snapshot_date stringdate 2026-07-12 00:00:00 2026-08-17 00:00:00 | category stringclasses 6
values | skill_name stringclasses 145
values | demand_count int64 10 3.42k | demand_pct float64 0.1 82.3 | median_days_open float64 0 131 ⌀ | salary_premium_pct float64 -71.1 224 ⌀ | repost_rate_pct float64 0 100 | scarcity_score float64 0 100 |
|---|---|---|---|---|---|---|---|---|
2026-08-05 | security | Databricks | 33 | 1.4 | null | 132.9 | 0 | 56.6 |
2026-08-05 | security | Datadog | 35 | 1.5 | null | null | 0 | 0 |
2026-08-05 | security | Docker | 71 | 3 | 46 | -13.6 | 3.8 | 58.9 |
2026-08-05 | security | Elasticsearch | 11 | 0.5 | null | null | 8.3 | 83.7 |
2026-08-05 | security | Excel | 27 | 1.1 | 0 | 11.1 | 0 | 18 |
2026-08-05 | security | GCP | 161 | 6.7 | 0 | 6.8 | 12 | 38 |
2026-08-05 | security | Git | 50 | 2.1 | 44 | 43.6 | 0 | 50.3 |
2026-08-05 | security | GraphQL | 10 | 0.4 | null | 96.4 | 0 | 49.5 |
2026-08-05 | security | Incident Response | 357 | 14.9 | 0 | -40.9 | 6.8 | 23.4 |
2026-08-05 | security | Java | 39 | 1.6 | 38 | 66.4 | 0 | 49.8 |
2026-08-05 | security | JavaScript | 43 | 1.8 | 4 | 121.1 | 0 | 53.5 |
2026-08-05 | security | Jira | 13 | 0.5 | 36 | null | 0 | 37.3 |
2026-08-05 | security | Kotlin | 19 | 0.8 | 38 | 96.4 | 0 | 55.1 |
2026-08-05 | security | Kubernetes | 116 | 4.8 | 43 | 96.4 | 1.3 | 70.9 |
2026-08-05 | security | Linux | 42 | 1.8 | 1 | -33 | 6.2 | 43.2 |
2026-08-05 | security | LLMs / GenAI | 105 | 4.4 | 0 | -31.8 | 1.1 | 20.2 |
2026-08-05 | security | Machine Learning | 33 | 1.4 | 0 | 71.8 | 0 | 26.5 |
2026-08-05 | security | MCP | 10 | 0.4 | null | null | 0 | 0 |
2026-08-05 | security | MLflow | 14 | 0.6 | null | null | 0 | 0 |
2026-08-05 | security | Node.js | 29 | 1.2 | 52 | null | 0 | 50.3 |
2026-08-05 | security | OWASP | 41 | 1.7 | 61 | 25 | 1.4 | 68.8 |
2026-08-05 | security | Penetration Testing | 107 | 4.5 | 0 | 48.9 | 1.3 | 36.7 |
2026-08-05 | security | Python | 226 | 9.4 | 53 | 47.7 | 2.8 | 71.3 |
2026-08-05 | security | Rust | 40 | 1.7 | 61 | 89.3 | 0 | 63.8 |
2026-08-05 | security | ServiceNow | 17 | 0.7 | null | -15 | 0 | 17.7 |
2026-08-05 | security | SIEM | 297 | 12.4 | 0 | -35.5 | 3.8 | 21 |
2026-08-05 | security | SOC 2 | 25 | 1 | 0 | 81.8 | 4.5 | 44.4 |
2026-08-05 | security | Spark | 54 | 2.3 | 71 | 25.1 | 0 | 57.7 |
