Data & engineering
Data Engineer
Recruit 4/5Retain 4/5
Builds reliable data pipelines, data products and services linking operational systems, analytics and research environments.
Likely AfC: 7–8aEngland basic: £49,387–£64,750Market: £70,000Contract: £500/day
Role detail
Experience: 3–6 years; 6–10 for senior or lead work
Core skills: SQL, Python, orchestration, cloud data platforms, CI/CD, testing, observability and data modelling
Health-specific depth: NHS clinical and operational data, information governance, data quality, FHIR/HL7 awareness, terminology and metadata
Employment model: Own the core capability; use contractors for surge and specialist acceleration.
Data & engineering
Analytics Engineer
Recruit 4/5Retain 4/5
Creates reusable, tested analytical models and trusted data products between engineering and analytics.
Likely AfC: 7–8aEngland basic: £49,387–£64,750Market: £80,000Contract: £525/day
Role detail
Experience: 3–6 years with strong SQL, modelling and software-engineering practice
Core skills: SQL, dbt or equivalent, semantic modelling, version control, testing and BI integration
Health-specific depth: NHS measures and definitions, clinical coding, metadata, data quality and operational analytics
Employment model: Build a substantive core; contract for transition and uplift.
Architecture
Data Architect
Recruit 5/5Retain 5/5
Sets direction across data models, metadata, lifecycle, integration and data products.
Likely AfC: 8b–8cEngland basic: £66,582–£91,609Market: £85,000Contract: £625/day
Role detail
Experience: 7–12 years, including several years designing data across complex organisations
Core skills: enterprise data modelling, metadata, lifecycle, integration, architecture governance and data standards
Health-specific depth: health semantics, FHIR/HL7, openEHR/OMOP awareness, terminology, clinical and research data
Employment model: Own the authority; contract for bounded expertise.
Architecture
Enterprise Architect
Recruit 5/5Retain 4/5
Aligns strategy, capabilities, information, applications and technology across organisational and programme boundaries.
Likely AfC: 8b–8dEngland basic: £66,582–£108,814Market: £87,500Contract: £688/day
Role detail
Experience: 10–15+ years with cross-domain architecture and senior stakeholder experience
Core skills: enterprise architecture, capability modelling, roadmaps, governance, portfolio alignment and stakeholder influence
Health-specific depth: NHS operating model, clinical and information governance, interoperability, procurement and national/local architecture
Employment model: Substantive leadership with selective external challenge and programme augmentation.
Architecture
Solution Architect
Recruit 5/5Retain 4/5
Turns service needs into coherent designs across applications, cloud, integration, security and data.
Likely AfC: 8b–8cEngland basic: £66,582–£91,609Market: £85,175Contract: £625/day
Role detail
Experience: 7–12 years with substantial delivery and architecture experience
Core skills: solution design, cloud, APIs, integration, non-functional requirements and architecture governance
Health-specific depth: clinical safety awareness, NHS interoperability, identity, information governance and supplier ecosystems
Employment model: Blend a substantive architecture community with programme contractors.
Architecture
Integration / Interoperability Architect
Recruit 4/5Retain 4/5
Designs integration patterns across APIs, messaging, events, identity, terminology and healthcare standards.
Likely AfC: 8b–8cEngland basic: £66,582–£91,609Market: £85,000Contract: £605/day
Role detail
Experience: 7–12 years, ideally with enterprise integration plus healthcare interoperability
Core skills: API and event architecture, integration platforms, messaging, identity, interface contracts and observability
Health-specific depth: FHIR, HL7 v2, DICOM/IHE awareness, terminology and NHS national services where relevant
Employment model: Own integration principles and standards; augment delivery with contractors.
AI & advanced analytics
AI Architect
Recruit 5/5Retain 5/5
Defines AI and GenAI architecture, model lifecycle, data access, evaluation, safety controls, MLOps and integration.
Likely AfC: 8c–9England basic: £79,504–£129,783Market: £95,000Contract: £600/day
Role detail
Experience: 8–15 years overall technology experience with deep AI/ML delivery, architecture and governance
Core skills: AI/ML architecture, LLMs, RAG, MLOps, cloud AI services, evaluation, observability and security
Health-specific depth: clinical safety, health data governance, AI assurance, medical-device boundary, clinical workflows and interoperability
Employment model: Permanent accountable AI architect with a rotating specialist bench.
AI & advanced analytics
Machine Learning / MLOps Engineer
Recruit 5/5Retain 5/5
Turns models into reliable production services through deployment, monitoring, testing and reproducible operations.
Likely AfC: 8a–8bEngland basic: £57,528–£77,368Market: £70,000Contract: £548/day
Role detail
Experience: 4–8 years with production software or data engineering plus ML/MLOps
Core skills: Python, ML frameworks, MLOps, CI/CD, model monitoring, cloud and software engineering
Health-specific depth: clinical data, model assurance, privacy, bias/performance monitoring and clinical safety escalation
Employment model: Blend, moving towards substantive ownership as AI becomes operational.
