Data Quality Job Trends

Data Quality
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Data Quality skills. It covers permanent job vacancies from the 6 months leading up to 13 January 2026, with comparisons to the same periods in the previous two years.

6 months to
13 Jan 2026
Same period 2025 Same period 2024
Rank 153 189 204
Rank change year-on-year +36 +15 +38
Permanent jobs citing Data Quality 940 839 920
As % of all permanent jobs in the UK 1.58% 1.57% 1.64%
As % of the Quality Assurance & Compliance category 12.03% 9.75% 11.35%
Number of salaries quoted 494 454 627
10th Percentile £35,160 £38,750 £35,000
25th Percentile £43,861 £51,250 £49,625
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - +4.00%
75th Percentile £83,750 £85,000 £85,000
90th Percentile £100,000 £103,750 £100,000
UK excluding London median annual salary £55,000 £60,000 £55,000
% change year-on-year -8.33% +9.09% +3.57%

All Quality Assurance and Compliance Skills
UK

Data Quality falls under the Quality Assurance and Compliance category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring quality assurance or compliance skills.

Permanent vacancies with a requirement for quality assurance or compliance skills 7,814 8,603 8,104
As % of all permanent jobs advertised in the UK 13.10% 16.13% 14.48%
Number of salaries quoted 4,351 3,802 5,945
10th Percentile £30,370 £31,768 £30,500
25th Percentile £41,250 £42,954 £41,250
Median annual salary (50th Percentile) £58,300 £60,000 £57,965
Median % change year-on-year -2.83% +3.51% +0.81%
75th Percentile £78,750 £78,750 £75,415
90th Percentile £95,000 £96,250 £95,000
UK excluding London median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% -

Data Quality
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Data Quality relative to all permanent IT jobs advertised.

Data Quality job vacancy trend in the UK

Data Quality
Salary Trend

Salary distribution trend for jobs in the UK citing Data Quality.

Salary distribution trend for jobs in the UK citing Data Quality

Data Quality
Salary Histogram

Salary distribution for jobs citing Data Quality over the 6 months to 13 January 2026.

Salary histogram for Data Quality in the UK

Data Quality
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the UK over the 6 months to 13 January 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England +55 855 £65,000 - 557
UK excluding London +54 508 £55,000 -8.33% 490
London +44 378 £75,000 - 196
Work from Home +12 257 £75,000 +15.38% 295
South East +109 228 £57,500 -11.54% 202
North of England +13 101 £53,000 -12.85% 92
Midlands +11 84 £53,500 -10.83% 63
Yorkshire +12 49 £62,500 +6.57% 34
North West 0 48 £50,000 -8.75% 44
West Midlands +5 47 £55,000 -8.33% 37
East Midlands -7 37 £49,250 -24.23% 25
East of England +44 32 £30,370 -36.73% 56
South West -21 24 £45,000 -14.29% 48
Scotland -34 24 £67,500 +54.29% 19
Wales +5 12 £42,500 -44.26% 16
North East -5 4 £30,000 -57.14% 15
Northern Ireland -13 3 - - 5

