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 January 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Jan 2026
Same period 2025 Same period 2024
Rank 83 113 122
Rank change year-on-year +30 +9 +52
Contract jobs citing Data Quality 962 635 720
As % of all contract jobs in England 3.03% 2.26% 1.98%
As % of the Quality Assurance & Compliance category 17.51% 15.91% 13.75%
Number of daily rates quoted 669 422 504
10th Percentile £335 £308 £363
25th Percentile £413 £400 £458
Median daily rate (50th Percentile) £500 £500 £550
Median % change year-on-year - -9.09% +0.27%
75th Percentile £625 £638 £688
90th Percentile £721 £738 £750
UK median daily rate £500 £500 £550
% change year-on-year - -9.09% +0.55%
Number of hourly rates quoted 14 11 22
10th Percentile - £21.25 £20.07
25th Percentile £18.25 £23.75 £29.56
Median hourly rate £19.75 £35.00 £43.28
Median % change year-on-year -43.57% -19.13% +92.47%
75th Percentile £40.16 £95.63 £59.25
90th Percentile £68.73 £97.50 £64.95
UK median hourly rate £28.00 £35.00 £43.28
% change year-on-year -20.00% -19.13% +92.47%

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 5,494 3,992 5,238
As % of all contract IT jobs advertised in England 17.33% 14.20% 14.43%
Number of daily rates quoted 3,578 2,314 3,510
10th Percentile £313 £265 £325
25th Percentile £406 £384 £425
Median daily rate (50th Percentile) £500 £500 £550
Median % change year-on-year - -9.09% +4.76%
75th Percentile £613 £634 £650
90th Percentile £700 £738 £750
UK median daily rate £500 £500 £525
% change year-on-year - -4.76% -
Number of hourly rates quoted 276 158 218
10th Percentile £15.61 £14.70 £14.02
25th Percentile £17.96 £20.22 £19.00
Median hourly rate £25.15 £30.11 £33.75
Median % change year-on-year -16.46% -10.80% +45.05%
75th Percentile £60.77 £64.48 £61.63
90th Percentile £73.75 £75.00 £83.15
UK median hourly rate £25.15 £29.00 £33.00
% change year-on-year -13.28% -12.12% +46.07%

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 January 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 January 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 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London +24 581 £525 - 272
North of England -10 122 £475 +15.15% 79
Midlands +9 98 £515 +24.85% 55
West Midlands +5 71 £525 +10.29% 44
South East +4 70 £420 -26.96% 168
North West -16 64 £463 +8.82% 46
Yorkshire -20 46 £500 +33.33% 23
South West +12 45 £500 +2.56% 43
East Midlands -1 28 £430 +23.56% 11
East of England -32 16 £581 +12.86% 43
North East 0 13 £475 +91.92% 10
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 89 (9.25%) Apache Spark
2 56 (5.82%) Apache Airflow
