Data Quality Job Trends in England

Data Quality
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Data Quality skills. It covers permanent job vacancies from the 6 months leading up to 15 January 2026, with comparisons to the same periods in the previous two years.

6 months to
15 Jan 2026
Same period 2025 Same period 2024
Rank 138 202 183
Rank change year-on-year +64 -19 +58
Permanent jobs citing Data Quality 871 718 845
As % of all permanent jobs in England 1.64% 1.49% 1.72%
As % of the Quality Assurance & Compliance category 12.72% 9.18% 11.68%
Number of salaries quoted 487 402 568
10th Percentile £34,200 £41,258 £35,000
25th Percentile £45,000 £51,500 £49,250
Median annual salary (50th Percentile) £65,000 £65,000 £65,000
Median % change year-on-year - - +4.00%
75th Percentile £82,500 £85,000 £85,000
90th Percentile £100,000 £105,000 £100,000
UK median annual salary £65,000 £65,000 £65,000
% change year-on-year - - +4.00%

All Quality Assurance and Compliance Skills
England

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 in England.

Permanent vacancies with a requirement for quality assurance or compliance skills 6,849 7,819 7,232
As % of all permanent jobs advertised in England 12.90% 16.21% 14.74%
Number of salaries quoted 4,048 3,520 5,375
10th Percentile £30,461 £31,250 £30,000
25th Percentile £41,250 £43,169 £41,250
Median annual salary (50th Percentile) £58,000 £60,000 £58,920
Median % change year-on-year -3.33% +1.83% +2.47%
75th Percentile £78,750 £80,000 £77,500
90th Percentile £95,000 £96,300 £95,000
UK median annual salary £58,500 £60,000 £57,643
% change year-on-year -2.50% +4.09% +0.25%

Data Quality
Job Vacancy Trend in England

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

Data Quality job vacancy trend in England

Data Quality
Salary Trend in England

Salary distribution trend for jobs in England citing Data Quality.

Salary distribution trend for jobs in England citing Data Quality

Data Quality
Salary Histogram in England

Salary distribution for jobs citing Data Quality in England over the 6 months to 15 January 2026.

Salary histogram for Data Quality in England

Data Quality
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Quality within the England region over the 6 months to 15 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
London +47 385 £75,000 +5.63% 218
South East +111 222 £57,500 -17.86% 229
North of England +6 110 £55,000 -9.56% 104
Midlands +6 87 £55,000 -8.33% 72
Yorkshire +13 54 £63,076 +7.55% 36
West Midlands +1 49 £55,200 -8.00% 41
North West -3 49 £50,000 -8.75% 54
East Midlands -10 38 £50,000 -23.08% 30
East of England +47 32 £30,370 -36.73% 68
South West -24 26 £47,500 -22.45% 61
North East +5 7 £30,000 -57.14% 15
Data Quality
UK

