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

6 months to
6 Jan 2026
Same period 2025 Same period 2024
Rank 85 113 124
Rank change year-on-year +28 +11 +48
Contract jobs citing Data Quality 958 619 720
As % of all contract jobs in England 3.04% 2.27% 2.00%
As % of the Quality Assurance & Compliance category 17.58% 15.90% 13.92%
Number of daily rates quoted 667 410 502
10th Percentile £339 £307 £363
25th Percentile £413 £399 £458
Median daily rate (50th Percentile) £500 £500 £550
Median % change year-on-year - -9.09% +0.64%
75th Percentile £625 £638 £680
90th Percentile £708 £738 £750
UK median daily rate £500 £500 £550
% change year-on-year - -9.09% +0.92%
Number of hourly rates quoted 13 11 22
10th Percentile - £21.25 £20.07
25th Percentile £18.25 £23.75 £29.56
Median hourly rate £20.00 £35.00 £43.28
Median % change year-on-year -42.86% -19.13% +92.47%
75th Percentile £43.21 £95.63 £59.25
90th Percentile £72.15 £97.50 £64.95
UK median hourly rate £29.00 £35.00 £43.28
% change year-on-year -17.14% -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 5,448 3,893 5,171
As % of all contract IT jobs advertised in England 17.27% 14.26% 14.37%
Number of daily rates quoted 3,555 2,260 3,460
10th Percentile £313 £263 £320
25th Percentile £410 £381 £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 £751
UK median daily rate £500 £500 £525
% change year-on-year - -4.76% -
Number of hourly rates quoted 272 153 215
10th Percentile £15.66 £14.70 £13.29
25th Percentile £18.08 £20.30 £17.61
Median hourly rate £26.11 £30.21 £33.00
Median % change year-on-year -13.57% -8.45% +34.69%
75th Percentile £63.43 £64.73 £61.50
90th Percentile £73.63 £75.00 £81.87
UK median hourly rate £26.11 £29.00 £32.50
% change year-on-year -9.97% -10.77% +35.42%

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 6 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 6 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 6 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 +26 577 £525 - 200
North of England -4 122 £473 +14.67% 81
Midlands +9 98 £515 +26.77% 68
West Midlands +1 71 £525 +7.58% 49
South East -2 68 £423 -26.52% 168
North West -15 64 £463 +8.82% 40
South West +17 46 £500 +2.56% 47
Yorkshire -21 45 £500 +33.33% 27
East Midlands -5 28 £430 +23.56% 19
East of England -32 16 £581 +12.86% 55
North East -3 14 £475 +91.92% 14
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 (9.29%) Apache Spark
2 56 (5.85%) Apache Airflow
3 37 (3.86%) SAS
4 34 (3.55%) Apache
5 18 (1.88%) SharePoint
6 15 (1.57%) Confluence
7 8 (0.84%) GeoServer
7 8 (0.84%) Smallworld
