# Market evidence report — data-analyst

Source: **22 real job ads** (JSearch API, countries: us 21, gb 1), extracted into the MSSQL evidence store; as of 2026-07-11.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).

## Seniority distribution

| Seniority | Ads | Share |
|---|---|---|
| mid | 14 | 64 % |
| senior | 4 | 18 % |
| junior | 4 | 18 % |

## Tools — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Python | 9 | 41 % |
| 2 | Tableau | 6 | 27 % |
| 3 | Microsoft Excel | 5 | 23 % |
| 4 | Power BI | 5 | 23 % |
| 5 | SQL | 4 | 18 % |

## Hard skills — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 19 | 86 % |
| 2 | statistical analysis | 7 | 32 % |
| 3 | data visualization | 4 | 18 % |
| 4 | data cleaning | 3 | 14 % |
| 5 | data mapping | 3 | 14 % |
| 6 | data modeling | 3 | 14 % |

## Methods — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|

## Responsibilities — full market ranking

| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 6 | 27 % |
| 2 | data collection | 5 | 23 % |
| 3 | data visualization | 4 | 18 % |
| 4 | dashboard development | 3 | 14 % |

## Regional breakdown

> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.

### US (us)

**Insufficient evidence** — 21 ads (minimum for a regional ranking: 30). No ranking is reported for this region.

### UK (gb)

**Insufficient evidence** — 1 ads (minimum for a regional ranking: 30). No ranking is reported for this region.

### EU/DACH (de, at, ch, nl)

**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.


## Job title variants in the market

| Title | Ads |
|---|---|
| Business Data Analyst | 1 |
| Data Analyst | 1 |
| Data Analyst - Sr | 1 |
| Data Analyst (ADMINISTRATOR III) | 1 |
| Data analyst || Washington DC || Onsite | 1 |
| Data Analyst Professional | 1 |
| Data Analyst Supporting the FBI | 1 |
| Data Scientist / Data Analyst - U.S. Government Agency Job at Dexis in Washington | 1 |
| Entry Level Data Analyst | 1 |
| Gov Data Analyst — Dashboards, Modeling & Insights | 1 |
| JIATF 401 Technology Data Analyst | 1 |
| Journeyman Data Analyst Jobs | 1 |
| Junior Data Analyst & Developer – BI + Python (Conservation) | 1 |
| Junior Data Analyst /McLean, VA (Onsite)-6 months Contract | 1 |
| Junior Data Analyst(Active Top Secret Clearance Required) | 1 |
| PV and Energy Storage Remote Operator & Data Analyst | 1 |
| Senior Data Analyst | 1 |
| Senior Data Analyst - Digital (Customer Insights & Analytics) | 1 |
| Senior Product Data Analyst | 1 |
| Sr Data Analyst | 1 |
| Sustainability Data Analyst | 1 |
| System Performance Analyst - e-Storage | 1 |

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.