Full-Time

Data & AI/ML Architect

Posted on 11/5/2025

Aya Healthcare

Aya Healthcare

10,001+ employees

Tech-driven marketplace for healthcare staffing

Compensation Overview

$200k - $215k/yr

+ Discretionary Bonus

Remote in USA

Remote

Category
Data & Analytics (2)
,
Required Skills
MLOps
Microsoft Azure
Python
Airflow
Apache Spark
SQL
MLflow
AWS
JIRA
Confluence
Databricks
Snowflake
Google Cloud Platform
Requirements
  • Bachelor’s or master’s degree in computer science, Data Engineering, or related field.
  • 8+ years of experience in data architecture, ML engineering, and cloud architecture.
  • Deep experience with cloud data platforms (Azure Synapse, AWS Redshift, GCP BigQuery).
  • Proficiency in Python, SQL, and modern data frameworks (Spark, Databricks, Snowflake, etc.).
  • Strong understanding of Agile frameworks (Scrum, Kanban) and collaboration tools (Jira, Confluence, Azure DevOps).
  • Solid grounding in MLOps, data pipelines, API design, and data security.
Responsibilities
  • Design end-to-end data and AI architectures across cloud and hybrid environments (e.g., Azure, AWS, GCP).
  • Define data and model lifecycle management frameworks that support ingestion, transformation, storage, and consumption at scale.
  • Establish and enforce governance, security, and compliance standards for AI and data usage.
  • Partner with stakeholders in Agile planning sessions, sprint reviews, and backlog prioritization to translate business goals into technical architectures and roadmaps.
  • Develop robust, modular data pipelines using tools such as Databricks, Spark, Airflow, or Synapse.
  • Implement Agile-friendly CI/CD frameworks for data and ML workloads to support incremental delivery and continuous improvement.
  • Optimize systems for real-time analytics, batch processing, and ML training pipelines.
  • Lead the adoption of data lakehouse and semantic layer architectures to unify structured and unstructured data sources.
  • Architect scalable solutions for machine learning, generative AI, and predictive analytics, from experimentation to production deployment.
  • Integrate MLOps and Agile DevOps practices for model lifecycle management, leveraging tools like MLflow, Kubeflow, Vertex AI, or Azure ML.
  • Oversee model governance, explainability, and performance monitoring frameworks.
  • Collaborate with cross-functional teams in Agile sprints to experiment, validate, and iterate on AI prototypes.
  • Champion Agile and DevOps methodologies, promoting iterative development, continuous learning, and feedback-driven improvement.
  • Mentor engineers, data scientists, and analysts in modern AI and data architecture practices.
  • Collaborate closely with product owners, Scrum Masters, and stakeholders to align AI initiatives with business value creation.
  • Stay ahead of emerging trends in data platforms, AI frameworks, and responsible AI governance.
Desired Qualifications
  • Experience with GenAI/LLM-based applications (OpenAI, Anthropic, Azure OpenAI, etc.).
  • Familiarity with vector databases, knowledge graphs, or AI orchestration frameworks.
  • Certifications in cloud or data architecture (e.g., Azure Solutions Architect, AWS Data Analytics Specialty).
  • Excellent communication and leadership skills, able to articulate technical concepts in cross-functional Agile settings.

Aya Healthcare is the largest healthcare staffing company in the United States, running a technology-driven marketplace that connects clinicians—such as travel nurses—with hospitals and health systems to fill temporary and permanent positions. Its platform provides a central database of job opportunities and tools for employers to manage workforce needs, reducing reliance on traditional phone-based recruiting. The company expands through acquiring smaller staffing and technology firms to broaden services like locum tenens and vendor management software, and to extend geographic reach. Aya aims to streamline and modernize the clinical staffing process by pairing qualified clinicians with organizations that need flexible staffing, improving efficiency and access to a wide pool of talent.

Company Size

10,001+

Company Stage

N/A

Total Funding

N/A

Headquarters

San Diego, California

Founded

2001

Your Connections

People at Aya Healthcare who can refer or advise you

Simplify Jobs

Simplify's Take

What believers are saying

  • LotusOne can upsell hospitals on workforce optimization and labor spend control.[1][5]
  • Cross-selling across travel, allied, locums, permanent, and non-clinical staffing deepens account penetration.[1][4]
  • Emily Hazen's 2025 CEO appointment creates continuity after founder Alan Braynin's death.[6]

What critics are saying

  • Post-founder execution risk rises as Emily Hazen replaces Alan Braynin.[6]
  • Arbitration disputes remain a litigation burden despite Aya's favorable O'Dell ruling.[2026]
  • Hospital clients using Aya software can internalize staffing and reduce placement volume.[1][5]

What makes Aya Healthcare unique

  • Largest U.S. healthcare staffing company with a digital labor marketplace.[1][8]
  • Combines staffing, vendor management, float pools, physician services, and predictive analytics.[1][6]
  • Expanded internationally through Locum's Nest and prior U.K. acquisitions.[3]

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Benefits

Health Insurance

Dental Insurance

Vision Insurance

Life Insurance

401(k) Company Match

Paid Sick Leave

Unlimited Paid Time Off

Company News

Qualivis
Aug 25th, 2025
Sailing the Digital Frontier: How Technology is Shaping the Future of Healthcare Staffing

At Qualivis Roundtable 2025, Jason Drucker, chief product officer at Aya Healthcare, delivered a powerful and engaging session in which he explored three essential themes: the state of the healthcare workforce, the role of emerging technology and how to build a more agile and intelligent staffing ecosystem.

Business Wire
Jun 23rd, 2025
Aya Healthcare Acquires Locum’s Nest to Advance Innovative Workforce Solutions in the UK

Aya Healthcare, the largest healthcare talent software and staffing company in the United States, today announced the acquisition of Locum’s Nest, a leading ...

Silicon Canals
Jun 20th, 2025
Aya Healthcare Acquires Locum's Nest to Advance Innovative Workforce Solutions in the UK

SAN DIEGO - (BUSINESS WIRE) - #APPs - Aya Healthcare, the largest healthcare talent software and staffing company in the United States, today announced the acquisition of Locum's Nest, a leading workforce solutions provider in the United Kingdom (U.K.) that connects healthcare professionals with open shifts at National Health Service (NHS) hospitals through a powerful mobile app.

Business Wire
May 2nd, 2025
Aya Healthcare Announces Emily Hazen as Chief Executive Officer

Aya Healthcare announces Emily Hazen as Chief Executive Officer.

Business Wire
Dec 5th, 2024
Aya Healthcare to Acquire Cross Country Healthcare for Approximately $615 Million in Cash

Aya Healthcare and Cross Country Healthcare today announced that they have entered into a definitive agreement whereby Aya will acquire Cross Country

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