Data Governance & AI Consultant

Data Governance & AI Consultant

Full-Time No working from home possible
CALIO Consulting Group

Location: UK (Hybrid) with travel to client sites 2 days p/w across Bristol, Portsmouth and Taunton

Contract: Permanent, full-time

Security clearance: Minimum SC (active & lapsed would be ok)

Notice - ideally 1 month notice

Briefing notes:

  • Defence experience desirable
  • Sonar work and underwater mapping
  • Hydrographic office experience would be interesting
  • Oil & gas also another transferable industry due to work in seas

Why this role matters

Our customer partners with UK Central Government and Defence to deliver trusted, value-driven data and AI outcomes. We're recruiting a Senior Data & AI Governance Consultant to help clients build robust data governance foundations and adopt responsible, well-assured AI. You'll work under broad direction to deliver engagements, advise on good practice, and create practical artefacts-policies, standards, operating models, and evaluation frameworks-that measurably improve data quality, model reliability, risk posture, and compliance.

What you'll do

Delivery & client engagement (SFIA L4 - Enable)

  • Deliver data governance workstreams: policies & standards, roles & RACI, stewardship models, data issue management, and data quality measurement & remediation.
  • Design and implement metadata & cataloguing (business glossary, lineage capture, classification & sensitivity labels) using client-standard platforms.
  • Contribute to AI assurance across the lifecycle:
  • Training data readiness (provenance, quality, representativeness, bias checks, privacy & IP considerations, synthetic data controls).
  • Model selection support (fit-for-purpose criteria, interpretability needs, security constraints, compute/cost trade-offs).
  • Test & evaluation (appropriate metrics and acceptance thresholds; robustness, fairness, privacy, and safety testing; secure red-teaming where applicable).
  • Operational governance (monitoring KPIs, drift detection, incident response, change control, and regular re-evaluation & re-training with realistic datasets).
  • Author clear artefacts: governance frameworks, operating procedures, evaluation plans, model cards/datasheets, risk assessments, and assurance reports.
  • Run workshops and interviews with stakeholders, capturing requirements and converting them into actionable designs and backlogs.
  • Support benefits tracking (e.g., DQ uplift, lineage coverage, model performance stability, incident reduction).

Methods, tools & assurance

  • Apply and tailor customer playbooks for data governance and AI assurance (policy templates, DQ standards, risk & control libraries, evaluation checklists).
  • Configure/enable client tools (e.g., Microsoft Purview for governance/lineage/labels; Azure ML / Databricks / Fabric for MLOps, model registry, monitoring; Power BI governance).
  • Contribute to assurance reviews and quality gates; maintain well-structured evidence for audits and approvals.

Consulting & collaboration

  • Work in multi-disciplinary teams with data architects, platform engineers, and security colleagues; manage day-to-day stakeholder communications.
  • Contribute to proposals and estimates; create slideware and demos for pre-sales and discovery.
  • Coach junior consultants; share knowledge through internal communities of practice.

What you'll bring (Essential)

  • Proven experience in data governance delivery, including:
  • Policy & standards, stewardship models, RACI, decision forums.
  • Data quality (dimensions, rules, scorecards, monitoring, remediation).
  • Metadata & catalogue adoption (business glossary, lineage, classification & sensitivity).
  • Privacy & protection in data handling (e.g., DPIAs, retention, access control, auditability).
  • Practical understanding of AI assurance, covering:
  • Training data preparation and validation (provenance, quality, representativeness, bias mitigation).
  • Model selection considerations (interpretability, performance, risk, security constraints).
  • Testing & evaluation (appropriate metrics, benchmarking, robustness/fairness/privacy tests, safe red-team exercises).
  • In-life governance (monitoring, drift detection, risk logging, periodic re-evaluation and re-training with realistic data, change approvals).
  • Strong consulting fundamentals: structured problem-solving, facilitation, documentation, and stakeholder communication.
  • Ability to work under general direction, plan own work, and enable others-aligned to SFIA Level 4 expectations.
  • Excellent written/spoken English.
  • Minimum SC clearance (active) and willingness to travel to UK client sites.

Desirable

  • Experience in UK Central Government, Defence, or other regulated/public sector environments.
  • Familiarity with established frameworks/standards (e.g., DAMA-DMBOK for data; NIST AI RMF 1.0, ISO/IEC 23894 AI risk management, ISO/IEC 27001, UK GDPR/DPA 2018).
  • Hands-on exposure to one or more platforms: Microsoft Purview, Azure ML, Databricks/MLflow, Azure Fabric, Power BI governance; plus experience with data catalogues (e.g., Collibra, Alation) is a bonus.
  • Exposure to MLOps processes (model registry, approval workflows, monitoring, incidents & rollbacks) and risk/control libraries (e.g., bias, robustness, security, IP, privacy).
  • Awareness of secure development and deployment constraints (e.g., air-gapped networks, protective monitoring, model and data escrow).

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CALIO Consulting Group

Contact Details:

CALIO Consulting Group Recruitment Team