Data Quality
Co-Occurring Skills & Capabilities by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 52 (5.53%) Apache Airflow
2 48 (5.11%) Apache Spark
3 33 (3.51%) Apache
4 16 (1.70%) SharePoint
5 11 (1.17%) SAS
6 9 (0.96%) Appian
7 4 (0.43%) Apache Superset
8 2 (0.21%) ArcGIS
8 2 (0.21%) Confluence
8 2 (0.21%) Microsoft Exchange
8 2 (0.21%) Oracle Application Server
8 2 (0.21%) WordPress
9 1 (0.11%) Apache Solr
9 1 (0.11%) CMS
9 1 (0.11%) Headless CMS
9 1 (0.11%) Jupyter
9 1 (0.11%) Magnolia
Applications
1 203 (21.60%) Microsoft Excel
2 38 (4.04%) Microsoft Office
3 11 (1.17%) Microsoft PowerPoint
4 2 (0.21%) MS Visio
5 1 (0.11%) Acrobat
5 1 (0.11%) Adobe Illustrator
5 1 (0.11%) Chatbot
5 1 (0.11%) Photoshop
Business Applications
1 21 (2.23%) SAP S/4HANA
2 11 (1.17%) Dynamics CRM
3 8 (0.85%) Salesforce CRM
4 6 (0.64%) SAP CO
4 6 (0.64%) SAP FI
4 6 (0.64%) SAP FI/CO
5 4 (0.43%) SAP MDG
6 3 (0.32%) Maximo
6 3 (0.32%) Workday HCM
7 2 (0.21%) Aladdin
7 2 (0.21%) Dynamics GP
7 2 (0.21%) Raiser’s Edge
7 2 (0.21%) SAP ERP
7 2 (0.21%) SAP PP
7 2 (0.21%) Shopify
7 2 (0.21%) Sparx Enterprise Architect
8 1 (0.11%) iTrent
8 1 (0.11%) Oracle ERP
8 1 (0.11%) Q-Pulse
8 1 (0.11%) Unit4 Business World
Cloud Services
1 317 (33.72%) Power Platform
2 314 (33.40%) Azure
3 134 (14.26%) AWS
4 103 (10.96%) Azure Data Factory
5 85 (9.04%) Azure Synapse Analytics
6 77 (8.19%) Snowflake
7 70 (7.45%) GCP
8 45 (4.79%) Amazon S3
9 44 (4.68%) dbt
10 36 (3.83%) Azure DevOps
11 29 (3.09%) GitHub
12 26 (2.77%) Serverless
13 22 (2.34%) AWS Lambda
14 21 (2.23%) Power Automate
15 19 (2.02%) Collibra
15 19 (2.02%) SaaS
16 17 (1.81%) Microsoft Purview
17 14 (1.49%) Microsoft 365
18 13 (1.38%) AWS Step Functions
19 12 (1.28%) OpenShift
Communications & Networking
1 9 (0.96%) Intranet
2 6 (0.64%) Wireless
3 3 (0.32%) Broadband
4 1 (0.11%) Internet
4 1 (0.11%) TETRA
Database & Business Intelligence
1 311 (33.09%) Power BI
2 166 (17.66%) Data Lake
3 161 (17.13%) Metadata
4 159 (16.91%) Data Warehouse
5 108 (11.49%) Tableau
6 82 (8.72%) SQL Server
7 68 (7.23%) SAP BW
8 42 (4.47%) Azure SQL Database
9 40 (4.26%) Amazon Redshift
10 38 (4.04%) SQL Server Reporting Services
11 35 (3.72%) BigQuery
12 34 (3.62%) SQL Server Integration Services
13 29 (3.09%) Relational Database
14 23 (2.45%) Power Query
15 22 (2.34%) Big Data
15 22 (2.34%) NoSQL
16 21 (2.23%) Delta Lake
16 21 (2.23%) Looker
17 17 (1.81%) Snowflake Schema
18 15 (1.60%) PostgreSQL
Development Applications
1 62 (6.60%) Git
2 17 (1.81%) JIRA
3 10 (1.06%) MLflow
4 9 (0.96%) ERwin
4 9 (0.96%) Jenkins
5 8 (0.85%) GitLab
5 8 (0.85%) PowerDesigner
6 6 (0.64%) ER Studio
7 5 (0.53%) Postman
8 4 (0.43%) Selenium
8 4 (0.43%) Zephyr
