The Engineering
Case Studies Hub
A recruiter-friendly platform connecting healthcare operations, AI quality, and practical software engineering.
Recruiters do not have time to decode scattered projects.
Hiring managers should not have to guess what a project proves.
A portfolio is a communication system.
For recruiters and hiring managers, a good portfolio should answer practical questions quickly.
I built this hub to answer exactly five things:
Bridging Operations & Engineering
Before building software projects, I worked inside healthcare workflows:
- Revenue cycle management & billing
- Data validation & payer rules
- Operational problem solving
That experience shaped how I think as an engineer. I wanted my portfolio to show how I think through systems, data, users, and engineering tradeoffs.
In healthcare, small workflow gaps create real problems.
A missing validation step leads to a billing error.
A confusing interface slows down users under pressure.
A weak data workflow makes reporting unreliable.
A poorly explained AI output creates trust issues.
The most important engineering decision:
Case Studies over Simple Tiles.
A Project Tile
Shows that something exists. It lists libraries and shows a screenshot.
A Case Study
Shows why it exists. It connects a real workflow problem to a software solution.
Engineering the Hub
I built the hub with React and Tailwind CSS.
The structure is intentional: A recruiter can scan quickly. A hiring manager can understand the problem. An engineer can look deeper into the tech.
Modal Views
Reviewers can open each case study without ever losing their place on the page.
The Project Range
Together, they help a reviewer see my range without losing the thread of my core value.
AI Quality & Data
- Data Annotation Workflows
Consensus Logic & Quality Control - Weather Outfit ADK
Gemini 2.0 Multi-Agent System - MedCode Pro
AI Validation against NCCI Rules
Healthcare Ops
- NexGen RCM Intelligence
Autonomous Eligibility Bots - Healthcare RCM Analytics
Financial Data Visualization - MediTab Healthcare
RBAC & HIPAA Compliance
Full Stack & Auto
- Lumina Family OS
React & IndexedDB (Local-First) - Voice to Asana Tasks
Whisper Audio to API Pipelines
The RCM to Engineering Advantage
Complexity
Managing payer claim rules helped me understand and structure complex system logic.
Validation
Working with strict medical billing accuracy helped me understand data validation.
Automation
Improving manual operational processes helped me understand where automation adds value.
Data Security
Handling healthcare data helped me understand why privacy, access, and auditability matter.
The Engineering Playbook
I do not want recruiters to only see final outputs. I want them to see how I approach ambiguity.
Every case study includes a playbook section explaining my process from problem to production.
"I believe code is a liability, functionality is an asset. I prioritize shipping robust systems over chasing hype."
The biggest lesson I learned from building this hub is that proof of work needs context. Code matters, but explanation matters too.
It helped me see the type of engineering work I want to keep doing: Practical software. Healthcare aware systems. Workflow driven AI. Data quality tools.
Recruiter Signal
Target Titles
Domain Focus
Core Tech Stack
"My strongest fit is where software needs to be understandable, reliable, user-friendly, and connected to real operational problems."
Let's Connect
If you are a recruiter, hiring manager, engineer, or healthcare technology team looking for a Software Engineer with healthcare operations experience and practical engineering projects, I would be happy to connect.
Engineering Case Studies Hub:
https://tabitha-dev.github.io/Engineering-Case-Studies-Hub/Portfolio:
https://code.tabitha.dev/GitHub:
https://github.com/tabitha-dev