8 7 (0.73%) Oracle Application Server
9 3 (0.31%) Appian
9 3 (0.31%) Luigi
9 3 (0.31%) NetWeaver
10 2 (0.21%) ArcGIS
11 1 (0.10%) Apache Synapse
11 1 (0.10%) Microsoft Exchange
Applications
1 93 (9.71%) Microsoft Excel
2 24 (2.51%) Microsoft Office
3 22 (2.30%) Microsoft PowerPoint
4 14 (1.46%) MS Visio
5 9 (0.94%) Microsoft Project
6 5 (0.52%) Spreadsheet
7 3 (0.31%) Trello
8 1 (0.10%) Chatbot
8 1 (0.10%) Siemens NX
8 1 (0.10%) S-PLUS
Business Applications
1 37 (3.86%) SAP S/4HANA
2 15 (1.57%) Sparx Enterprise Architect
3 7 (0.73%) Salesforce CRM
4 6 (0.63%) Oracle EBS
4 6 (0.63%) SAP ERP
4 6 (0.63%) SAP MDG
5 4 (0.42%) Aladdin
5 4 (0.42%) Loan IQ
5 4 (0.42%) SystmOne
6 3 (0.31%) Oracle ERP
6 3 (0.31%) Oracle SCM
6 3 (0.31%) SAP CO
6 3 (0.31%) SAP FI
6 3 (0.31%) SAP FI/CO
6 3 (0.31%) SAP MDG-F
6 3 (0.31%) SAP MDG-M
6 3 (0.31%) SAP MDG-S
7 2 (0.21%) Actimize
7 2 (0.21%) Dynamics CRM
7 2 (0.21%) Teamcenter
Cloud Services
1 276 (28.81%) Azure
2 224 (23.38%) Power Platform
3 189 (19.73%) AWS
4 96 (10.02%) Azure Data Factory
5 95 (9.92%) GCP
6 82 (8.56%) Snowflake
7 59 (6.16%) Azure Synapse Analytics
8 52 (5.43%) dbt
9 51 (5.32%) Amazon S3
10 46 (4.80%) Azure DevOps
11 43 (4.49%) Collibra
12 42 (4.38%) GitHub
13 30 (3.13%) Serverless
14 27 (2.82%) GitHub Actions
15 22 (2.30%) Microsoft Purview
16 19 (1.98%) AWS Lambda
17 18 (1.88%) OCI
18 16 (1.67%) SaaS
19 15 (1.57%) Salesforce Service Cloud
20 13 (1.36%) Salesforce Sales Cloud
Communications & Networking
1 3 (0.31%) DNS
2 2 (0.21%) Broadband
2 2 (0.21%) HTTP
2 2 (0.21%) Hyperconnected
2 2 (0.21%) SSL
2 2 (0.21%) VoIP
3 1 (0.10%) Internet
Database & Business Intelligence
1 219 (22.86%) Power BI
2 182 (19.00%) Data Warehouse
3 153 (15.97%) Metadata
4 81 (8.46%) Data Lake
5 62 (6.47%) SQL Server
5 62 (6.47%) Tableau
6 46 (4.80%) Azure SQL Database
7 45 (4.70%) Big Data
8 44 (4.59%) Relational Database
9 43 (4.49%) NoSQL
10 42 (4.38%) Snowflake Schema
11 35 (3.65%) SQL Server Integration Services
12 33 (3.44%) Pentaho
13 32 (3.34%) Delta Lake
14 31 (3.24%) BigQuery
15 28 (2.92%) Star Schema
16 26 (2.71%) PostgreSQL
17 22 (2.30%) Amazon Redshift
18 20 (2.09%) Amazon QuickSight
18 20 (2.09%) Data Vault
Development Applications
1 118 (12.32%) Git
2 71 (7.41%) JIRA
3 47 (4.91%) Jenkins
4 18 (1.88%) ERwin
5 15 (1.57%) PowerDesigner
6 11 (1.15%) ER Studio
7 7 (0.73%) MLflow
8 6 (0.63%) DBeaver
9 3 (0.31%) LSMW
10 2 (0.21%) Browser DevTools
10 2 (0.21%) GitLab
10 2 (0.21%) Terragrunt
11 1 (0.10%) Bitbucket
11 1 (0.10%) Deequ
11 1 (0.10%) Liquibase
11 1 (0.10%) Selenium
11 1 (0.10%) SonarQube
11 1 (0.10%) SQL Server Management Studio (SSMS)
