Data Quality Contract Job Trends in England

Data Quality
UK > England

The table below provides summary statistics and contractor rates for jobs advertised in England requiring Data Quality skills. It covers contract job vacancies from the 6 months leading up to 1 June 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Jun 2026
Same period 2025 Same period 2024
Rank 60 111 115
Rank change year-on-year +51 +4 +38
Contract jobs citing Data Quality 1,539 601 737
As % of all contract jobs in England 3.68% 2.48% 2.00%
As % of the Quality Assurance & Compliance category 21.99% 15.31% 14.48%
Number of daily rates quoted 1,026 390 512
10th Percentile £350 £353 £350
25th Percentile £413 £413 £440
Median daily rate (50th Percentile) £500 £513 £550
Median % change year-on-year -2.44% -6.82% +4.76%
75th Percentile £599 £638 £688
90th Percentile £688 £725 £813
UK median daily rate £500 £510 £550
% change year-on-year -1.96% -7.27% +4.76%
Number of hourly rates quoted 48 20 28
10th Percentile £13.95 £18.22 £13.49
25th Percentile £17.20 £23.00 £15.39
Median hourly rate £40.00 £31.64 £21.06
Median % change year-on-year +26.42% +50.26% -6.35%
75th Percentile £60.75 £34.99 £44.81
90th Percentile £82.48 £78.83 £58.25
UK median hourly rate £40.00 £31.64 £15.80
% change year-on-year +26.42% +100.25% -29.73%

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 contract job vacancies requiring quality assurance or compliance skills in England.

Contract vacancies with a requirement for quality assurance or compliance skills 6,998 3,925 5,089
As % of all contract IT jobs advertised in England 16.73% 16.19% 13.82%
Number of daily rates quoted 4,538 2,529 3,238
10th Percentile £340 £263 £300
25th Percentile £413 £400 £406
Median daily rate (50th Percentile) £500 £506 £525
Median % change year-on-year -1.19% -3.62% -
75th Percentile £600 £625 £638
90th Percentile £700 £725 £750
UK median daily rate £500 £500 £510
% change year-on-year - -1.96% -2.86%
Number of hourly rates quoted 450 158 368
10th Percentile £14.00 £17.22 £10.95
25th Percentile £18.50 £22.27 £13.18
Median hourly rate £33.55 £34.50 £23.80
Median % change year-on-year -2.75% +44.96% -44.00%
75th Percentile £67.50 £67.50 £48.75
90th Percentile £81.91 £80.00 £70.00
UK median hourly rate £35.00 £33.11 £22.50
% change year-on-year +5.71% +47.16% -40.00%

Data Quality
Job Vacancy Trend in England

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

Data Quality job vacancy trend in England

Data Quality
Daily Rate Trend in England

Contractor daily rate distribution trend for jobs in England citing Data Quality.

Contractor daily rate distribution trend for jobs in England citing Data Quality

Data Quality
Daily Rate Histogram in England

Daily rate distribution for jobs citing Data Quality in England over the 6 months to 1 June 2026.

Daily rate histogram for Data Quality in England

Data Quality
Hourly Rate Trend in England

Contractor hourly rate distribution trend for jobs in England citing Data Quality.

Contractor hourly rate distribution trend for jobs in England citing Data Quality

Data Quality
Hourly Rate Histogram in England

Hourly rate distribution of jobs citing Data Quality in England over the 6 months to 1 June 2026.