Data Quality
Co-Occurring Skills & Capabilities in England 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 45 (5.17%) Apache Spark
2 44 (5.05%) Apache Airflow
3 34 (3.90%) Apache
4 13 (1.49%) SharePoint
5 11 (1.26%) SAS
6 9 (1.03%) Appian
7 5 (0.57%) Confluence
8 4 (0.46%) Apache Superset
9 3 (0.34%) Microsoft Exchange
10 2 (0.23%) Oracle Application Server
10 2 (0.23%) WordPress
11 1 (0.11%) Apache Solr
11 1 (0.11%) ArcGIS
11 1 (0.11%) CMS
11 1 (0.11%) Headless CMS
11 1 (0.11%) Jupyter
11 1 (0.11%) Magnolia
Applications
1 195 (22.39%) Microsoft Excel
2 35 (4.02%) Microsoft Office
3 11 (1.26%) Microsoft PowerPoint
4 2 (0.23%) 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 18 (2.07%) SAP S/4HANA
2 8 (0.92%) Dynamics CRM
3 6 (0.69%) Salesforce CRM
3 6 (0.69%) SAP CO
3 6 (0.69%) SAP FI
3 6 (0.69%) SAP FI/CO
4 5 (0.57%) SAP MDG
5 3 (0.34%) Maximo
5 3 (0.34%) SAP PP
6 2 (0.23%) Aladdin
6 2 (0.23%) Raiser’s Edge
6 2 (0.23%) SAP ERP
6 2 (0.23%) Sparx Enterprise Architect
6 2 (0.23%) Workday HCM
7 1 (0.11%) Dynamics GP
7 1 (0.11%) iTrent
7 1 (0.11%) Odoo
7 1 (0.11%) Oracle Subledger Accounting
7 1 (0.11%) Q-Pulse
7 1 (0.11%) Shopify
Cloud Services
1 304 (34.90%) Power Platform
2 287 (32.95%) Azure
3 123 (14.12%) AWS
4 85 (9.76%) Azure Data Factory
5 70 (8.04%) Azure Synapse Analytics
6 69 (7.92%) Snowflake
7 59 (6.77%) GCP
8 41 (4.71%) Amazon S3
8 41 (4.71%) dbt
9 38 (4.36%) Azure DevOps
10 23 (2.64%) GitHub
11 22 (2.53%) Serverless
12 20 (2.30%) Collibra
12 20 (2.30%) Power Automate
13 18 (2.07%) AWS Lambda
13 18 (2.07%) Microsoft Purview
14 13 (1.49%) Microsoft 365
14 13 (1.49%) SaaS
15 12 (1.38%) Anthropic Claude
15 12 (1.38%) Fivetran
Communications & Networking
1 9 (1.03%) Intranet
2 3 (0.34%) Broadband
3 1 (0.11%) DNS
3 1 (0.11%) Internet
3 1 (0.11%) Tactical Data Link
3 1 (0.11%) TETRA
Database & Business Intelligence
1 298 (34.21%) Power BI
2 157 (18.03%) Data Lake
3 145 (16.65%) Data Warehouse
4 144 (16.53%) Metadata
5 105 (12.06%) Tableau
6 72 (8.27%) SQL Server
7 67 (7.69%) SAP BW
8 36 (4.13%) Amazon Redshift
9 34 (3.90%) Azure SQL Database
9 34 (3.90%) SQL Server Reporting Services
10 33 (3.79%) SQL Server Integration Services
11 32 (3.67%) BigQuery
12 29 (3.33%) Relational Database
13 21 (2.41%) Delta Lake
13 21 (2.41%) Looker
13 21 (2.41%) NoSQL
14 20 (2.30%) Big Data
14 20 (2.30%) Power Query
15 15 (1.72%) Snowflake Schema
16 14 (1.61%) Star Schema
Development Applications
1 58 (6.66%) Git
2 19 (2.18%) JIRA
3 10 (1.15%) MLflow
4 9 (1.03%) ERwin
5 8 (0.92%) Jenkins
5 8 (0.92%) PowerDesigner
6 7 (0.80%) GitLab
7 6 (0.69%) ER Studio
7 6 (0.69%) Postman
8 4 (0.46%) Selenium
