Principal Data & ML Ops Architect

Innovative Crushing & Aggregate Inc
Arlington, TX, United States
7 days ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Working hours
Regular working hours

Tech stack

Application Programming Interfaces (APIs) Artificial Intelligence Data Analysis Architectural Patterns Automated Storage and Retrieval Systems Audit Trail Batch Processing Big Data Cloud Computing Databases Data Control Information Engineering
+17 more
Extract Transform Load (ETL) Data Recovery DevOps Distributed Data Store Distributed Systems Identity and Access Management Python (Programming Language) Metadata Operational Databases SQL Databases Unstructured Data Workflow Management Systems Privacy Controls Scripting Data Management Machine Learning Operations Automation Anywhere

Job description

We are seeking a hands-on Principal Data & ML Ops Architect to lead the architecture of our data and document-intelligence platforms. ICA works across healthcare, federal health, regulatory and life-sciences environments, building systems that turn complex structured and unstructured data into reliable, actionable intelligence.

This role is responsible for designing scalable platforms that ingest, process, govern, and serve large volumes of data and documents for analytics, AI/ML, RAG, search, and operational applications. You will help modernize and unify existing platforms while establishing reusable architectural patterns for new solutions., * Architect large-scale data and document-processing platforms, from ingestion through downstream consumption.

  • Design robust patterns for document parsing, extraction, normalization, validation, storage, search, human review, and reprocessing.
  • Establish standards for schemas, metadata, lineage, provenance, data quality, reproducibility, and auditability.
  • Design reliable ingestion and transformation pipelines using APIs, files, batch processing, and streaming where appropriate.
  • Create platform patterns that enable Data Science and AI prototypes to become secure, maintainable production solutions.
  • Architect data and retrieval foundations supporting RAG, analytics, AI workflows, evaluation, and feedback loops.
  • Make architecture decisions involving scalability, reliability, security, privacy, cost, and operational complexity.
  • Lead technical design reviews, investigate production failures, mentor engineers, and work across Data Engineering, Data Science, DevOps/MLOps, Product, Security, and client teams.
  • Remain technically hands-on enough to review and develop Python, SQL, schemas, APIs, and production data pipelines.

Requirements

  • Deep experience architecting and owning production data platforms or distributed data systems.
  • Strong Python, SQL, data modeling, ETL/ELT, workflow orchestration, and cloud-data-platform experience.
  • Significant experience with unstructured data or document-processing systems at scale.
  • Strong understanding of metadata, schema evolution, lineage, provenance, data quality, observability, retries, replay, backfills, and recovery.
  • Experience designing systems with sensitive-data controls, governance, access management, and audit requirements.
  • Strong understanding of how modern AI/ML and retrieval systems depend on production data architecture.
  • Demonstrated technical judgment, ownership, problem solving, and ability to challenge fragile or overly complex designs.
  • Strong technical communication and decision-making skills.
  • Must be authorized to work in the United States and have lived in the US for 3 or more consecutive years.
  • Must be able and willing to obtain a Public Trust Clearance

PREFERRED QUALIFICATIONS:

  • Experience in healthcare, life sciences, government, regulated industries, PHI/PII, or GDPR environments is valuable, but not required.

UNAUTHORIZED USE OF AI ASSISTIVE TECHNOLOGY: All application materials must be your own original work, and interviews must be completed independently. The use of AI-generated content or AI-assisted technologies during the application or interview process is prohibited unless interviewers provide explicit permission for specific activities during a live technical assessment. Any unauthorized use of AI will result in disqualification from the hiring process., LOCATION & TELEWORKThis is a remote position following Eastern Standard Time (EST). Candidates residing in the DMV area preferred., Application Programming Interface (API), Architectural Services, Artificial Intelligence (AI), Auditing, Biology, Building Systems, Cloud Computing, Communication Skills, Customer Support/Service, Data Analysis, Data Management, Data Modeling, Data Quality, Data Recovery, Data Science, Database Extract Transform and Load (ETL), Department of Health and Human Services, DevOps, Distributed Computing, Environmental Sciences, Establish Priorities, Federal Government, Federal Laws and Regulations, Flexible Spending Accounts, Government, Healthcare, Mentoring, Metadata, Privacy Controls, Problem Solving Skills, Production Systems, Prototyping, Python Programming/Scripting Language, SQL (Structured Query Language), Small Company, Structured Data, Team Player, Technical Leadership, Technical/Engineering Design, Unstructured Data, Work From Home, Workflow Analysis

Benefits & conditions

We invest in our team members so you can live your best life professionally and personally, offering a competitive salary and benefits.

  • Health Insurance -100% employer-paid premiums - ICA covers the full cost of one of three offered medical plans
  • Dental Insurance
  • Vision insurance
  • Health Spending Account
  • Flexible Spending Account
  • Life and Disability insurance
  • 401(k) plan with company match
  • Paid Time Off (Vacation, Sick Leave and Holidays)
  • Education and Professional Development Assistance
  • Remote work from anywhere within the continental United States

About the company

ICA, Inc. is a rapidly growing company, located in the D.C./Metro area. We were founded in 2009 to assist government clients with evaluating and achieving their objectives. We have become a trusted advisor helping our clients by offering cutting-edge innovation and solutions to complex projects. Our small company has grown significantly, and we’re overjoyed at the opportunity to expand yet again!

We are results-focused and have a proven track record supporting federal agencies and large government services primes in three main areas: Research and Data Analysis, Advanced-Data Science, and Strategic Services. We currently support multiple analytics and research programs across HHS.

At ICA, we believe our success starts with our people. We foster a collaborative “one team” environment where work-life balance isn’t just talked about - it’s prioritized. We’re building dynamic, highly skilled teams in a welcoming and supportive atmosphere. If you’re passionate about using your technical expertise to make a difference, we want to talk to you.

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