11 1 (0.10%) Vite
11 1 (0.10%) webpack
General
1 325 (33.92%) Social Skills
2 285 (29.75%) Finance
3 218 (22.76%) Analytical Skills
4 103 (10.75%) Public Sector
5 81 (8.46%) Banking
6 37 (3.86%) Marketing
7 21 (2.19%) Legal
7 21 (2.19%) Retail
8 20 (2.09%) Inclusion and Diversity
9 19 (1.98%) Documentation Skills
10 17 (1.77%) Local Government
11 16 (1.67%) Influencing Skills
12 14 (1.46%) Military
13 13 (1.36%) Presentation Skills
14 12 (1.25%) Telecoms
15 11 (1.15%) Investment Banking
15 11 (1.15%) Publishing
16 10 (1.04%) Billing
16 10 (1.04%) Manufacturing
16 10 (1.04%) Organisational Skills
Job Titles
1 223 (23.28%) Data Engineer
2 215 (22.44%) Analyst
3 133 (13.88%) Data Analyst
4 96 (10.02%) Architect
5 95 (9.92%) Lead
6 89 (9.29%) Senior
7 67 (6.99%) Business Analyst
8 57 (5.95%) Data Architect
8 57 (5.95%) Developer
9 42 (4.38%) Azure Engineer
10 41 (4.28%) Senior Data Engineer
11 35 (3.65%) Azure Data Engineer
12 31 (3.24%) Consultant
12 31 (3.24%) Data Business Analyst
13 28 (2.92%) Data Manager
14 25 (2.61%) Data Modeller
15 22 (2.30%) Governance Analyst
16 18 (1.88%) Project Manager
16 18 (1.88%) Senior Analyst
17 17 (1.77%) Salesforce Architect
Libraries, Frameworks & Software Standards
1 86 (8.98%) PySpark
2 58 (6.05%) Kafka
3 32 (3.34%) REST
4 21 (2.19%) XML
5 17 (1.77%) Pandas
6 16 (1.67%) Middleware
7 14 (1.46%) SOAP
8 13 (1.36%) Lightning Web Components
8 13 (1.36%) Visualforce
9 10 (1.04%) Great Expectations
9 10 (1.04%) NumPy
10 9 (0.94%) JSON
11 8 (0.84%) RESTful
12 7 (0.73%) HTML
12 7 (0.73%) OAuth
12 7 (0.73%) PyTorch
12 7 (0.73%) YAML
13 6 (0.63%) .NET
13 6 (0.63%) Apache NiFi
13 6 (0.63%) Web Services
Miscellaneous
1 86 (8.98%) Data Structures
2 57 (5.95%) Legacy Systems
3 30 (3.13%) Analytical Mindset
3 30 (3.13%) Cloud Native
3 30 (3.13%) Onboarding
4 29 (3.03%) Product Ownership
5 28 (2.92%) Management Information System
6 19 (1.98%) CMDB
7 18 (1.88%) Reference Data
8 17 (1.77%) NHS
9 15 (1.57%) Data Protection Act
10 14 (1.46%) Replication
11 13 (1.36%) Greenfield Project
11 13 (1.36%) Reinsurance
12 11 (1.15%) Clustering
12 11 (1.15%) Data Centre
12 11 (1.15%) Linux Command Line
13 9 (0.94%) Algorithms
13 9 (0.94%) Distributed Computing
14 8 (0.84%) Taxonomies
Operating Systems
1 17 (1.77%) Linux
2 4 (0.42%) Unix
3 2 (0.21%) Windows
Processes & Methodologies
1 411 (42.90%) Data Modelling
2 369 (38.52%) Data Governance
3 356 (37.16%) Analytics
4 310 (32.36%) ETL
5 305 (31.84%) Business Intelligence
6 257 (26.83%) Problem-Solving
7 250 (26.10%) Data Pipeline
8 239 (24.95%) Agile
9 198 (20.67%) Data Engineering
