Seth Riley

Data Engineer & AI Solutions Architect

I architect and build scalable, end-to-end data systems that transform complex information into valuable, monetizable API products and intelligent business solutions.

Headshot of Seth Riley, Data Engineer and AI Solutions Architect

Featured Projects

Here is a selection of my work. Note: Some repositories are private to protect sensitive information and will not have public links.

Adhere-API

Backend API for running automated healthcare compliance and eligibility status checks, serving as the data backbone for the Adhere platform.

PythonFastAPIPlaywrightAPI Design

AiDGENT Platform

The core intelligent agent platform for Acceling Software. A massive Python-based project for automation, data extraction, and processing.

PythonMachine LearningAutomationTcl

Adhere (Electron App)

A cross-platform desktop application for healthcare compliance, built with Electron and featuring robust data handling and a rich user interface.

JavaScriptElectronCSSHTMLDesktop App

PrivatePayLTSS

A full-stack web portal for Absolute Caregivers' private pay clients, featuring user auth and Stripe payment integration.

Vue.jsViteFirebaseStripe

AutoSyncPro-Electron

A professional data synchronization desktop application built with Electron, featuring a complex JavaScript frontend for syncing data.

JavaScriptElectronNode.jsCSS

serverless_api_router

A Next.js project demonstrating a serverless API architecture connected to a Neon serverless Postgres database for scalable performance.

Next.jsServerlessPostgreSQLPrisma

Visit-Note-Generation

A complex Python-based system to automate the generation of visit notes from raw data, heavily utilizing data processing and templating.

PythonData ProcessingAutomationPDF

Pokemon Card Analyzer

A fun personal project that uses multiple APIs (including OCR with Tesseract.js) to identify, evaluate, and value Pokémon cards from an image.

JavaScriptNode.jsTesseract.jsAxios

Acceling-Software WebApp

The primary web application for Acceling Software, developed to deliver a wide range of business solutions using modern web technologies.

JavaScriptCSSHTMLFull-Stack

Core Technologies & Stack

Cloud & DevOps

Azure (Container Apps, Data Factory)Oracle Cloud (OCI)DockerGitGitHub Actions (CI/CD)CronBash Scripting

Data Engineering & Warehousing

Python (Pandas, PySpark)SQLETL / ELTOraclePostgreSQLSnowflakeData ArchitectureData ModelingData Governance

Backend & API Development

FlaskFastAPINode.jsExpress.jsREST APIsWebhooksNginxAPI Design & SecurityMicroservices

AI & Machine Learning

Google Gemini APINatural Language Processing (NLP)Predictive ModelingScikit-learnJupyter NotebooksLangChain

Frontend & Visualization

Next.jsVue.jsReactJavaScript/TypeScriptElectronTableauPower BIMetabaseDAX

Professional Experience

Director of Data Engineering & AI Solutions

Acceling Software LLC

July 2024 - Present

  • Spearheaded a multi-disciplinary engineering team to architect and deploy end-to-end data solutions, transforming raw data into monetizable API products.
  • Engineered a cloud data platform on Azure and OCI that successfully supported a 400% user base increase without performance degradation.
  • Delivered a 400% revenue uplift by launching a new API-first data product, managing the entire lifecycle from data ingestion to monetization.
  • Automated over 90% of manual data processing by deploying a fleet of resilient Playwright scrapers and ETL jobs.

Director of Innovation and Intake

Absolute Caregivers, LLC

Mar 2022 – Present

  • Architected and executed a complete overhaul of the patient intake and data management infrastructure, enabling a 400% increase in patient base capacity.
  • Championed the company's innovation strategy, deploying new technologies like predictive analytics and process automation tools.
  • Led quarterly, company-wide business intelligence presentations, translating complex performance metrics into actionable insights for executive leadership.
  • Developed and governed the enterprise data strategy, establishing KPIs and data governance policies.

Lead Data Analyst

Ability Home Health LLC

Mar 2022 – Present

  • Analyzed large-scale healthcare datasets to optimize business operations, contributing to a 15% increase in operational efficiency.
  • Developed and maintained Tableau dashboards for executive reporting on key healthcare metrics.

Data Integrity & Project Coordination

Custom Concrete

Mar 2020 – Mar 2022

  • Managed construction projects valued at up to $15M, leveraging MS Project to track timelines, analyze costs, and improve estimate accuracy.
  • Analyzed cross-departmental datasets (Sales, Finance) to identify performance trends and provide data-driven recommendations.