2026-08-05 | security | SQL | 50 | 2.1 | 71 | -54.5 | 0 | 37.6 |
2026-08-05 | security | Stakeholder Mgmt | 178 | 7.4 | 8 | -42.1 | 12.2 | 47.7 |
2026-08-05 | security | Terraform | 121 | 5.1 | 0 | -29.6 | 7.6 | 28.8 |
2026-08-05 | security | TypeScript | 57 | 2.4 | 28 | null | 0 | 35.4 |
2026-08-05 | security | Zero Trust | 67 | 2.8 | 0 | 2.7 | 12.5 | 38.7 |
2026-08-17 | ai | A/B Testing | 129 | 13 | 0 | 105.6 | 0.4 | 38.9 |
2026-08-17 | ai | Agile / Scrum | 96 | 9.6 | 0 | 60.1 | 37 | 52.2 |
2026-08-17 | ai | AI Agents | 323 | 32.5 | 0 | 19.1 | 5.1 | 36.5 |
2026-08-17 | ai | AI Coding Tools | 20 | 2 | 6 | null | 0 | 42.5 |
2026-08-17 | ai | Airflow | 19 | 1.9 | 20 | null | 0 | 58.3 |
2026-08-17 | ai | AWS | 93 | 9.3 | 0 | -5.9 | 3.5 | 30.2 |
2026-08-17 | ai | Azure | 74 | 7.4 | 0 | 0.5 | 13.3 | 39.6 |
2026-08-17 | ai | BigQuery | 29 | 2.9 | 12 | null | 2.1 | 72.8 |
2026-08-17 | ai | C++ | 39 | 3.9 | 7 | -28.8 | 2.5 | 53.8 |
2026-08-17 | ai | CI/CD | 71 | 7.1 | 1 | -32 | 15 | 41.5 |
2026-08-17 | ai | Data Modeling | 14 | 1.4 | 1 | null | 17.9 | 58.9 |
2026-08-17 | ai | Data Pipeline | 19 | 1.9 | 0 | 63.6 | 0 | 29.2 |
2026-08-17 | ai | Databricks | 52 | 5.2 | 5 | -1.5 | 6.5 | 59.3 |
2026-08-17 | ai | Datadog | 18 | 1.8 | 103 | null | 0 | 61.5 |
2026-08-17 | ai | dbt | 12 | 1.2 | null | null | 0 | 0 |
2026-08-17 | ai | Deep Learning | 97 | 9.7 | 0 | 45.9 | 11.4 | 44.3 |
2026-08-17 | ai | Docker | 42 | 4.2 | 3 | null | 9.6 | 60.9 |
2026-08-17 | ai | Excel | 51 | 5.1 | 1 | null | 7.3 | 48 |
2026-08-17 | ai | FastAPI | 17 | 1.7 | 0 | null | 15.5 | 33.3 |
2026-08-17 | ai | Fine-tuning | 105 | 10.6 | 20 | 105.6 | 0.9 | 77.6 |
2026-08-17 | ai | GCP | 131 | 13.2 | 3 | -24.9 | 2.4 | 47.3 |
2026-08-17 | ai | Git | 38 | 3.8 | 0 | 62.5 | 16.7 | 50.6 |
2026-08-17 | ai | Grafana | 15 | 1.5 | 0 | null | 0 | 0 |
2026-08-17 | ai | Hugging Face | 70 | 7 | 6 | null | 0.8 | 55.1 |
2026-08-17 | ai | Incident Response | 17 | 1.7 | null | null | 0 | 0 |
2026-08-17 | ai | Java | 37 | 3.7 | 0 | -28.8 | 1.8 | 18.4 |
2026-08-17 | ai | JavaScript | 19 | 1.9 | 0 | 54.2 | 2.2 | 37.1 |
2026-08-17 | ai | Kafka | 13 | 1.3 | 3 | null | 0 | 34 |
2026-08-17 | ai | Kotlin | 10 | 1 | null | null | 0 | 0 |
2026-08-17 | ai | Kubernetes | 51 | 5.1 | 8 | null | 7.7 | 77.8 |
2026-08-17 | ai | LangChain | 74 | 7.4 | 4 | -57.5 | 0 | 24.1 |
2026-08-17 | ai | Linux | 23 | 2.3 | 5 | null | 2.1 | 54.8 |
