Skills
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Overview
Data analysts import, inspect, clean, transform, validate, model and interpret data so business decisions can use reliable sources and repositories.
In job descriptions, look for data cleaning, validation, modelling, algorithms, dashboards, charts, reporting, data repositories and links between analysis work and business goals.
Explore this occupation
Search jobsWhat the work can involve
Data analysts work with datasets that need to be imported, checked, cleaned, transformed, validated, modelled and interpreted against business goals. The setting is usually close to databases, reporting tools, data repositories and people who need reliable numbers for decisions.
Skills and specializations
Useful skills include data quality checks, query logic, modelling, visualisation, dashboard design, statistical thinking and clear explanation of limits in the data. Some roles lean toward business reporting, while others focus on repositories, algorithms or analytical product support.
Salary context
Salary context depends on dataset complexity, business impact, tooling depth, independence and whether the analyst owns recurring reports or exploratory modelling. A dashboard maintenance role has a different scope from work shaping decision models for several teams.
Career paths
Experience can lead toward senior data analyst work, business intelligence, analytics engineering, data product ownership, data quality roles or systems analysis. Progress is often built through trusted datasets, reproducible methods and reports that decision makers understand.
Good to know
Read vacancies for named tools, database work, dashboard ownership, validation routines, modelling expectations and who uses the analysis. Check whether the post is mostly reporting, cleaning source data, interpreting trends or translating business questions into datasets.
Editorial note
This guide is editorial career context. It is not official labour-market statistics or role-specific salary data.
Where might this occupation occur?
This occupation may occur in several kinds of economic activity. Here are some examples and other occupations that may be found in the same areas.
Computer programming activities
This is one example. Other occupations in this activity include data scientist, artificial intelligence engineer and computer vision engineer.
Explore this activityComputer consultancy and computer facilities management activities
This occupation may also occur in this activity. Other occupations there include data scientist, artificial intelligence engineer and computer vision engineer.
Explore this activityThese examples offer an overview but do not show every economic activity where the occupation may occur.
About this information
The selection is based on how occupations are connected to economic activities in ESCO and NACE. Only a few examples are shown to make the information easier to use. The occupations were selected because they are close in occupation area and important skills. The examples are not a ranking. They do not show where most people work, where demand is highest, or which occupation is best suited to a particular person.
Map overview
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O*NET relationships
See occupations connected to this ESCO occupation in the official O*NET–ESCO mapping. The relationship type comes from the source and is not a ranking or recommendation.
O*NET relationships: 2
Business Intelligence Analysts
15-2051.01
O*NET occupation is more specific
The O*NET occupation covers a more specific field of work than this ESCO occupation.
Open in O*NETData Scientists
15-2051.00
Close relationship
The occupations are closely related, but the official mapping does not treat them as exact equivalents.
Open in O*NETSource and method
These relationships come from the official European Commission O*NET–ESCO crosswalk.
Relationship direction: O*NET occupation to ESCO occupation.
Several O*NET occupations can point to the same ESCO occupation, and one O*NET occupation can point to several ESCO occupations.
AltoTrail preserves the source relationship type. The order is technical and does not show which occupation is best, most relevant or recommended.
AltoTrail validates and presents the source relationships without adding ranking or recommendation semantics.
NACE Rev. 2.1
Economic activities linked to this occupation.
62.1Computer programming activities62.2Computer consultancy and computer facilities management activities
Alternative labels
Occupation group
Systems analysts (2511)
Source facts
| ESCO URI | http://data.europa.eu/esco/occupation/d3edb8f8-3a06-47a0-8fb9-9b212c006aa2 |
|---|---|
| ESCO code | 2511.3 |
| ISCO group | 2511 |
| Concept type | Occupation |