9 3 (0.32%) Browser DevTools
9 3 (0.32%) Charles Proxy
9 3 (0.32%) Fiddler
9 3 (0.32%) Maven
9 3 (0.32%) TestNG
9 3 (0.32%) WebDriver
10 2 (0.21%) DBeaver
10 2 (0.21%) SQL Server Management Studio (SSMS)
11 1 (0.11%) Cucumber
General
1 419 (44.57%) Social Skills
2 356 (37.87%) Finance
3 318 (33.83%) Analytical Skills
4 82 (8.72%) Inclusion and Diversity
5 69 (7.34%) Banking
5 69 (7.34%) Marketing
6 62 (6.60%) Law
7 39 (4.15%) Financial Institution
8 36 (3.83%) Documentation Skills
9 34 (3.62%) Public Sector
10 33 (3.51%) Manufacturing
11 31 (3.30%) Organisational Skills
12 27 (2.87%) Legal
13 21 (2.23%) Influencing Skills
14 14 (1.49%) Billing
14 14 (1.49%) German Language
14 14 (1.49%) Retail
14 14 (1.49%) Telecoms
15 11 (1.17%) Presentation Skills
16 9 (0.96%) Military
Job Titles
1 221 (23.51%) Analyst
2 149 (15.85%) Data Engineer
3 136 (14.47%) Lead
4 124 (13.19%) Senior
5 115 (12.23%) Data Analyst
6 68 (7.23%) Data Manager
7 64 (6.81%) Architect
8 54 (5.74%) Data Architect
9 47 (5.00%) Report Analyst
10 36 (3.83%) Senior Data Engineer
11 31 (3.30%) Business Intelligence Lead
12 30 (3.19%) Developer
13 28 (2.98%) Senior Manager
13 28 (2.98%) Sustainability Analyst
14 23 (2.45%) Senior Analyst
15 21 (2.23%) Lead Data Engineer
16 20 (2.13%) Business Intelligence Analyst
17 19 (2.02%) Business Analyst
18 18 (1.91%) Risk Manager
19 17 (1.81%) Senior Architect
Libraries, Frameworks & Software Standards
1 55 (5.85%) PySpark
2 36 (3.83%) Kafka
3 29 (3.09%) REST
4 25 (2.66%) Pandas
5 24 (2.55%) PyTorch
5 24 (2.55%) TensorFlow
6 16 (1.70%) JSON
6 16 (1.70%) XML
7 14 (1.49%) NumPy
8 12 (1.28%) Oracle Fusion
8 12 (1.28%) scikit-learn
9 11 (1.17%) Keras
9 11 (1.17%) pytest
9 11 (1.17%) RESTful
10 10 (1.06%) FastAPI
10 10 (1.06%) Flask
10 10 (1.06%) OpenAPI
10 10 (1.06%) Swagger
11 9 (0.96%) Hugging Face
11 9 (0.96%) JWT
Miscellaneous
1 91 (9.68%) Management Information System
2 76 (8.09%) Self-Motivation
3 38 (4.04%) Data Structures
4 32 (3.40%) Legacy Systems
5 30 (3.19%) Product Ownership
6 26 (2.77%) Algorithms
6 26 (2.77%) Analytical Mindset
6 26 (2.77%) Onboarding
7 24 (2.55%) Life Science
8 22 (2.34%) Cloud Native
9 18 (1.91%) FMCG
10 16 (1.70%) Reference Data
11 14 (1.49%) Low-Code
11 14 (1.49%) Taxonomies
12 12 (1.28%) Distributed Systems
12 12 (1.28%) Reinsurance
13 11 (1.17%) Data Centre
14 9 (0.96%) Biopharmaceutical
15 7 (0.74%) Fixed Income
15 7 (0.74%) Greenfield Project
Operating Systems
1 5 (0.53%) Linux
2 4 (0.43%) Unix
2 4 (0.43%) Windows
Processes & Methodologies
1 496 (52.77%) Analytics
2 402 (42.77%) Business Intelligence
3 397 (42.23%) Data Modelling
4 377 (40.11%) Data Governance
5 356 (37.87%) Problem-Solving
