Evidence · Practice · Stack
Skills Matrix
Clean, filterable skills matrix.
Core skills
GAMP 5
Professional practice
Risk-based computer system validation following GAMP 5 principles for GxP-relevant systems in regulated IT.
Change Assessments
Professional practice
Assessing changes for GxP relevance, risk, test scope, responsibilities and acceptance criteria.
Requirements Engineering
Professional practice
Turning business and regulatory needs into clear, testable requirements and acceptance criteria.
Product Discovery & SaaS
Project experience
Problem framing, user flows, MVP scope and SaaS design for Insurana, from concept through technical architecture.
Svelte & SvelteKit
Project experience
Routing, server-side rendering, forms and internationalisation for this portfolio and Insurana.
TypeScript
Project experience
Type-safe frontend and server logic in this multilingual portfolio and the Insurana web platform.
Python
Professional practice
Data processing, analysis and backend logic for DLT work, automation and the Insurana architecture.
FastAPI
Project experience
Modular backend and business logic for Insurana using Pydantic models, OpenAPI and a clear service layer.
Transaction Reconstruction & FIFO
Professional practice
The professional work and data context covered more than 200,000 transactions, including reconstruction, FIFO cost basis and tax-relevant data.
Tokens & NFTs
Professional practice
The professional work and data context covered more than 300 tokens, including the interpretation of fungible-token and NFT transfers, metadata and balances.
Docker & Compose
Project experience
Containerised development and operating environments with Docker Compose for reproducible multi-service projects.
Automated Testing
Project experience
Backend, integration, end-to-end and accessibility tests using Pytest and Playwright.
Git & GitHub
Professional practice
Version control, branching, reviews, issues and traceable changes across professional and personal projects.
ServiceNow
Professional practice
Tool experience with change records, approvals, responsibilities and validation evidence in regulated IT.