9 3 (0.34%) Browser DevTools
9 3 (0.34%) Charles Proxy
9 3 (0.34%) Fiddler
9 3 (0.34%) Maven
9 3 (0.34%) TestNG
9 3 (0.34%) WebDriver
9 3 (0.34%) Zephyr
10 2 (0.23%) DBeaver
10 2 (0.23%) SQL Server Management Studio (SSMS)
11 1 (0.11%) Deequ
General
1 386 (44.32%) Social Skills
2 327 (37.54%) Finance
3 299 (34.33%) Analytical Skills
4 66 (7.58%) Banking
5 62 (7.12%) Inclusion and Diversity
6 60 (6.89%) Marketing
7 51 (5.86%) Law
8 39 (4.48%) Financial Institution
9 37 (4.25%) Public Sector
10 34 (3.90%) Manufacturing
11 32 (3.67%) Documentation Skills
12 27 (3.10%) Organisational Skills
13 25 (2.87%) Legal
14 23 (2.64%) Influencing Skills
15 14 (1.61%) German Language
15 14 (1.61%) Retail
16 11 (1.26%) Presentation Skills
17 9 (1.03%) Billing
18 8 (0.92%) Police
18 8 (0.92%) Telecoms
Job Titles
1 210 (24.11%) Analyst
2 140 (16.07%) Data Engineer
3 124 (14.24%) Lead
3 124 (14.24%) Senior
4 110 (12.63%) Data Analyst
5 71 (8.15%) Data Manager
6 60 (6.89%) Architect
7 49 (5.63%) Data Architect
8 46 (5.28%) Report Analyst
9 37 (4.25%) Senior Data Engineer
10 34 (3.90%) Senior Manager
11 31 (3.56%) Business Intelligence Lead
12 28 (3.21%) Sustainability Analyst
13 27 (3.10%) Developer
14 23 (2.64%) Senior Analyst
15 20 (2.30%) Business Analyst
15 20 (2.30%) Business Intelligence Analyst
16 18 (2.07%) Risk Manager
17 17 (1.95%) Azure Engineer
18 16 (1.84%) Governance Manager
Libraries, Frameworks & Software Standards
1 58 (6.66%) PySpark
2 35 (4.02%) Kafka
3 24 (2.76%) Pandas
4 22 (2.53%) PyTorch
4 22 (2.53%) TensorFlow
5 21 (2.41%) REST
6 16 (1.84%) JSON
6 16 (1.84%) XML
7 13 (1.49%) NumPy
8 12 (1.38%) Oracle Fusion
8 12 (1.38%) RESTful
9 11 (1.26%) OpenAPI
9 11 (1.26%) pytest
9 11 (1.26%) scikit-learn
9 11 (1.26%) Swagger
10 10 (1.15%) FastAPI
10 10 (1.15%) Flask
10 10 (1.15%) Keras
11 9 (1.03%) JWT
11 9 (1.03%) OAuth
Miscellaneous
1 78 (8.96%) Management Information System
2 67 (7.69%) Self-Motivation
3 37 (4.25%) Data Structures
4 29 (3.33%) Product Ownership
5 26 (2.99%) Legacy Systems
6 25 (2.87%) Algorithms
7 24 (2.76%) Life Science
8 20 (2.30%) Onboarding
9 17 (1.95%) Analytical Mindset
9 17 (1.95%) FMCG
9 17 (1.95%) Reference Data
10 15 (1.72%) Cloud Native
10 15 (1.72%) Taxonomies
11 14 (1.61%) Low-Code
12 12 (1.38%) Reinsurance
13 10 (1.15%) Data Centre
14 9 (1.03%) Biopharmaceutical
15 8 (0.92%) Distributed Systems
16 7 (0.80%) Fixed Income
16 7 (0.80%) Greenfield Project
Operating Systems
1 4 (0.46%) Windows
2 1 (0.11%) Linux
Processes & Methodologies
1 474 (54.42%) Analytics
2 385 (44.20%) Business Intelligence
3 363 (41.68%) Data Modelling
4 347 (39.84%) Data Governance
5 337 (38.69%) Problem-Solving