6 262 (27.87%) Decision-Making
7 245 (26.06%) ETL
8 231 (24.57%) Data Pipeline
9 215 (22.87%) Data Engineering
10 214 (22.77%) AI
11 201 (21.38%) Data Management
12 185 (19.68%) Continuous Improvement
13 159 (16.91%) Data Analysis
14 150 (15.96%) CI/CD
14 150 (15.96%) Data Science
15 146 (15.53%) Actionable Insight
16 136 (14.47%) Agile
17 134 (14.26%) Data Architecture
18 128 (13.62%) Migration
19 125 (13.30%) Machine Learning
Programming Languages
1 386 (41.06%) SQL
2 304 (32.34%) Python
3 34 (3.62%) T-SQL
4 32 (3.40%) Data Analysis Expressions
5 29 (3.09%) Scala
6 27 (2.87%) R
7 20 (2.13%) Java
8 16 (1.70%) C#
9 9 (0.96%) PL/SQL
10 7 (0.74%) Bash
10 7 (0.74%) PowerShell
11 6 (0.64%) VBA
12 4 (0.43%) ANSI SQL
12 4 (0.43%) JavaScript
12 4 (0.43%) Shell Script
13 3 (0.32%) Apex Code
13 3 (0.32%) C++
14 2 (0.21%) ABAP
14 2 (0.21%) Bicep
15 1 (0.11%) Perl
Qualifications
1 253 (26.91%) Degree
2 42 (4.47%) Master's Degree
3 35 (3.72%) Security Cleared
4 33 (3.51%) Computer Science Degree
5 30 (3.19%) Numerate Degree
6 24 (2.55%) SC Cleared
7 19 (2.02%) DBS Check
8 16 (1.70%) CISA
9 12 (1.28%) Azure Certification
9 12 (1.28%) CISM
9 12 (1.28%) CISSP
9 12 (1.28%) CRISC
10 9 (0.96%) AWS Certification
11 8 (0.85%) ITIL Foundation Certificate
12 7 (0.74%) BPSS Clearance
13 5 (0.53%) Microsoft Certification
14 4 (0.43%) DV Cleared
14 4 (0.43%) ISTQB
14 4 (0.43%) SAP Certification
15 3 (0.32%) AWS Certified Solutions Architect
Quality Assurance & Compliance
1 76 (8.09%) GDPR
2 40 (4.26%) QA
3 33 (3.51%) Accessibility
4 26 (2.77%) ISO/IEC 27001
5 15 (1.60%) NIST
6 9 (0.96%) Actionable Recommendations
7 8 (0.85%) Cyber Essentials
8 7 (0.74%) EU AI Act
8 7 (0.74%) ISO/IEC 42001
9 6 (0.64%) MiFID
9 6 (0.64%) SLA
10 5 (0.53%) California Consumer Privacy Act
10 5 (0.53%) COBIT
10 5 (0.53%) GRC
10 5 (0.53%) IFRS
10 5 (0.53%) IFRS 17
10 5 (0.53%) ITGC
10 5 (0.53%) Sarbanes-Oxley
11 4 (0.43%) HIPAA
12 3 (0.32%) PCI DSS
System Software
1 31 (3.30%) Docker
2 3 (0.32%) Active Directory
3 2 (0.21%) Firmware
Systems Management
1 37 (3.94%) Terraform
2 27 (2.87%) Kubernetes
3 7 (0.74%) Control-M
4 5 (0.53%) Single Sign-On
5 4 (0.43%) Kubeflow
6 3 (0.32%) Grafana
7 2 (0.21%) Ansible
7 2 (0.21%) Prometheus
8 1 (0.11%) Argo
Vendors
1 153 (16.28%) Microsoft
2 133 (14.15%) SAP
3 119 (12.66%) Databricks
4 36 (3.83%) Salesforce
5 34 (3.62%) Alteryx
5 34 (3.62%) Oracle
6 32 (3.40%) Bloomberg
7 29 (3.09%) Informatica
8 18 (1.91%) Google
9 15 (1.60%) Talend
10 11 (1.17%) Dell
10 11 (1.17%) NVIDIA
10 11 (1.17%) OpenAI
11 9 (0.96%) Automation Anywhere
11 9 (0.96%) IBM
11 9 (0.96%) MuleSoft
11 9 (0.96%) UiPath
12 8 (0.85%) ServiceNow
13 7 (0.74%) Adobe
14 6 (0.64%) Foundry