AI & advanced analytics
Data Scientist
Recruit 4/5Retain 4/5
Applies statistical, machine-learning and experimental methods to clinical, operational and population-health questions.
Likely AfC: 7–8bEngland basic: £49,387–£77,368Market: £80,000Contract: £563/day
Role detail
Experience: 3–8 years; senior roles often need postgraduate-level statistical or computational depth
Core skills: statistics, Python/R, machine learning, experimental design, visualisation and reproducibility
Health-specific depth: clinical interpretation, health inequalities, information governance, causal caution and research governance
Employment model: Substantive core with specialist external support.
Platforms, cyber & operations
Platform / Cloud Engineer
Recruit 4/5Retain 4/5
Builds and operates cloud, platform, automation and developer capabilities for secure repeatable delivery.
Likely AfC: 7–8bEngland basic: £49,387–£77,368Market: £80,000Contract: £538/day
Role detail
Experience: 4–8 years depending on engineering depth and operational accountability
Core skills: Azure/AWS/GCP, IaC, containers, CI/CD, observability, SRE/DevOps and networking
Health-specific depth: NHS security controls, information governance, clinical-service resilience and supplier integration
Employment model: Substantive platform team with time-limited specialist augmentation.
Platforms, cyber & operations
Security Architect
Recruit 5/5Retain 5/5
Defines security architecture, threat controls and secure design across applications, data, infrastructure and cloud.
Likely AfC: 8b–8cEngland basic: £66,582–£91,609Market: £86,000Contract: £625/day
Role detail
Experience: 7–12 years, often with security engineering plus architecture experience
Core skills: security architecture, threat modelling, IAM, cloud security, zero trust, risk assessment and secure-by-design
Health-specific depth: NHS cyber assurance, DSPT/CAF awareness, clinical-risk interfaces, health confidentiality and supplier assurance
Employment model: Own security authority; buy specialist depth selectively.
Data governance & semantics
Data Governance & Metadata Lead
Recruit 3/5Retain 3/5
Defines data ownership, stewardship, quality, metadata, policy and decision rights across the lifecycle.
Likely AfC: 8a–8bEngland basic: £57,528–£77,368Market: £71,000Contract: £546/day
Role detail
Experience: 5–10 years, ideally combining governance practice with enough technical depth to influence delivery
Core skills: data governance, metadata, quality, policy, stewardship, lifecycle and facilitation
Health-specific depth: clinical accountability, records/IG interfaces, data standards, terminology and research governance
Employment model: Own governance; contract for setup and independent review.
Clinical informatics & assurance
Clinical Informatician / Clinical Data Lead
Recruit 4/5Retain 3/5
Bridges clinical practice, information, workflow and digital design so technology reflects care.
Likely AfC: 8a–8c*England basic: £57,528–£91,609Market: No robust benchmarkContract: No robust benchmark
Role detail
Experience: Typically 5–10+ years of clinical/informatics experience; may sit on clinical rather than AfC pay scales
Core skills: clinical informatics, workflow analysis, requirements, clinical modelling, stakeholder facilitation and change
Health-specific depth: clinical practice, patient safety, terminology, EPR workflows, clinical governance and interoperability
Employment model: Substantive by default; use interims for transformation peaks.
Clinical informatics & assurance
Terminology & Information Standards Specialist
Recruit 5/5Retain 3/5
Manages clinical terminology, value sets, information definitions, standards interpretation and semantic conformance.
Likely AfC: 7–8aEngland basic: £49,387–£64,750Market: No robust benchmarkContract: No robust benchmark
Role detail
Experience: 5–8 years, usually with specialist terminology, coding, modelling or interoperability experience
Core skills: terminology services, information modelling, value sets, conformance, metadata and standards governance
Health-specific depth: SNOMED CT, dm+d, FHIR bindings, clinical coding, UK information standards and semantic interoperability
Employment model: Own the semantic authority; use specialists for migration and uplift.
Clinical informatics & assurance
Clinical Safety Officer / Digital Clinical Safety Specialist
Recruit 4/5Retain 3/5
Leads clinical risk management for health IT, ensuring hazards, controls, safety cases and operational changes are governed.
Likely AfC: 8a–8c*England basic: £57,528–£91,609Market: No robust benchmarkContract: No robust benchmark
Role detail
Experience: Usually 5–10+ years combining clinical, safety and digital experience
Core skills: hazard management, safety cases, risk controls, assurance, incident learning and change control
Health-specific depth: DCB0129/DCB0160, clinical workflow, patient safety, medical-device interfaces and AI assurance
Employment model: Substantive accountable CSO capability plus external assurance where useful.