3 37 (3.85%) SAS
4 34 (3.53%) Apache
5 17 (1.77%) SharePoint
6 14 (1.46%) Confluence
7 7 (0.73%) GeoServer
7 7 (0.73%) Oracle Application Server
7 7 (0.73%) Smallworld
8 3 (0.31%) Luigi
8 3 (0.31%) NetWeaver
9 2 (0.21%) Appian
10 1 (0.10%) Apache Synapse
10 1 (0.10%) ArcGIS
10 1 (0.10%) Microsoft Exchange
Applications
1 97 (10.08%) Microsoft Excel
2 25 (2.60%) Microsoft Office
3 22 (2.29%) Microsoft PowerPoint
4 14 (1.46%) MS Visio
5 8 (0.83%) Microsoft Project
6 5 (0.52%) Spreadsheet
7 2 (0.21%) Trello
8 1 (0.10%) Chatbot
8 1 (0.10%) Siemens NX
8 1 (0.10%) S-PLUS
Business Applications
1 37 (3.85%) SAP S/4HANA
2 15 (1.56%) Sparx Enterprise Architect
3 7 (0.73%) Salesforce CRM
4 6 (0.62%) Oracle EBS
4 6 (0.62%) SAP ERP
4 6 (0.62%) SAP MDG
5 4 (0.42%) Aladdin
5 4 (0.42%) Loan IQ
6 3 (0.31%) Oracle ERP
6 3 (0.31%) Oracle SCM
6 3 (0.31%) SAP MDG-F
6 3 (0.31%) SAP MDG-M
6 3 (0.31%) SAP MDG-S
6 3 (0.31%) SystmOne
7 2 (0.21%) Finacle
7 2 (0.21%) NEC Housing
7 2 (0.21%) Oracle Payables
7 2 (0.21%) Oracle Receivables
7 2 (0.21%) SAP FI/CO
7 2 (0.21%) Teamcenter
Cloud Services
1 271 (28.17%) Azure
2 224 (23.28%) Power Platform
3 192 (19.96%) AWS
4 96 (9.98%) GCP
5 92 (9.56%) Azure Data Factory
6 83 (8.63%) Snowflake
7 57 (5.93%) Azure Synapse Analytics
8 52 (5.41%) Amazon S3
8 52 (5.41%) dbt
9 43 (4.47%) Azure DevOps
9 43 (4.47%) Collibra
10 41 (4.26%) GitHub
11 30 (3.12%) Serverless
12 27 (2.81%) GitHub Actions
13 22 (2.29%) Microsoft Purview
14 19 (1.98%) AWS Lambda
14 19 (1.98%) OCI
15 16 (1.66%) SaaS
16 15 (1.56%) Salesforce Service Cloud
17 14 (1.46%) Salesforce Sales Cloud
Communications & Networking
1 4 (0.42%) DNS
2 3 (0.31%) HTTP
3 2 (0.21%) Broadband
3 2 (0.21%) Hyperconnected
3 2 (0.21%) SSL
3 2 (0.21%) VoIP
4 1 (0.10%) Internet
Database & Business Intelligence
1 219 (22.77%) Power BI
2 183 (19.02%) Data Warehouse
3 153 (15.90%) Metadata
4 82 (8.52%) Data Lake
5 64 (6.65%) Tableau
6 61 (6.34%) SQL Server
7 45 (4.68%) Big Data
7 45 (4.68%) Relational Database
8 44 (4.57%) Azure SQL Database
8 44 (4.57%) NoSQL
9 42 (4.37%) Snowflake Schema
10 35 (3.64%) SQL Server Integration Services
11 33 (3.43%) Pentaho
12 31 (3.22%) BigQuery
12 31 (3.22%) Delta Lake
13 28 (2.91%) PostgreSQL
13 28 (2.91%) Star Schema
14 22 (2.29%) Amazon Redshift
15 21 (2.18%) Data Vault
16 20 (2.08%) Amazon QuickSight
Development Applications
1 119 (12.37%) Git
2 69 (7.17%) JIRA
3 48 (4.99%) Jenkins
4 18 (1.87%) ERwin
5 15 (1.56%) PowerDesigner
6 11 (1.14%) ER Studio
7 6 (0.62%) DBeaver
7 6 (0.62%) MLflow
8 3 (0.31%) Browser DevTools
8 3 (0.31%) LSMW
9 2 (0.21%) GitLab
9 2 (0.21%) Terragrunt
9 2 (0.21%) Vite
9 2 (0.21%) webpack
10 1 (0.10%) Bitbucket
