undersköterskajobb.se

undersköterskajobb.se is a niche Swedish healthcare job platform focused on improving job matching for undersköterskor and other healthcare workers. The project combines job ingestion, structured search, and location-aware listing pages around a specific professional audience.

Data pipeline

• Job ingestion from Swedish open-data sources with scheduled polling
• Classification and normalization that turns inconsistent source data into structured, searchable listings
• Matching logic based on role, location, and listing attributes
• Search-oriented pages for locations, roles, and healthcare job categories

Technical stack

• Next.js with TypeScript, Prisma, PostgreSQL
• Background workers handling ingestion, enrichment, and matching
• Analytics instrumentation for understanding usage patterns
• Admin tooling for reviewing and managing listings

What it required

The main challenge was making messy public job data useful. Listings needed to be normalized, categorized, and presented in a way that made sense for people searching within healthcare. That made the data model and ingestion pipeline as important as the interface.