6 237 (27.21%) ETL
7 229 (26.29%) Decision-Making
8 210 (24.11%) Data Pipeline
9 193 (22.16%) Data Management
10 192 (22.04%) AI
11 185 (21.24%) Data Engineering
12 167 (19.17%) Continuous Improvement
13 146 (16.76%) Data Science
14 145 (16.65%) Data Analysis
15 135 (15.50%) Actionable Insight
16 129 (14.81%) CI/CD
17 120 (13.78%) Migration
18 118 (13.55%) Agile
18 118 (13.55%) Data Cleansing
19 115 (13.20%) Stakeholder Management
Programming Languages
1 354 (40.64%) SQL
2 286 (32.84%) Python
3 30 (3.44%) Scala
4 26 (2.99%) T-SQL
5 25 (2.87%) R
6 24 (2.76%) Data Analysis Expressions
7 16 (1.84%) C#
8 15 (1.72%) Java
9 9 (1.03%) PL/SQL
10 8 (0.92%) PowerShell
11 7 (0.80%) Bash
11 7 (0.80%) VBA
12 4 (0.46%) ANSI SQL
12 4 (0.46%) JavaScript
13 3 (0.34%) Apex Code
13 3 (0.34%) C++
14 2 (0.23%) ABAP
14 2 (0.23%) Bicep
15 1 (0.11%) Kotlin
15 1 (0.11%) SHACL
Qualifications
1 243 (27.90%) Degree
2 41 (4.71%) Master's Degree
3 37 (4.25%) Security Cleared
4 33 (3.79%) Computer Science Degree
5 30 (3.44%) Numerate Degree
6 24 (2.76%) SC Cleared
7 16 (1.84%) CISA
8 12 (1.38%) Azure Certification
8 12 (1.38%) CISM
8 12 (1.38%) CISSP
8 12 (1.38%) CRISC
9 10 (1.15%) DBS Check
10 9 (1.03%) AWS Certification
11 8 (0.92%) ITIL Foundation Certificate
12 7 (0.80%) BPSS Clearance
13 5 (0.57%) DV Cleared
13 5 (0.57%) Microsoft Certification
14 4 (0.46%) ISTQB
14 4 (0.46%) SAP Certification
15 3 (0.34%) PMP
Quality Assurance & Compliance
1 69 (7.92%) GDPR
2 37 (4.25%) QA
3 34 (3.90%) Accessibility
4 26 (2.99%) ISO/IEC 27001
5 15 (1.72%) NIST
6 8 (0.92%) Actionable Recommendations
6 8 (0.92%) Cyber Essentials
7 7 (0.80%) EU AI Act
7 7 (0.80%) ISO/IEC 42001
8 6 (0.69%) MiFID
9 5 (0.57%) California Consumer Privacy Act
9 5 (0.57%) COBIT
9 5 (0.57%) GRC
9 5 (0.57%) IFRS
9 5 (0.57%) IFRS 17
9 5 (0.57%) ITGC
10 4 (0.46%) PCI DSS
10 4 (0.46%) Sarbanes-Oxley
11 3 (0.34%) HIPAA
12 2 (0.23%) Solvency II
System Software
1 31 (3.56%) Docker
2 4 (0.46%) Active Directory
3 2 (0.23%) Firmware
Systems Management
1 38 (4.36%) Terraform
2 27 (3.10%) Kubernetes
3 4 (0.46%) Kubeflow
4 3 (0.34%) Control-M
4 3 (0.34%) Grafana
5 2 (0.23%) Ansible
5 2 (0.23%) Prometheus
6 1 (0.11%) Argo
6 1 (0.11%) Single Sign-On
Vendors
1 140 (16.07%) Microsoft
2 130 (14.93%) SAP
3 109 (12.51%) Databricks
4 34 (3.90%) Alteryx
5 32 (3.67%) Bloomberg
5 32 (3.67%) Salesforce
6 29 (3.33%) Oracle
7 26 (2.99%) Informatica
8 15 (1.72%) Google
8 15 (1.72%) Talend
9 12 (1.38%) OpenAI
10 10 (1.15%) Dell
10 10 (1.15%) NVIDIA
11 9 (1.03%) Automation Anywhere
11 9 (1.03%) IBM
11 9 (1.03%) MuleSoft
11 9 (1.03%) UiPath
12 8 (0.92%) ServiceNow
13 7 (0.80%) Adobe
14 5 (0.57%) Ariba