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Data Jobs - Skill Co-Occurrence API (AU)

Which skills should you learn next? Pass any data, analytics, BI, ML or AI skill and get the strongest co-occurring tools and techniques in the live Australian market - ranked by PMI and Jaccard.

What this is for

The skill-intelligence Actor produces a single 80 KB JSON snapshot per day. Querying it is fiddly: you have to download it, parse the top_pairs array, filter by skill name on either side of each pair, sort, and slice.

This Actor is a thin query-and-return layer on top of that snapshot. Pass ["dbt", "Airflow"]; get back a clean response showing the top 10 co-occurring skills for each, with PMI / Jaccard / joint-count metrics. Powers learning paths, recruiter-brief generation, and skill-adjacency visualisations without you having to build any of that data plumbing.

How this helps you

Cold-start safe

Three fallback layers in order:

1. Apify key-value store entry latest (set by the Skill Intelligence Actor when it last ran)
2. Local /var/data_intel/latest.json (when running as the cron daemon)
3. Shipped seed snapshot (seed_intelligence.json - 3,113 jobs, 136 skills, 120 pairs)

So buyers see a useful, accurate response on first run, even before the Skill Intelligence Actor has triggered any refresh.

Output

{
 "generated_at": "2026-05-09T...",
 "source": "kvs:latest",
 "is_seed": false,
 "per_skill": {
 "snowflake": {
 "in_market": 165,
 "top_related": [
 {"skill": "dbt", "joint": 65, "pmi": 2.35, "jaccard": 0.299},
 {"skill": "AWS", "joint": 67, "pmi": 1.57, "jaccard": 0.186},
 {"skill": "Azure", "joint": 76, "pmi": 1.18, "jaccard": 0.143},
 ...
 ]
 },
 "rag": { ... },
 ...
 }
}

Full schema in OUTPUT_SCHEMA.json.

Pricing

$0.10 per query (PAY_PER_EVENT, fired as query_resolved - one event per Actor run regardless of how many skills you queried). A power user querying 100 times in a day pays ~$10/month. A casual user pays cents.

Run it

{"skills":["RAG","Snowflake","dbt","GenAI","embedding"]}

Returns the top 10 co-occurring skills for each input, in one response.

Brand

Part of the Data Lattice portfolio. Consumes the snapshot produced by the Skill Intelligence Actor.