Experience

Resume

  1. Jun 2026 – Sep 2026

    Data Engineer (Contract Consultant)

    Exequt · client: US medical professional liability insurer

    • Led the technical audit and recovery of an AI-assisted migration from a legacy IBM i (DB2) system to a Microsoft Fabric warehouse, deployed entirely through CI/CD.
    • Modelled the claims domain (claims, payments, reserves, recoveries, reinsurance, written premium) for actuarial and finance users, reconciled to the legacy system after every load.
    • Cut Fabric capacity cost by ~80% by moving the always-on silver and gold layers to incremental loads on scheduled compute.
    • Found that the automated parity tests mixed up measure-level and table-level reconciliation, which made the migration look more accurate than it was. Redesigned validation and widened the goal to a governed enterprise warehouse.
    • Built the governance framework: load-audit and metadata tables, sensitivity and endorsement labels, and dynamic role-based access driven by Entra ID.
    • Restored point-in-time recovery by enabling time-travel retention on ~95% of bronze tables.
    • Owned Terraform across three roots (azurerm + Fabric) and the ticket → GitLab CI → Fabric delivery standard. Modular pipelines let a failed stage rerun on its own.
  2. Jul 2022 – May 2026

    Data Engineer

    Emeria, London

    • Replaced Salesforce as the reporting source of truth for property data with a Snowflake warehouse consolidating Qube MRI, Reapit, DataStation and on-premises SQL Server, with Power BI reporting that saved 8 hours a week of manual processing.
    • Built reusable, parameterised ELT with Fivetran metadata, dbt vars, macros and artifacts, and Python UDFs, on a medallion architecture across AWS and Microsoft stacks.
    • Cut pipeline processing time by ~80% through table redesign, clustering, materialized views, parallel jobs and better orchestration.
    • Introduced Kimball modelling across the organisation, cutting report load time from 2 hours to 30 minutes.
    • Reduced health & safety data retrieval from 5 hours to 10 minutes with centralised reporting datasets.
    • Set engineering standards for version control, testing, deployment and IaC (GitHub, Terraform, CI/CD) in line with ISO 27001 and 9001.
  3. Jul 2021 – Jul 2022

    Data Analyst Lead

    Modulr Finance, UK

    • Worked with data engineering on pipelines feeding management-information datasets; owned data governance through a CRM warehouse migration.
  4. Feb 2019 – Jul 2021

    Data Analyst Specialist

    Tutora, UK

    • Automated manual data collection and reporting; built Python + Power BI customer segmentation.

Domains

  • Insurance: claims, reserves, reinsurance
  • Property management
  • Fintech

Languages

  • Python
  • SQL
  • PySpark
  • DAX
  • Jinja (dbt)

Platforms

  • Microsoft Fabric
  • Azure
  • Snowflake
  • AWS
  • SQL Server
  • IBM i (DB2)

Data

  • dbt
  • Fivetran
  • Delta Lake
  • Kimball modelling
  • Change data capture
  • Data governance

Delivery

  • Terraform
  • Docker
  • GitLab CI
  • Power BI / TMDL
  • Claude agents & MCP

Certifications

Anthropic Claude Academy

  • Claude Code in Action
  • Claude Code 101
  • Introduction to Model Context Protocol
  • Building Effective Human-Agent Teams
  • AI Fluency for Builders
  • Claude Platform 101
  • Claude 101

Cloud & data

  • Snowflake Data Warehouse
  • AWS Cloud Practitioner
  • Google Cloud ML
  • CFI SQL Fundamentals
  • GDPR (iHasco)

Work with me

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