10 1 (0.10%) Liquibase
10 1 (0.10%) Oracle Forms
10 1 (0.10%) Selenium
10 1 (0.10%) SonarQube
10 1 (0.10%) SQL Server Management Studio (SSMS)
General
1 331 (34.41%) Social Skills
2 290 (30.15%) Finance
3 221 (22.97%) Analytical Skills
4 101 (10.50%) Public Sector
5 80 (8.32%) Banking
6 39 (4.05%) Marketing
7 21 (2.18%) Legal
7 21 (2.18%) Retail
8 20 (2.08%) Inclusion and Diversity
9 19 (1.98%) Documentation Skills
10 18 (1.87%) Local Government
11 16 (1.66%) Influencing Skills
12 14 (1.46%) Military
13 13 (1.35%) Presentation Skills
14 12 (1.25%) Investment Banking
14 12 (1.25%) Organisational Skills
14 12 (1.25%) Telecoms
15 11 (1.14%) Publishing
16 10 (1.04%) Billing
16 10 (1.04%) Manufacturing
Job Titles
1 218 (22.66%) Analyst
1 218 (22.66%) Data Engineer
2 135 (14.03%) Data Analyst
3 98 (10.19%) Lead
4 94 (9.77%) Architect
5 90 (9.36%) Senior
6 69 (7.17%) Business Analyst
7 59 (6.13%) Developer
8 57 (5.93%) Data Architect
9 41 (4.26%) Azure Engineer
10 40 (4.16%) Senior Data Engineer
11 34 (3.53%) Azure Data Engineer
12 33 (3.43%) Data Business Analyst
13 31 (3.22%) Consultant
14 27 (2.81%) Data Manager
15 25 (2.60%) Data Modeller
16 21 (2.18%) Governance Analyst
17 17 (1.77%) Project Manager
17 17 (1.77%) Salesforce Architect
17 17 (1.77%) Senior Analyst
Libraries, Frameworks & Software Standards
1 82 (8.52%) PySpark
2 58 (6.03%) Kafka
3 30 (3.12%) REST
4 22 (2.29%) XML
5 15 (1.56%) Middleware
5 15 (1.56%) Pandas
6 14 (1.46%) SOAP
7 13 (1.35%) Lightning Web Components
7 13 (1.35%) Visualforce
8 10 (1.04%) Great Expectations
8 10 (1.04%) JSON
9 9 (0.94%) NumPy
10 8 (0.83%) HTML
10 8 (0.83%) RESTful
11 7 (0.73%) YAML
12 6 (0.62%) .NET
12 6 (0.62%) Apache NiFi
12 6 (0.62%) OAuth
12 6 (0.62%) Oracle GoldenGate
12 6 (0.62%) PyTorch
Miscellaneous
1 86 (8.94%) Data Structures
2 56 (5.82%) Legacy Systems
3 30 (3.12%) Analytical Mindset
3 30 (3.12%) Cloud Native
4 29 (3.01%) Management Information System
4 29 (3.01%) Onboarding
5 28 (2.91%) Product Ownership
6 19 (1.98%) CMDB
6 19 (1.98%) Reference Data
7 16 (1.66%) NHS
8 15 (1.56%) Data Protection Act
9 14 (1.46%) Replication
10 13 (1.35%) Greenfield Project
10 13 (1.35%) Reinsurance
11 11 (1.14%) Clustering
11 11 (1.14%) Data Centre
11 11 (1.14%) Linux Command Line
12 9 (0.94%) Algorithms
12 9 (0.94%) Distributed Computing
13 8 (0.83%) Fixed Income
Operating Systems
1 17 (1.77%) Linux
2 4 (0.42%) Unix
3 2 (0.21%) Windows
Processes & Methodologies
1 406 (42.20%) Data Modelling
2 370 (38.46%) Data Governance
3 356 (37.01%) Analytics
4 307 (31.91%) ETL
5 305 (31.70%) Business Intelligence
6 263 (27.34%) Problem-Solving
7 245 (25.47%) Data Pipeline