Hourly rate histogram for Data Quality in England

Data Quality
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Quality within the England region over the 6 months to 1 June 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London +63 862 £525 - 406
Midlands +26 178 £499 +8.66% 68
North of England +10 177 £480 +6.67% 134
West Midlands +26 144 £500 +18.55% 43
South East +12 127 £450 -10.00% 160
North West +7 106 £475 +4.40% 66
South West +22 84 £498 +7.57% 44
East of England -18 66 £575 -4.88% 49
Yorkshire -40 48 £507 +26.75% 50
East Midlands -8 35 £450 -2.33% 25
North East -6 23 £475 -22.45% 21
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
1 104 (6.76%) Apache Spark
2 83 (5.39%) Apache Airflow
3 55 (3.57%) Apache
4 44 (2.86%) Confluence
5 40 (2.60%) SAS
6 36 (2.34%) SharePoint
7 10 (0.65%) Appian
8 8 (0.52%) ArcGIS
9 5 (0.32%) Oracle Workflow
10 4 (0.26%) CMS
10 4 (0.26%) Palantir Foundry
11 3 (0.19%) Jupyter
12 2 (0.13%) Apache Synapse
12 2 (0.13%) GeoServer
12 2 (0.13%) Microsoft Exchange
12 2 (0.13%) Smallworld
13 1 (0.065%) Oracle Application Server
Applications
1 128 (8.32%) Microsoft Excel
2 20 (1.30%) Microsoft PowerPoint
2 20 (1.30%) MS Visio
3 19 (1.23%) Microsoft Project
4 17 (1.10%) Microsoft Office
5 16 (1.04%) Spreadsheet
6 4 (0.26%) Chatbot
7 2 (0.13%) CATIA
7 2 (0.13%) Trello
Business Applications
1 46 (2.99%) SAP S/4HANA
2 12 (0.78%) NEC Housing
3 9 (0.58%) Dynamics CRM
3 9 (0.58%) iTrent
3 9 (0.58%) Loan IQ
3 9 (0.58%) NetSuite
4 8 (0.52%) Oracle EBS
5 7 (0.45%) Sage X3
6 6 (0.39%) Finacle
6 6 (0.39%) SAP MM
7 5 (0.32%) BambooHR
7 5 (0.32%) Sparx Enterprise Architect
7 5 (0.32%) SystmOne
8 4 (0.26%) Oracle ERP
8 4 (0.26%) Remedy ITSM
8 4 (0.26%) SAP ERP
8 4 (0.26%) SAP MDG
8 4 (0.26%) SAP PM
9 3 (0.19%) SAP CO
9 3 (0.19%) SAP FI/CO
Cloud Services
1 454 (29.50%) Azure
2 381 (24.76%) Power Platform
3 258 (16.76%) AWS
4 177 (11.50%) Azure Data Factory
5 123 (7.99%) GCP
6 107 (6.95%) Snowflake
7 106 (6.89%) Azure Synapse Analytics
8 105 (6.82%) Azure DevOps
9 101 (6.56%) dbt
10 76 (4.94%) GitHub
11 71 (4.61%) Amazon S3
12 56 (3.64%) Serverless
13 55 (3.57%) Collibra
14 41 (2.66%) AWS Lambda
15 37 (2.40%) GitHub Actions
16 33 (2.14%) Power Automate
17 30 (1.95%) SaaS
18 29 (1.88%) Microsoft Purview
19 23 (1.49%) AWS CloudFormation
20 17 (1.10%) Azure Monitor
Communications & Networking
1 7 (0.45%) Firewall
2 5 (0.32%) VPN
3 2 (0.13%) Broadband
3 2 (0.13%) DNS
3 2 (0.13%) HTTP
3 2 (0.13%) VoIP
4 1 (0.065%) 4G
4 1 (0.065%) 5G
4 1 (0.065%) SSH
Database & Business Intelligence
1 365 (23.72%) Power BI
2 244 (15.85%) Data Warehouse
3 198 (12.87%) Metadata
4 156 (10.14%) Data Lake
5 106 (6.89%) Tableau
6 103 (6.69%) SQL Server
7 82 (5.33%) Delta Lake
8 69 (4.48%) BigQuery
9 55 (3.57%) Azure SQL Database
10 52 (3.38%) Big Data
11 51 (3.31%) Relational Database
12 47 (3.05%) Snowflake Schema
13 44 (2.86%) Amazon Redshift
14 42 (2.73%) NoSQL
15 38 (2.47%) Amazon Athena
15 38 (2.47%) SQL Server Integration Services
