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

6 months to
19 Sep 2026
Same period 2025 Same period 2024
Rank 45 101 116
Rank change year-on-year +56 +15 +35
Contract jobs citing Data Quality 2,059 730 680
As % of all contract jobs in England 4.42% 2.62% 2.06%
As % of the Quality Assurance & Compliance category 24.87% 15.23% 15.76%
Number of daily rates quoted 1,320 477 473
10th Percentile £356 £338 £350
25th Percentile £425 £413 £450
Median daily rate (50th Percentile) £514 £515 £560
Median % change year-on-year -0.24% -8.04% +1.82%
75th Percentile £600 £638 £713
90th Percentile £700 £738 £850
UK median daily rate £510 £513 £550
% change year-on-year -0.49% -6.82% -
Number of hourly rates quoted 80 11 9
10th Percentile £15.39 £21.20 £21.25
25th Percentile £17.62 £31.94 £35.00
Median hourly rate £30.89 £40.49 £37.50
Median % change year-on-year -23.72% +7.97% +5.25%
75th Percentile £56.44 £49.25 £51.75
90th Percentile £73.75 £80.00 £97.50
UK median hourly rate £30.12 £40.49 £36.25
% change year-on-year -25.62% +11.70% +2.65%

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 8,280 4,794 4,314
As % of all contract IT jobs advertised in England 17.79% 17.24% 13.09%
Number of daily rates quoted 5,205 3,132 2,570
10th Percentile £329 £300 £300
25th Percentile £413 £400 £406
Median daily rate (50th Percentile) £513 £500 £525
Median % change year-on-year +2.50% -4.76% -2.33%
75th Percentile £613 £625 £638
90th Percentile £713 £725 £763
UK median daily rate £505 £500 £513
% change year-on-year +1.00% -2.44% -2.38%
Number of hourly rates quoted 598 226 213
10th Percentile £14.00 £15.13 £12.24
25th Percentile £17.00 £17.96 £15.50
Median hourly rate £33.00 £32.50 £31.62
Median % change year-on-year +1.54% +2.78% -15.68%
75th Percentile £67.50 £61.69 £64.73
90th Percentile £76.00 £82.88 £70.00
UK median hourly rate £32.50 £30.00 £27.50
% change year-on-year +8.33% +9.09% -22.82%

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 19 September 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 19 September 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 19 September 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 +58 1,109 £525 -3.67% 1,655
North of England +44 285 £463 +2.78% 422
Midlands +29 218 £475 -5.00% 243
South East +35 212 £500 +2.56% 369
West Midlands +25 170 £470 -10.48% 177
North West +18 146 £525 +16.67% 271
Yorkshire +34 116 £450 -10.00% 106
South West +20 112 £500 +11.11% 143
East of England +17 81 £525 -13.15% 145
East Midlands +14 47 £481 +7.25% 65
North East -31 24 £491 +12.29% 47
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
1 126 (6.12%) Apache Airflow
2 92 (4.47%) Apache Spark
3 74 (3.59%) Apache
4 62 (3.01%) Confluence
5 49 (2.38%) SAS
6 43 (2.09%) SharePoint
7 13 (0.63%) Oracle Workflow
8 11 (0.53%) CMS
9 10 (0.49%) Palantir Foundry
10 9 (0.44%) ArcGIS
11 6 (0.29%) Microsoft Exchange
