to measurable actions. Our interaction has not been with any specific project rather sharing innovative ideas, and collaborating to inspire thoughts that lead to change in health care, always with a keen eye on patient outcomes first and respectful of financial impact. Spencer is an absolute self starter and has an insatiable appetite to learn and absorb new experiences. I have very high expectations of him and am confident that he will "make a difference."

    It is rare that you get to work with a standout talent like Spencer.

    Gina Bailey, my manager
    Read all 2
  10. Student Body President University of Saint Francis Fort Wayne, Indiana · January 2015 – April 2017 Work

    University of Saint Francis

    Elected to lead the student government.

    • Led a team of thirty-five and managed an annual budget of forty-five thousand dollars.
    • Negotiated a student discount programme with sixty local businesses.
    Leadership

    What they said · one recommendation, quoted as written from LinkedIn

    Dr. J. Andrew PrallMy mentor ·

    I worked with Spencer when he was the student body president at the University of Saint Francis as an undergraduate. Spencer impressed me as someone who is driven, organized, and a leader who is able to build consensus. Highly recommend!

    Spencer impressed me as someone who is driven, organized, and a leader who is able to build consensus.

    Dr. J. Andrew Prall, my mentor
    Read in full
  11. Simulation Operations Specialist Parkview Health Fort Wayne, Indiana · January 2015 – April 2017 Work

    Parkview Health

    Medical simulation for high-risk, low-volume diagnostic scenarios.

    • Built simulation decision flowcharts with physicians for high-risk, low-volume diagnostic scenarios across more than forty diseases, contributing to over eight hundred hours of medical simulation.
    • Instructed more than four hundred and forty hours on Simbionix VR, Laerdal mannequins and procedure task trainers.
    • Digitised employee influenza vaccination records, replacing paper processing with an online system.
    • Built the department's website, online scheduling and feedback mechanism; client engagement rose year over year.
    Simbionix VRLaerdalTraining

    What they said · one recommendation, quoted as written from LinkedIn

    Matt StieberTeammate ·

    I have had the distinct pleasure of knowing and working with Spencer for the past three years. I have always found Spencer to be a highly engaged, acutely innovative person. He has an innate ability to work as member of a team, combined with a strong capacity to perform independently, yet still possessing a natural gift of leadership.

    I have always found Spencer to be a highly engaged, acutely innovative person.

    Matt Stieber, teammate
    Read in full
  12. BA Business Administration University of Saint Francis Fort Wayne, Indiana · 2014 – 2017 Education

    University of Saint Francis

    Bachelor's degree, Business Administration.

    • Eagle Scout, Leadership and Service Award and Values in Action Award.
    BA

    Degree · Bachelor of Arts, Business Administration — University of Saint Francis, conferred 2017.

    What they said · one recommendation, quoted as written from LinkedIn

    Ryan NixTeammate ·

    I had the pleasure of working with Spencer in an entrepreneurial training course in college and was taken back by his natural ability to lead. Right out of the gate Spencer was the team leader and helped the entire class stay on track. Spencer has impressive speaking skills, is well organized, is extremely professional, and incredibly bright. He will put in the extra work without hesitation and deliver a high quality product/result in any situation he is put into.

    Right out of the gate Spencer was the team leader and helped the entire class stay on track.

    Ryan Nix, teammate
    Read in full
  13. Dietary aide and maintenance technician Assisted living and senior care Fort Wayne, Indiana · 2009 – 2014 Work

    Where the nutrition device came from: years spent watching meals get estimated rather than measured.

    • Served several hundred residents a day across two senior communities.
    • Kept the temperature, cleaning and audit logs that state inspections run on.
    Senior care

Credentials

Certifications

  • Six Sigma Green Belt (CSSGB)
  • Certified Revenue Cycle Representative (CRCR)
  • Microsoft Power Platform Fundamentals
  • Microsoft Technology Associate: Database Administration Fundamentals

Patent

  • Device for measuring nutritional intake — co-inventor. US 12,056,562 B2, granted by the United States Patent and Trademark Office on 6 August 2024.

Honours and languages

  • Eagle Scout
  • Leadership and Service Award
  • Values in Action Award
  • Best Dissertation
  • English (native), Spanish (limited working)

Domain and stack

Domain

Revenue cycle management and medical claims: EDI 837 and 835, denials, payor contracts, prior authorisation, financial close and unit reporting. Before that, post-acute and value-based care analytics, clinical trials and population health.

Stack

Snowflake, SQL, Python, AWS (ECS, ALB, Terraform, ECR), GitLab CI/CD, Bedrock and other large-language-model tooling, Power BI and Tableau. On the desktop side: GTK4 and libadwaita, GNOME Shell extensions, Go, and Debian packaging.

What I work on

Helios

A native GTK4 desktop for coding agents — Claude Code, OpenAI Codex and OpenRouter — with permissions, budgets and plans where you can see them.

BitAgent

A self-hosted DHT crawler and indexer for the *arr stack that learns from what your library actually keeps. A fork of bitmagnet, credited as such.

XNote and XNote Placement

Sticky notes rebuilt for GNOME on Wayland, with encrypted backup, and the Shell extension that puts each note back where it was.

SnipSnap

Screenshots on GNOME Wayland without the permission dialog, with the selection drawn inside the compositor. A fork of Flameshot.

NorviOS

The desktop the rest of this runs on: Ubuntu 26.04 rebranded from the boot splash to Settings, with GTK windows turned to frosted glass — all reversible with one command.

How I work

Measure the mechanism

A fix is not done when the symptom goes away; it is done when the instrument that would have caught it reads non-zero. Every app ships with the metrics or the test that proves its own claim.

Prove the replacement before you retire the original

The habit comes from the day job, where a new data model is not trusted because it was built carefully but because it was tested line for line against the one it replaces. Nothing here is cut over on a date; it is cut over on evidence.

Release mirrors, not moving targets

Development happens in a private tree; every tagged release is exported through an automated gate that refuses anything that should not be public. What you clone is exactly what was reviewed.

Forks stay honest

Three of the six projects descend from someone else's work. They keep the upstream licence, notices and authors, and say plainly what is upstream's and what is new.

Your data stays yours

I run all of this on my own machines, so the question "what leaves the box?" gets asked first, and answered in each README.

Automate the toil, don't absorb it

Helios exists because I spend my working day directing coding agents and wanted the permissions, the spend and the plan somewhere I could see them. Every app here started as my own repeated annoyance.

Elsewhere

There is no e-mail address on this site; that is deliberate. Each repository's issue chooser, Discussions and private vulnerability reporting are the routes, and they are answered as time allows.