Big Iron Bank

Scott Baker

Data engineer · Scala · Apache Spark · Delta Lake · healthcare pipelines · 12+ years in enterprise IT, security and compliance
Phoenix, Arizona · Remote only · entropa.space · github.com/aimozart

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Summary

I'm a data engineer (Scala and Apache Spark) with 12+ years in enterprise IT, security and compliance, so I build pipelines security-first: masking, access control, audit trails and honest limits are part of the design. I hold the Databricks Certified Associate Developer for Apache Spark (Scala). I'm building in public a nightly batch pipeline on synthetic healthcare data with four layers (bronze, silver, gold, platinum): tests first, idempotent reruns, quarantine with reasons, and every run benchmarked and published as I optimise, at hippagrchealthcare.site and GitHub (in progress, not yet professional experience). I write the Scala; Mr. Spock, an AI architect and reviewer, is credited as a contributor, and AI assistance is disclosed, reviewed and tested.

I work test-first and deterministically: I forecast the outcome, pin every input, confirm a test fails for the stated reason before writing the code, and prove the result against the forecast. The evidence is in my own project, Entropa: its Rust implementation had 207 passing automated tests (documented 2026-08-23), byte-exact known-answer tests against NIST's official FIPS-204 vectors, JSON contract tests, and secret scanning in pre-commit and CI with 0 real leaks across the full history. My AI-assisted engineering follows a documented plan, prove, prune cycle in which claims are checked and corrected, not assumed: Paxel chat log.

Before that, 12+ years in regulated enterprise environments: I helped take a healthcare organization to official HITRUST certification (evidence for every control, Qualys and OpenVAS vulnerability scanning turned into remediation plans), ran baseline-configuration audits across a global fleet, wrote the SOPs and remediation documentation that enforced procedure, and administered Windows and Linux systems at scale (Active Directory, Group Policy, SCCM across all its functions; Windows XP → 7 → 10 and 7 → 11 migrations). The same discipline as a regression suite.

I hold the AWS Certified Solutions Architect – Associate and Databricks Certified Associate Developer for Apache Spark (Scala) certifications and an SCCM Administration certificate. Remote only.

Skills

Experience

Systems Administrator, independent projects

Phoenix, AZ (remote) · Dec 2022 – present

Senior IT Analyst & Security Administrator · Ultra Clean Technologies

Jun 2019 – Aug 2022

Desktop & Systems Support Engineer · Cognizant (TJ Maxx / HomeGoods account)

Apr 2018 – Jun 2019

Information Security & Compliance Analyst · ECS (acquired by CIOX Health, now Datavant)

Apr 2014 – Oct 2017

Level 3 Linux Systems Engineer · Endurance International Group

Jul 2012 – Feb 2014

Earlier

Education

Get in touch

Goes straight to my inbox. I reply from sbaker@bigironbank.online.