12 4 (0.19%) Adobe Experience Manager
12 4 (0.19%) Jupyter
12 4 (0.19%) Sitecore CMS
13 2 (0.097%) HCL Notes
13 2 (0.097%) Oracle Application Server
14 1 (0.049%) Blackberry Enterprise Server
14 1 (0.049%) GeoServer
14 1 (0.049%) Luigi
14 1 (0.049%) PowerExchange
Applications
1 157 (7.63%) Microsoft Excel
2 29 (1.41%) Microsoft Office
3 27 (1.31%) Spreadsheet
4 15 (0.73%) Microsoft PowerPoint
4 15 (0.73%) MS Visio
5 9 (0.44%) Microsoft Project
6 5 (0.24%) Chatbot
7 2 (0.097%) CATIA
8 1 (0.049%) Adobe Premiere
8 1 (0.049%) Adobe XD
8 1 (0.049%) Gliffy
8 1 (0.049%) Trello
8 1 (0.049%) Windchill
Business Applications
1 69 (3.35%) SAP S/4HANA
2 22 (1.07%) Dynamics CRM
3 15 (0.73%) NetSuite
4 13 (0.63%) Aladdin
5 11 (0.53%) NEC Housing
6 10 (0.49%) Sparx Enterprise Architect
6 10 (0.49%) Workday HCM
7 9 (0.44%) SAP MDG
8 8 (0.39%) Oracle Payables
9 7 (0.34%) iTrent
9 7 (0.34%) Oracle ERP
9 7 (0.34%) SAP HR
10 6 (0.29%) Maximo
10 6 (0.29%) Oracle EBS
10 6 (0.29%) Teamcenter
11 5 (0.24%) Oracle Receivables
11 5 (0.24%) Shopify
12 4 (0.19%) Oracle General Ledger
12 4 (0.19%) Remedy ITSM
12 4 (0.19%) Salesforce CRM
Cloud Services
1 519 (25.21%) Azure
2 428 (20.79%) Power Platform
3 372 (18.07%) AWS
4 177 (8.60%) GCP
5 164 (7.97%) Snowflake
6 146 (7.09%) Azure Data Factory
7 138 (6.70%) dbt
8 105 (5.10%) Amazon S3
9 103 (5.00%) Serverless
10 101 (4.91%) Azure DevOps
11 90 (4.37%) Azure Synapse Analytics
12 84 (4.08%) AWS Lambda
13 80 (3.89%) GitHub
14 67 (3.25%) Microsoft Purview
15 59 (2.87%) Collibra
16 48 (2.33%) Power Automate
17 47 (2.28%) SaaS
18 44 (2.14%) Dynamics 365
18 44 (2.14%) GitHub Actions
19 40 (1.94%) Azure Databricks
Communications & Networking
1 6 (0.29%) Broadband
1 6 (0.29%) SD-WAN
1 6 (0.29%) WAN
2 5 (0.24%) Firewall
2 5 (0.24%) SNMP
2 5 (0.24%) Wireless
3 3 (0.15%) HTTP
4 2 (0.097%) DNS
4 2 (0.097%) Network Security
4 2 (0.097%) SSL
5 1 (0.049%) BGP
5 1 (0.049%) Cisco Nexus
5 1 (0.049%) FIX Connectivity
5 1 (0.049%) LAN
5 1 (0.049%) MPLS
5 1 (0.049%) OpenFlow
5 1 (0.049%) OSPF
5 1 (0.049%) TCP/IP
5 1 (0.049%) VLAN
5 1 (0.049%) Wireshark
Database & Business Intelligence
1 402 (19.52%) Power BI
2 337 (16.37%) Metadata
3 324 (15.74%) Data Warehouse
4 172 (8.35%) Data Lake
5 115 (5.59%) Tableau
6 92 (4.47%) SQL Server
7 90 (4.37%) BigQuery
8 85 (4.13%) Delta Lake
9 82 (3.98%) Amazon Redshift
10 80 (3.89%) Relational Database
11 65 (3.16%) Amazon Athena
12 50 (2.43%) NoSQL
13 46 (2.23%) Big Data
14 42 (2.04%) Power Query
15 40 (1.94%) PostgreSQL
16 36 (1.75%) Enterprise Data Warehouse
17 35 (1.70%) Snowflake Schema
17 35 (1.70%) Star Schema
18 33 (1.60%) Looker
19 30 (1.46%) SQL Server Integration Services
Development Applications
1 130 (6.31%) JIRA
2 124 (6.02%) Git
3 37 (1.80%) Jenkins
4 34 (1.65%) GitLab
5 12 (0.58%) ERwin
6 11 (0.53%) Selenium
7 10 (0.49%) Postman
8 9 (0.44%) Eclipse
8 9 (0.44%) ER Studio
8 9 (0.44%) MLflow
