95 lines
3.1 KiB
Markdown
95 lines
3.1 KiB
Markdown
# Market evidence report — data-analyst
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Source: **22 real job ads** (JSearch API, countries: us 21, gb 1), extracted into the MSSQL evidence store; as of 2026-07-11.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| mid | 14 | 64 % |
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| senior | 4 | 18 % |
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| junior | 4 | 18 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Python | 9 | 41 % |
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| 2 | Tableau | 6 | 27 % |
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| 3 | Microsoft Excel | 5 | 23 % |
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| 4 | Power BI | 5 | 23 % |
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| 5 | SQL | 4 | 18 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data analysis | 19 | 86 % |
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| 2 | statistical analysis | 7 | 32 % |
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| 3 | data visualization | 4 | 18 % |
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| 4 | data cleaning | 3 | 14 % |
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| 5 | data mapping | 3 | 14 % |
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| 6 | data modeling | 3 | 14 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data analysis | 6 | 27 % |
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| 2 | data collection | 5 | 23 % |
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| 3 | data visualization | 4 | 18 % |
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| 4 | dashboard development | 3 | 14 % |
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## Regional breakdown
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> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
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### US (us)
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**Insufficient evidence** — 21 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### UK (gb)
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**Insufficient evidence** — 1 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### EU/DACH (de, at, ch, nl)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Business Data Analyst | 1 |
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| Data Analyst | 1 |
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| Data Analyst - Sr | 1 |
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| Data Analyst (ADMINISTRATOR III) | 1 |
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| Data analyst || Washington DC || Onsite | 1 |
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| Data Analyst Professional | 1 |
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| Data Analyst Supporting the FBI | 1 |
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| Data Scientist / Data Analyst - U.S. Government Agency Job at Dexis in Washington | 1 |
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| Entry Level Data Analyst | 1 |
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| Gov Data Analyst — Dashboards, Modeling & Insights | 1 |
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| JIATF 401 Technology Data Analyst | 1 |
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| Journeyman Data Analyst Jobs | 1 |
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| Junior Data Analyst & Developer – BI + Python (Conservation) | 1 |
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| Junior Data Analyst /McLean, VA (Onsite)-6 months Contract | 1 |
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| Junior Data Analyst(Active Top Secret Clearance Required) | 1 |
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| PV and Energy Storage Remote Operator & Data Analyst | 1 |
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| Senior Data Analyst | 1 |
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| Senior Data Analyst - Digital (Customer Insights & Analytics) | 1 |
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| Senior Product Data Analyst | 1 |
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| Sr Data Analyst | 1 |
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| Sustainability Data Analyst | 1 |
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| System Performance Analyst - e-Storage | 1 |
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Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
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