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.