9 8 (0.39%) Visual Studio Code
10 6 (0.29%) Ant
10 6 (0.29%) Newman
10 6 (0.29%) Team Foundation Server
11 5 (0.24%) Bitbucket
11 5 (0.24%) RStudio
11 5 (0.24%) Terragrunt
12 4 (0.19%) TestRail
12 4 (0.19%) Visual Studio
12 4 (0.19%) Visual Website Optimizer
General
1 652 (31.67%) Social Skills
2 626 (30.40%) Finance
3 489 (23.75%) Analytical Skills
4 245 (11.90%) Public Sector
5 181 (8.79%) Banking
6 66 (3.21%) Retail
7 61 (2.96%) Manufacturing
8 53 (2.57%) Influencing Skills
9 52 (2.53%) Organisational Skills
10 51 (2.48%) Marketing
11 44 (2.14%) Local Government
12 43 (2.09%) Documentation Skills
13 42 (2.04%) Military
14 40 (1.94%) Legal
15 37 (1.80%) Inclusion and Diversity
16 25 (1.21%) Law
16 25 (1.21%) Presentation Skills
17 24 (1.17%) Billing
18 23 (1.12%) Front Office
18 23 (1.12%) Pharmaceutical
Job Titles
1 436 (21.18%) Data Engineer
2 424 (20.59%) Analyst
3 249 (12.09%) Lead
3 249 (12.09%) Senior
4 225 (10.93%) Data Analyst
5 215 (10.44%) Architect
6 140 (6.80%) Data Architect
7 116 (5.63%) Business Analyst
8 115 (5.59%) Developer
8 115 (5.59%) Senior Data Engineer
9 80 (3.89%) Consultant
10 68 (3.30%) Administrator
11 66 (3.21%) Data Manager
12 48 (2.33%) Data Business Analyst
13 47 (2.28%) Data Consultant
14 38 (1.85%) Databricks Engineer
15 35 (1.70%) AWS Engineer
15 35 (1.70%) Lead Data Engineer
16 34 (1.65%) Senior Analyst
17 33 (1.60%) Snowflake Engineer
Libraries, Frameworks & Software Standards
1 177 (8.60%) PySpark
2 134 (6.51%) Terraform
3 77 (3.74%) Kafka
4 58 (2.82%) REST
5 42 (2.04%) JSON
6 33 (1.60%) Oracle Fusion
7 24 (1.17%) Great Expectations
7 24 (1.17%) Web Services
7 24 (1.17%) XML
8 21 (1.02%) Middleware
8 21 (1.02%) Pandas
9 20 (0.97%) SOAP
10 18 (0.87%) HTML
11 17 (0.83%) .NET
12 14 (0.68%) pytest
13 12 (0.58%) OpenTelemetry
14 11 (0.53%) CSS
14 11 (0.53%) OAuth
14 11 (0.53%) OpenID
15 10 (0.49%) SailPoint
Miscellaneous
1 185 (8.98%) Data Structures
2 135 (6.56%) Onboarding
3 115 (5.59%) Cloud Native
4 103 (5.00%) Product Ownership
5 97 (4.71%) Legacy Systems
6 95 (4.61%) Management Information System
7 60 (2.91%) CMDB
8 49 (2.38%) Reference Data
9 42 (2.04%) Data Protection Act
10 39 (1.89%) AI Agents
10 39 (1.89%) Enterprise Software
11 28 (1.36%) Taxonomies
12 27 (1.31%) Analytical Mindset
13 25 (1.21%) Self-Motivation
14 23 (1.12%) Distributed Systems
15 22 (1.07%) NHS
16 21 (1.02%) Life Science
17 18 (0.87%) Algorithms
18 17 (0.83%) Greenfield Project
19 16 (0.78%) Distributed Computing
Operating Systems
1 27 (1.31%) Unix
2 18 (0.87%) Linux
3 12 (0.58%) Windows
4 1 (0.049%) Red Hat Enterprise Linux
4 1 (0.049%) VMS
Processes & Methodologies
1 815 (39.58%) Data Modelling
2 747 (36.28%) Analytics
3 737 (35.79%) Data Governance
4 568 (27.59%) Data Pipeline
5 544 (26.42%) Validation
6 542 (26.32%) Stakeholder Management
7 538 (26.13%) ETL
8 514 (24.96%) Business Intelligence
9 487 (23.65%) Migration
