🔍Personalized Job Feed & Search

Access thousands of opportunities across all industries in Finland. Your feed is personalized based on your profile preferences (job categories, locations, languages, skill levels). Use the unified search with advanced filters to narrow down by keywords, job level, job type, city, and language.

What This Feature Does

Personalized Job Feed & Search brings aggregated job listings from multiple sources into a single interface tailored for Finland. Your feed is driven by your profile preferences and supports powerful search and filtering.

Key Capabilities

For You Feed

  • Jobs personalized by your job categories, locations, languages, and skill levels (from Settings → Preferences)

  • Updates when you change preferences

Category Feeds

  • Browse jobs by category (e.g. Information Technology, Healthcare, Hospitality)

  • Switch categories from the sidebar or feed

  • Curated feeds for your profession and career goals

Unified Search

  • Keyword search (min 2 chars, max 100)

  • Filters: company, category, pagination

  • Advanced filters (in the UI):

    • Job levels: Intern, Junior, Mid-Senior, Senior

    • Job types: Full-time, Part-time, Contract, Freelance, Remote, Hybrid

    • Cities: Finland cities

    • Languages: Finnish, English, Swedish

  • Sort options for relevance and recency

Data Quality

  • Jobs are cleaned, normalized, and categorized using a Hybrid rules (AI classification approach + Keywords embedding)

  • Each listing links to the original job source where you complete your application

  • Few percentage of job cateogies might be under incorrect classification. Users can hide or report those.

How to Use

  1. Complete onboarding and set preferences so your For You feed is relevant

  2. Use the Dashboard (Feed) to browse personalized or category-based jobs

  3. Use the Search page to run keyword searches with advanced filters

  4. Click through to the original job page to read full details and submit your application

Best Practices

  • Start broad, then narrow - Use Jobkeskus to get a broad view, then refine with filters

  • Save promising opportunities immediately so you don't lose track

  • Check notifications regularly - New listings appear as sources are updated every hour

  • Clear search cache after engagement (Update preferences from Settings → Preferences) if results feel stale

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