Available for Domain Mapping Projects

Matthew David Scott

AI-Enabled Strategist & Synthesist

I turn complex, unfamiliar domains into structured, decision-ready maps using AI as leverage. Give me a domain and an objective—I'll deliver an artifact operators can validate and execute. A decade navigating regulated systems and technical complexity proves the method; AI tooling accelerates it.

Proven in:Healthcare/CMSSecurityCareer SystemsMusic Education

The Synthesis Method

A repeatable approach to turning complexity into clarity.

1

Enter unfamiliar domain

Regulatory systems, fragmented data, unclear processes

2

Map patterns and structures

Extract patterns that reveal decision points

3

Build validation system

Create feedback loops for operators

4

Deliver executable artifact

Not docs—working systems

Proof Across Domains

CareerTraction

19% response rate vs 5-11% industry avg

SecurityPhishGuard

87% detection, <15ms response

MusicGuitar Platform

100+ structured lessons with MIDI validation

HealthcareCMS Compliance

0 critical defects, 100+ deliverables/year

Portfolio

Domain maps turned into working systems. Each project proves the method.

Key Career Achievements

Highlighting proven impact in efficiency, quality, and technical leadership.

0%

Reduction in Manual Work

Job search: 65 min → 20 min per application

0

Years in Regulated Domains

Healthcare, CMS compliance, Medicare systems

0

Critical Defects

On 100+ annual compliance deliverables

Interactive Career Journey

An overview of my professional evolution. Click each title to expand.

AI-Enabled Strategist & Builder

Independent Practice

2024 - Present

Domain Analyst & Systems Navigator

Fortune 50 Healthcare

2016 - 2025

Digital Strategist & Content Systems

Marketing Agency

2012 - 2016

Capabilities

The toolkit for turning complex domains into structured, actionable outputs.

ClaudeGPT-4spaCy NLPscikit-learnPythonSQLMarkdownTypeScriptReactNext.jsFastAPISupabasePostgreSQLVercelDockerGitHub Actions

Project Showcase

A selection of recent work demonstrating key capabilities.

Career Domain: Process Automation

Python/FastAPI/React

Mapped the job search domain—applications, responses, follow-ups—into a structured system. Identified inefficiencies, built automation, reduced friction by 69%.

  • Synthesized chaotic job search process into structured, repeatable workflow.
  • Built AI-powered classification to auto-sort responses (95% accuracy).
  • Created ATS optimization engine using NLP pattern extraction—3-5x response rate improvement.
  • Result: 65 min → 20 min per application. Operators (job seekers) validate and execute.

Personal Domain: Life Coordination

React/TypeScript/Supabase

Mapped personal coordination complexity into a structured PWA. Offline-first, real-time sync, operator-friendly interface.

  • Translated messy personal planning into structured, actionable views.
  • Built offline-capable system so operators can use it anywhere.
  • Achieved 98 Lighthouse score—fast, accessible, production-ready.

Security Domain: Threat Synthesis

Python/ML

Mapped email threat patterns into a detection system. 87% accuracy identifying phishing attempts from legitimate messages.

  • Synthesized 10,000+ email patterns into threat classification model.
  • Built real-time classification for enterprise security operators.
  • Extracted 2,039 structural features that distinguish threats from noise.
  • Result: <15ms response time. Security operators validate and act.