16 34 (2.21%) Power Query
17 31 (2.01%) PostgreSQL
18 29 (1.88%) Star Schema
19 27 (1.75%) OLAP
Development Applications
1 114 (7.41%) JIRA
2 111 (7.21%) Git
3 43 (2.79%) Jenkins
4 25 (1.62%) GitLab
5 16 (1.04%) ERwin
5 16 (1.04%) MLflow
6 8 (0.52%) Postman
6 8 (0.52%) PowerDesigner
7 7 (0.45%) ER Studio
7 7 (0.45%) Selenium
8 6 (0.39%) LSMW
9 5 (0.32%) Rational DOORS
10 4 (0.26%) Eclipse
10 4 (0.26%) Robot Framework
10 4 (0.26%) SQL Server Management Studio (SSMS)
10 4 (0.26%) Visual Studio Code
10 4 (0.26%) Zephyr
11 3 (0.19%) Ant
11 3 (0.19%) Newman
11 3 (0.19%) Terragrunt
General
1 474 (30.80%) Finance
2 460 (29.89%) Social Skills
3 355 (23.07%) Analytical Skills
4 159 (10.33%) Public Sector
5 136 (8.84%) Banking
6 43 (2.79%) Marketing
6 43 (2.79%) Retail
7 39 (2.53%) Documentation Skills
8 34 (2.21%) Organisational Skills
9 29 (1.88%) Inclusion and Diversity
10 26 (1.69%) Local Government
11 24 (1.56%) Manufacturing
12 23 (1.49%) Influencing Skills
12 23 (1.49%) Legal
13 18 (1.17%) Law
13 18 (1.17%) Military
14 16 (1.04%) Presentation Skills
15 15 (0.97%) Financial Institution
16 14 (0.91%) Investment Banking
16 14 (0.91%) Publishing
Job Titles
1 389 (25.28%) Data Engineer
2 320 (20.79%) Analyst
3 185 (12.02%) Data Analyst
4 175 (11.37%) Senior
5 158 (10.27%) Lead
6 123 (7.99%) Architect
7 88 (5.72%) Business Analyst
8 79 (5.13%) Developer
9 76 (4.94%) Data Architect
10 73 (4.74%) Senior Data Engineer
11 53 (3.44%) Consultant
12 50 (3.25%) Data Manager
13 38 (2.47%) Azure Engineer
14 36 (2.34%) Administrator
15 34 (2.21%) Azure Data Engineer
15 34 (2.21%) Data Business Analyst
16 32 (2.08%) Project Manager
17 29 (1.88%) Data Migration Lead
18 26 (1.69%) Data Consultant
18 26 (1.69%) Python Engineer
Libraries, Frameworks & Software Standards
1 132 (8.58%) PySpark
2 93 (6.04%) Kafka
3 52 (3.38%) Pandas
4 43 (2.79%) REST
5 32 (2.08%) Great Expectations
6 29 (1.88%) JSON
7 25 (1.62%) scikit-learn
8 20 (1.30%) NumPy
9 18 (1.17%) Oracle Fusion
10 17 (1.10%) Middleware
10 17 (1.10%) Web Services
11 16 (1.04%) pytest
11 16 (1.04%) PyTorch
12 13 (0.84%) GeoJSON
12 13 (0.84%) TensorFlow
13 12 (0.78%) XML
14 11 (0.71%) Flask
14 11 (0.71%) OAuth
14 11 (0.71%) RESTful
15 10 (0.65%) Matplotlib
Miscellaneous
1 121 (7.86%) Data Structures
2 109 (7.08%) Legacy Systems
3 80 (5.20%) Cloud Native
4 75 (4.87%) Onboarding
5 64 (4.16%) Product Ownership
6 56 (3.64%) Management Information System
7 41 (2.66%) CMDB
8 34 (2.21%) Reference Data
9 25 (1.62%) Analytical Mindset
10 24 (1.56%) Data Protection Act
11 23 (1.49%) Self-Motivation
12 22 (1.43%) Distributed Systems
13 21 (1.36%) AI Agents
14 18 (1.17%) Clustering
15 15 (0.97%) Life Science
15 15 (0.97%) NHS
16 14 (0.91%) Greenfield Project
16 14 (0.91%) Taxonomies
17 13 (0.84%) Fixed Income
18 11 (0.71%) Distributed Computing
Operating Systems
1 11 (0.71%) Windows
2 9 (0.58%) Linux
2 9 (0.58%) Unix
3 1 (0.065%) VMS
3 1 (0.065%) zOS
Processes & Methodologies
1 650 (42.24%) Data Modelling
2 579 (37.62%) Analytics