2026-08-17 | ai | LLM APIs | 19 | 1.9 | 0 | -13.7 | 0 | 15.5 |
2026-08-17 | ai | LLMs / GenAI | 457 | 45.9 | 0 | -9.1 | 3.9 | 29.6 |
2026-08-17 | ai | Machine Learning | 606 | 60.9 | 0 | 16.1 | 11.6 | 40.2 |
2026-08-17 | ai | MCP | 22 | 2.2 | null | null | 0 | 0 |
2026-08-17 | ai | MLflow | 35 | 3.5 | 4 | 105.6 | 16.3 | 77.3 |
2026-08-17 | ai | MongoDB | 15 | 1.5 | 0 | null | 6.7 | 24.1 |
2026-08-17 | ai | NLP | 50 | 5 | 0 | -28.2 | 15.1 | 32.6 |
2026-08-17 | ai | Node.js | 23 | 2.3 | 0 | 16.6 | 32.6 | 45.3 |
2026-08-17 | ai | NumPy | 26 | 2.6 | 6 | null | 0 | 42.5 |
2026-08-17 | ai | Pandas | 54 | 5.4 | 6 | -52.6 | 0 | 28.6 |
2026-08-17 | ai | PostgreSQL | 28 | 2.8 | 0 | -49.8 | 33.3 | 26.2 |
2026-08-17 | ai | Prefect | 10 | 1 | null | null | 0 | 0 |
2026-08-17 | ai | Prometheus | 12 | 1.2 | null | null | 0 | 0 |
2026-08-17 | ai | Prompt Engineering | 41 | 4.1 | 5 | -32 | 1.1 | 40.3 |
2026-08-17 | ai | Prototyping | 40 | 4 | 2 | -15.4 | 5.5 | 50.5 |
2026-08-17 | ai | Pulumi | 10 | 1 | null | null | 0 | 0 |
2026-08-17 | ai | Python | 333 | 33.5 | 1 | -27.5 | 9.8 | 45.7 |
2026-08-17 | ai | PyTorch | 195 | 19.6 | 1 | 95.7 | 10.9 | 63.6 |
2026-08-17 | ai | RAG | 107 | 10.8 | 0 | -32 | 3.9 | 18.9 |
2026-08-17 | ai | React | 49 | 4.9 | 6 | -49.8 | 1.1 | 38.5 |
2026-08-17 | ai | Ruby | 13 | 1.3 | 11 | null | 0 | 56.2 |
2026-08-17 | ai | Salesforce | 23 | 2.3 | 10 | 105.6 | 15.2 | 88.3 |
2026-08-17 | ai | scikit-learn | 39 | 3.9 | 1 | null | 21.5 | 59.5 |
2026-08-17 | ai | Segment | 11 | 1.1 | 0 | null | 33.3 | 37.3 |
2026-08-17 | ai | Spark | 63 | 6.3 | 8 | null | 7.5 | 77.3 |
2026-08-17 | ai | SQL | 95 | 9.5 | 1 | -49.8 | 11.4 | 36.1 |
2026-08-17 | ai | Stakeholder Mgmt | 156 | 15.7 | 1 | 25.2 | 5.8 | 53.4 |
2026-08-17 | ai | Statistical Analysis | 93 | 9.3 | 6 | 25.2 | 11.1 | 69.6 |
2026-08-17 | ai | Swift | 10 | 1 | null | null | 0 | 0 |
2026-08-17 | ai | System Design | 32 | 3.2 | 0 | null | 9.2 | 26.4 |
2026-08-17 | ai | TensorFlow | 111 | 11.2 | 1 | 105.6 | 17.6 | 69 |
2026-08-17 | ai | TypeScript | 78 | 7.8 | 6 | -47.6 | 2.9 | 44.8 |
2026-08-17 | ai | Vector Databases | 21 | 2.1 | null | null | 4 | 55.2 |
2026-08-17 | ai | Vue | 11 | 1.1 | 6 | null | 0 | 42.5 |
2026-08-17 | ai | Workday | 33 | 3.3 | 8 | -28.8 | 2.2 | 53.4 |
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