10 471 (22.88%) Data Engineering
11 432 (20.98%) Agile
12 412 (20.01%) AI
13 398 (19.33%) Decision-Making
14 387 (18.80%) CI/CD
15 385 (18.70%) Problem-Solving
16 336 (16.32%) Continuous Improvement
17 311 (15.10%) Stakeholder Engagement
18 299 (14.52%) Data Architecture
19 283 (13.74%) Data Migration
20 279 (13.55%) Data Management
Programming Languages
1 885 (42.98%) SQL
2 549 (26.66%) Python
3 60 (2.91%) Java
4 58 (2.82%) Data Analysis Expressions
5 42 (2.04%) PL/SQL
6 33 (1.60%) T-SQL
7 32 (1.55%) Scala
8 30 (1.46%) Shell Script
9 29 (1.41%) PowerShell
10 28 (1.36%) JavaScript
11 24 (1.17%) C#
12 22 (1.07%) R
13 17 (0.83%) Bash
14 12 (0.58%) Bicep
15 9 (0.44%) Apex Code
15 9 (0.44%) TypeScript
16 8 (0.39%) Korn
16 8 (0.39%) SOQL
16 8 (0.39%) VBA
17 6 (0.29%) SOSL
Qualifications
1 328 (15.93%) Security Cleared
2 253 (12.29%) SC Cleared
3 130 (6.31%) Degree
4 48 (2.33%) BPSS Clearance
5 30 (1.46%) Azure Certification
6 29 (1.41%) DV Cleared
7 27 (1.31%) Computer Science Degree
8 25 (1.21%) AWS Certification
9 22 (1.07%) PMI Certification
10 21 (1.02%) Microsoft Certification
11 19 (0.92%) Master's Degree
12 18 (0.87%) PMP
13 12 (0.58%) ACCA
13 12 (0.58%) CIMA
14 8 (0.39%) AWS Certified Cloud Practitioner
14 8 (0.39%) AWS Certified Solutions Architect
15 6 (0.29%) CIPD
15 6 (0.29%) PRINCE2 Practitioner
16 5 (0.24%) DBS Check
16 5 (0.24%) TOGAF Certification
Quality Assurance & Compliance
1 149 (7.24%) QA
2 124 (6.02%) GDPR
3 41 (1.99%) Accessibility
4 34 (1.65%) PMO
5 22 (1.07%) SLA
6 21 (1.02%) ISO/IEC 27001
7 16 (0.78%) IFRS
7 16 (0.78%) NIST
8 14 (0.68%) GRC
8 14 (0.68%) NCSC
9 13 (0.63%) Actionable Recommendations
10 12 (0.58%) Solvency II
11 8 (0.39%) COREP
11 8 (0.39%) FINREP
11 8 (0.39%) IFRS 17
12 7 (0.34%) Basel III
12 7 (0.34%) California Consumer Privacy Act
12 7 (0.34%) Sarbanes-Oxley
13 6 (0.29%) ISO/IEC 42001
14 5 (0.24%) IFRS 9
System Software
1 74 (3.59%) Docker
2 19 (0.92%) Active Directory
3 2 (0.097%) VMware Infrastructure
4 1 (0.049%) etcd
4 1 (0.049%) HDFS
4 1 (0.049%) vSphere
Systems Management
1 73 (3.55%) Kubernetes
2 16 (0.78%) Grafana
3 14 (0.68%) Single Sign-On
4 12 (0.58%) Ansible
5 9 (0.44%) Control-M
6 7 (0.34%) Prometheus
7 6 (0.29%) Kibana
8 4 (0.19%) HP ALM
8 4 (0.19%) SCCM
9 1 (0.049%) Amdocs OSS
9 1 (0.049%) Fluentd
9 1 (0.049%) Istio
9 1 (0.049%) logstash
9 1 (0.049%) Microsoft Intune
9 1 (0.049%) Nexpose
9 1 (0.049%) Puppet
9 1 (0.049%) RSA Archer
9 1 (0.049%) Tivoli
Vendors
1 394 (19.14%) Microsoft
2 302 (14.67%) Databricks
3 162 (7.87%) SAP
4 149 (7.24%) Oracle
5 96 (4.66%) ServiceNow
6 87 (4.23%) Informatica
7 74 (3.59%) Salesforce
8 69 (3.35%) Google
9 35 (1.70%) Workday
10 28 (1.36%) Adobe
11 26 (1.26%) IBM
12 24 (1.17%) Talend
13 23 (1.12%) Alteryx
14 22 (1.07%) Splunk
15 21 (1.02%) Palantir
16 19 (0.92%) Denodo
17 16 (0.78%) Foundry
18 13 (0.63%) Bloomberg
19 12 (0.58%) Teradata
20 11 (0.53%) NEC