3 497 (32.29%) Data Governance
4 478 (31.06%) ETL
5 452 (29.37%) Business Intelligence
6 448 (29.11%) Data Pipeline
7 355 (23.07%) Validation
8 345 (22.42%) Migration
9 331 (21.51%) Agile
9 331 (21.51%) Data Engineering
10 304 (19.75%) Decision-Making
11 296 (19.23%) Problem-Solving
12 275 (17.87%) CI/CD
13 258 (16.76%) AI
14 232 (15.07%) Stakeholder Management
15 230 (14.94%) Data Migration
16 223 (14.49%) Data Architecture
17 210 (13.65%) Continuous Improvement
18 204 (13.26%) Data Analysis
18 204 (13.26%) DevOps
Programming Languages
1 737 (47.89%) SQL
2 440 (28.59%) Python
3 55 (3.57%) Data Analysis Expressions
4 51 (3.31%) Java
5 49 (3.18%) Scala
6 42 (2.73%) T-SQL
7 37 (2.40%) PL/SQL
8 21 (1.36%) PowerShell
9 20 (1.30%) C#
10 17 (1.10%) VBA
11 14 (0.91%) Bicep
12 13 (0.84%) R
13 9 (0.58%) Shell Script
14 8 (0.52%) Bash
15 7 (0.45%) JavaScript
15 7 (0.45%) TypeScript
16 6 (0.39%) Apex Code
17 5 (0.32%) Korn
18 4 (0.26%) Kotlin
18 4 (0.26%) SOQL
Qualifications
1 268 (17.41%) Security Cleared
2 208 (13.52%) SC Cleared
3 88 (5.72%) Degree
4 50 (3.25%) BPSS Clearance
5 21 (1.36%) Azure Certification
6 20 (1.30%) Computer Science Degree
7 13 (0.84%) Master's Degree
8 9 (0.58%) DV Cleared
8 9 (0.58%) Microsoft Certification
9 8 (0.52%) ACCA
9 8 (0.52%) CIMA
10 7 (0.45%) AWS Certification
10 7 (0.45%) PMI Certification
11 6 (0.39%) DBS Check
12 5 (0.32%) ISTQB
12 5 (0.32%) SnowPro
13 4 (0.26%) PhD
14 3 (0.19%) PMP
14 3 (0.19%) PRINCE2 Practitioner
15 2 (0.13%) CBAP
Quality Assurance & Compliance
1 124 (8.06%) GDPR
2 107 (6.95%) QA
3 34 (2.21%) PMO
4 30 (1.95%) Accessibility
5 19 (1.23%) ISO/IEC 27001
6 16 (1.04%) SLA
7 12 (0.78%) Solvency II
8 11 (0.71%) Sarbanes-Oxley
9 10 (0.65%) IFRS
10 9 (0.58%) COREP
10 9 (0.58%) FINREP
11 6 (0.39%) Basel III
11 6 (0.39%) NIST
12 5 (0.32%) GRC
13 4 (0.26%) Actionable Recommendations
13 4 (0.26%) BS7666
13 4 (0.26%) GAAP
14 3 (0.19%) California Consumer Privacy Act
14 3 (0.19%) HIPAA
14 3 (0.19%) MiFID
System Software
1 67 (4.35%) Docker
2 6 (0.39%) Active Directory
3 5 (0.32%) etcd
4 1 (0.065%) HDFS
4 1 (0.065%) RACF
4 1 (0.065%) Virtual Machines
Systems Management
1 107 (6.95%) Terraform
2 69 (4.48%) Kubernetes
3 11 (0.71%) Prometheus
4 10 (0.65%) Grafana
5 9 (0.58%) Ansible
6 6 (0.39%) Kibana
7 5 (0.32%) Fluentd
8 4 (0.26%) HP ALM
8 4 (0.26%) SCCM
8 4 (0.26%) Single Sign-On
9 3 (0.19%) logstash
10 1 (0.065%) Control-M
10 1 (0.065%) Istio
10 1 (0.065%) Microsoft Intune
10 1 (0.065%) Nessus
10 1 (0.065%) Nexpose
10 1 (0.065%) Puppet
10 1 (0.065%) RSA Archer
Vendors
1 254 (16.50%) Databricks
2 253 (16.44%) Microsoft
3 117 (7.60%) SAP
4 110 (7.15%) Oracle
5 74 (4.81%) Salesforce
6 60 (3.90%) ServiceNow
7 56 (3.64%) Informatica
8 43 (2.79%) Google
9 32 (2.08%) Talend
10 23 (1.49%) Denodo
11 17 (1.10%) Workday
12 16 (1.04%) OpenAI
13 15 (0.97%) GoldenSource
13 15 (0.97%) IBM
14 13 (0.84%) NEC
15 11 (0.71%) Avaloq
15 11 (0.71%) ESRI
16 10 (0.65%) Adobe
16 10 (0.65%) Alteryx
17 9 (0.58%) Sage