8 240 (24.95%) Agile
9 196 (20.37%) Data Engineering
10 185 (19.23%) Migration
11 162 (16.84%) CI/CD
12 157 (16.32%) Validation
13 152 (15.80%) Decision-Making
14 151 (15.70%) Data Management
15 148 (15.38%) Data Architecture
16 140 (14.55%) Data Analysis
17 137 (14.24%) Data Integration
18 135 (14.03%) Data Migration
19 120 (12.47%) DevOps
20 119 (12.37%) Stakeholder Management
Programming Languages
1 479 (49.79%) SQL
2 301 (31.29%) Python
3 40 (4.16%) Scala
4 29 (3.01%) R
5 26 (2.70%) Java
6 19 (1.98%) Data Analysis Expressions
7 18 (1.87%) PL/SQL
8 17 (1.77%) C#
8 17 (1.77%) T-SQL
9 16 (1.66%) JavaScript
10 13 (1.35%) Apex Code
10 13 (1.35%) Bash
11 8 (0.83%) Bicep
11 8 (0.83%) Shell Script
12 7 (0.73%) C++
13 6 (0.62%) TypeScript
13 6 (0.62%) VBA
14 5 (0.52%) PowerShell
15 4 (0.42%) ABAP
16 3 (0.31%) PHP
Qualifications
1 149 (15.49%) Security Cleared
2 110 (11.43%) SC Cleared
3 75 (7.80%) Degree
4 35 (3.64%) Computer Science Degree
5 22 (2.29%) Master's Degree
6 15 (1.56%) AWS Certification
7 13 (1.35%) DV Cleared
8 11 (1.14%) Azure Certification
9 6 (0.62%) BPSS Clearance
10 4 (0.42%) Microsoft Certification
10 4 (0.42%) PMI Certification
10 4 (0.42%) PMP
11 3 (0.31%) CCAB
11 3 (0.31%) PhD
11 3 (0.31%) PRINCE2 Certification
11 3 (0.31%) TOGAF Certification
12 2 (0.21%) ACCA
12 2 (0.21%) CFA
12 2 (0.21%) CIMA
13 1 (0.10%) ECDL
Quality Assurance & Compliance
1 89 (9.25%) GDPR
2 60 (6.24%) QA
3 41 (4.26%) Accessibility
4 21 (2.18%) California Consumer Privacy Act
5 14 (1.46%) PMO
6 12 (1.25%) Actionable Recommendations
7 8 (0.83%) Basel III
7 8 (0.83%) SLA
8 7 (0.73%) IFRS
9 5 (0.52%) ISO 19650
10 4 (0.42%) MiFID
10 4 (0.42%) Solvency II
11 3 (0.31%) FINREP
11 3 (0.31%) HIPAA
12 2 (0.21%) CRD IV
12 2 (0.21%) EMIR
12 2 (0.21%) GRC
12 2 (0.21%) IFRS 17
12 2 (0.21%) NIST
12 2 (0.21%) WCAG
System Software
1 59 (6.13%) Docker
2 8 (0.83%) zsh
3 4 (0.42%) Active Directory
4 3 (0.31%) HDFS
Systems Management
1 56 (5.82%) Kubernetes
2 45 (4.68%) Terraform
3 3 (0.31%) Control-M
3 3 (0.31%) Hadoop YARN
3 3 (0.31%) Oozie
3 3 (0.31%) vCenter Server
4 2 (0.21%) Ansible
4 2 (0.21%) Kibana
4 2 (0.21%) logstash
5 1 (0.10%) Grafana
5 1 (0.10%) HP ALM
5 1 (0.10%) Prometheus
5 1 (0.10%) Puppet
Vendors
1 168 (17.46%) Databricks
2 137 (14.24%) Microsoft
3 88 (9.15%) Oracle
4 63 (6.55%) SAP
5 47 (4.89%) Salesforce
6 46 (4.78%) Talend
7 45 (4.68%) Informatica
8 39 (4.05%) Google
9 34 (3.53%) ServiceNow
10 31 (3.22%) Denodo
11 13 (1.35%) Sparx
12 12 (1.25%) Alteryx
13 11 (1.14%) Palantir
14 9 (0.94%) Adobe
15 7 (0.73%) ESRI
15 7 (0.73%) Foundry
15 7 (0.73%) Intergraph
15 7 (0.73%) Workday
16 6 (0.62%) Guidewire
17 4 (0.42%) VMware