10 182 (19.00%) Migration
11 164 (17.12%) CI/CD
12 152 (15.87%) Validation
13 151 (15.76%) Decision-Making
14 149 (15.55%) Data Management
15 148 (15.45%) Data Architecture
16 139 (14.51%) Data Integration
17 135 (14.09%) Data Analysis
18 131 (13.67%) Data Migration
19 123 (12.84%) DevOps
20 121 (12.63%) Stakeholder Management
Programming Languages
1 478 (49.90%) SQL
2 301 (31.42%) Python
3 41 (4.28%) Scala
4 28 (2.92%) R
5 26 (2.71%) Java
6 21 (2.19%) Data Analysis Expressions
7 20 (2.09%) PL/SQL
8 19 (1.98%) T-SQL
9 17 (1.77%) C#
10 15 (1.57%) JavaScript
11 13 (1.36%) Apex Code
11 13 (1.36%) Bash
12 9 (0.94%) Bicep
13 8 (0.84%) Shell Script
14 7 (0.73%) C++
15 6 (0.63%) PowerShell
16 5 (0.52%) TypeScript
16 5 (0.52%) VBA
17 4 (0.42%) ABAP
18 3 (0.31%) PHP
Qualifications
1 153 (15.97%) Security Cleared
2 112 (11.69%) SC Cleared
3 71 (7.41%) Degree
4 33 (3.44%) Computer Science Degree
5 20 (2.09%) Master's Degree
6 15 (1.57%) AWS Certification
7 13 (1.36%) DV Cleared
8 11 (1.15%) Azure Certification
9 6 (0.63%) BPSS Clearance
10 4 (0.42%) Microsoft Certification
11 3 (0.31%) PhD
11 3 (0.31%) PMI Certification
11 3 (0.31%) PMP
11 3 (0.31%) PRINCE2 Certification
11 3 (0.31%) TOGAF Certification
12 2 (0.21%) AAT
12 2 (0.21%) ACCA
12 2 (0.21%) CCAB
12 2 (0.21%) CFA
12 2 (0.21%) CIMA
Quality Assurance & Compliance
1 87 (9.08%) GDPR
2 60 (6.26%) QA
3 40 (4.18%) Accessibility
4 21 (2.19%) California Consumer Privacy Act
5 14 (1.46%) PMO
6 12 (1.25%) Actionable Recommendations
7 8 (0.84%) SLA
8 7 (0.73%) Basel III
8 7 (0.73%) IFRS
9 5 (0.52%) ISO 19650
10 4 (0.42%) Solvency II
11 3 (0.31%) FINREP
11 3 (0.31%) MiFID
12 2 (0.21%) CRD IV
12 2 (0.21%) EMIR
12 2 (0.21%) HIPAA
12 2 (0.21%) IFRS 17
12 2 (0.21%) NIST
13 1 (0.10%) GRC
13 1 (0.10%) SOC 2
System Software
1 60 (6.26%) Docker
2 8 (0.84%) zsh
3 5 (0.52%) Active Directory
4 3 (0.31%) HDFS
Systems Management
1 57 (5.95%) Kubernetes
2 46 (4.80%) Terraform
3 3 (0.31%) Hadoop YARN
3 3 (0.31%) Oozie
4 2 (0.21%) Ansible
4 2 (0.21%) Control-M
4 2 (0.21%) Kibana
4 2 (0.21%) logstash
4 2 (0.21%) vCenter Server
5 1 (0.10%) Grafana
5 1 (0.10%) HP ALM
5 1 (0.10%) Prometheus
5 1 (0.10%) Puppet
Vendors
1 172 (17.95%) Databricks
2 135 (14.09%) Microsoft
3 88 (9.19%) Oracle
4 63 (6.58%) SAP
5 47 (4.91%) Salesforce
6 45 (4.70%) Talend
7 44 (4.59%) Informatica
8 37 (3.86%) Google
9 34 (3.55%) ServiceNow
10 31 (3.24%) Denodo
11 13 (1.36%) Alteryx
11 13 (1.36%) Sparx
12 12 (1.25%) Palantir
13 9 (0.94%) Adobe
14 8 (0.84%) ESRI
14 8 (0.84%) Intergraph
15 7 (0.73%) Foundry
15 7 (0.73%) Workday
16 6 (0.63%) Guidewire
17 5 (0.52%) IBM