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Data quality specialist

Also called data quality expert, data quality officer, data integrity officer

Data quality specialists review organisation's data for accuracy, recommend enhancements to record systems and data acquisition processes and assess referential and historical integrity of data. They also develop documents and maintain data quality goals and standards and oversee an organisation's data privacy policy and monitor compliance of data flows against data quality standards.

Will there be jobs?Yes, good prospectsShortage in 10 countries now. 59 jobs to fill by 2035 for every 100 people doing this work today.ICT professionalsWhat does it pay?Well above averageFrom about €2,900 (Slovakia) to €7,300 (Denmark) a month, depending on the country.Estimate · ICT professionalsWhat do I need to study?Usually a degree8 in 10 have a degree.ICT professionalsWill AI change it?SignificantlyLevel 5 of 6. AI could take on part of most tasks, but none fully.Software and applications developers and analysts not elsewhere classified · ILO

What you'd do

Software and applications developers and analysts not elsewhere classified · ILO
  • Developing and documenting software testing plans
  • Installing software and hardware and configuring operating system software in preparation for testing
  • Verifying that programmes function according to user requirements and established guidelines
  • Executing, analysing and documenting results of software application tests and information and telecommunication systems tests
  • Developing and implementing software and information system testing policies, procedures and scripts
Establish data processesDesign database schemeHandle data samplesUse data processing techniquesDefine data quality criteria+ 10 more essential skills
What the work is like
  • Indoors
  • Sitting most of the day
  • Some contact with people, mostly with colleagues
  • Good freedom to decide
  • Usually 40 hours a week
  • Deadlines now and then
  • Some repetitive tasks
US data: based on the O*NET profile of the US job "Data Warehousing Specialists"

Will there be jobs?

Yes, good prospects

10 EU countries are short of software and applications developers and analysts not elsewhere classified now, and many jobs will need filling by 2035.

People working as ICT professionals in the EU
2.77m4.86m6.75m 201520232035

Solid: measured. Dashed: forecast.

Jobs to fill, 2026–2035
1,516,000 new jobs 1,592,000 replacing leavers
Jobs to fill per 100 people working now
ICT professionals59
All jobs29
Right now
10 of 27 countries report a shortage of software and applications developers and analysts not elsewhere classified, 4 a surplus.
Software and applications developers and analysts not elsewhere classified · EURES

What does it pay?

Well above average

Pay depends a lot on the country: from about €2,900 a month (Slovakia) to €7,300 (Denmark), before tax.

Pick a country at the top of the page to see typical pay there, for people under 30, and compared with all jobs.

Among professionals in the EU, women earn 21% less per hour than men. Professionals · Eurostat

What do I need to study?

Usually a degree

A degree in software and applications development and analysis is the usual route.

Highest qualification of ICT professionals (EU, 2025)
Degree 81%Vocational 10%General secondary 7%Basic schooling 2%
Field that teaches it
Software and applications development and analysis
Vocational route, EU
4 in 10 trainees in this field
ICT graduates in a matching job
77% in the EU

887 institutions in the EU offer ICT bachelor's degrees. Pick a country at the top of the page to see where to study and the official course finders.

Will AI change it?

Significantly

AI could take on part of most tasks, but none fully.

How exposed is this job? ILO scale
Very low
Low
Some tasks
Moderate
Significant
High

Average task score 0.55 on a scale from 0 (AI can't do it) to 1 (AI could do it fully).

See the score for each of the 5 tasks
Developing and implementing software and information system testing policies, procedures and scripts0.68
Developing and documenting software testing plans0.67
Executing, analysing and documenting results of software application tests and information and telecommunication systems tests0.66
Verifying that programmes function according to user requirements and established guidelines0.40
Installing software and hardware and configuring operating system software in preparation for testing0.35

Based on what AI could technically do when assessed in 2025. It is not a forecast for a future year, and not a forecast of job losses. Scores for software and applications developers and analysts not elsewhere classified. Source: ILO (2025), adapted (credits).