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

6 months to
18 Jan 2026
Same period 2025 Same period 2024
Rank 82 111 127
Rank change year-on-year +29 +16 +46
Contract jobs citing Data Quality 984 620 728
As % of all contract jobs in England 3.09% 2.31% 1.98%
As % of the Quality Assurance & Compliance category 17.91% 16.10% 13.97%
Number of daily rates quoted 681 406 500
10th Percentile £342 £307 £375
25th Percentile £413 £375 £457
Median daily rate (50th Percentile) £500 £500 £550
Median % change year-on-year - -9.09% -
75th Percentile £619 £636 £675
90th Percentile £723 £738 £746
UK median daily rate £500 £488 £550
% change year-on-year +2.56% -11.36% -
Number of hourly rates quoted 18 14 28
10th Percentile £17.20 £21.25 £15.37
25th Percentile £18.25 £23.67 £21.25
Median hourly rate £19.44 £35.00 £40.50
Median % change year-on-year -44.46% -13.58% +80.12%
75th Percentile £30.87 £81.25 £55.75
90th Percentile £55.03 £97.50 £67.10
UK median hourly rate £20.00 £35.00 £40.50
% change year-on-year -42.86% -13.58% +80.12%

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 5,493 3,852 5,210
As % of all contract IT jobs advertised in England 17.27% 14.33% 14.18%
Number of daily rates quoted 3,568 2,236 3,474
10th Percentile £315 £263 £319
25th Percentile £410 £381 £425
Median daily rate (50th Percentile) £500 £500 £540
Median % change year-on-year - -7.41% +2.86%
75th Percentile £613 £638 £650
90th Percentile £706 £738 £750
UK median daily rate £500 £500 £525
% change year-on-year - -4.76% -
Number of hourly rates quoted 289 154 251
10th Percentile £15.97 £14.70 £13.00
25th Percentile £18.25 £20.63 £16.25
Median hourly rate £25.15 £30.11 £32.50
Median % change year-on-year -16.46% -7.37% +32.65%
75th Percentile £61.25 £64.93 £60.00
90th Percentile £69.65 £75.00 £79.17
UK median hourly rate £25.94 £29.00 £30.25
% change year-on-year -10.55% -4.13% +27.27%

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 18 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 18 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 18 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 +33 592 £525 - 221
North of England -3 128 £475 +18.75% 107
Midlands +6 99 £519 +33.81% 80
West Midlands +6 76 £525 +10.29% 43
South East +2 72 £425 -29.17% 249
North West -7 69 £463 +8.82% 51
South West +18 46 £500 +2.56% 65
Yorkshire -20 44 £500 +81.82% 43
East Midlands -9 24 £425 +19.38% 35
East of England -32 18 £638 +23.79% 76
North East -3 16 £450 +81.82% 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 90 (9.15%) Apache Spark
2 58 (5.89%) Apache Airflow
3 41 (4.17%) SAS
4 36 (3.66%) Apache
5 18 (1.83%) SharePoint
6 16 (1.63%) Confluence
7 8 (0.81%) GeoServer
7 8 (0.81%) Smallworld
8 7 (0.71%) Oracle Application Server
9 5 (0.51%) Appian
10 3 (0.30%) Luigi
10 3 (0.30%) NetWeaver
11 2 (0.20%) ArcGIS
11 2 (0.20%) Microsoft Exchange
12 1 (0.10%) Apache Synapse
Applications
1 88 (8.94%) Microsoft Excel
2 25 (2.54%) Microsoft Office
3 20 (2.03%) Microsoft PowerPoint
4 14 (1.42%) MS Visio
5 10 (1.02%) Microsoft Project
6 5 (0.51%) Spreadsheet
7 3 (0.30%) Trello
8 1 (0.10%) Chatbot
8 1 (0.10%) Siemens NX
8 1 (0.10%) S-PLUS
Business Applications
1 36 (3.66%) SAP S/4HANA
2 15 (1.52%) Sparx Enterprise Architect
3 7 (0.71%) Salesforce CRM
4 6 (0.61%) Oracle EBS
4 6 (0.61%) SAP ERP
4 6 (0.61%) SAP MDG
5 5 (0.51%) Loan IQ
6 4 (0.41%) SystmOne
7 3 (0.30%) Aladdin
7 3 (0.30%) Finacle
7 3 (0.30%) iTrent
7 3 (0.30%) Oracle ERP
7 3 (0.30%) Oracle SCM
7 3 (0.30%) SAP CO
7 3 (0.30%) SAP FI
7 3 (0.30%) SAP FI/CO
7 3 (0.30%) SAP MDG-F
7 3 (0.30%) SAP MDG-M
7 3 (0.30%) SAP MDG-S
8 2 (0.20%) Teamcenter
Cloud Services
1 300 (30.49%) Azure
2 230 (23.37%) Power Platform
3 195 (19.82%) AWS
4 105 (10.67%) Azure Data Factory
5 95 (9.65%) GCP
6 81 (8.23%) Snowflake
7 65 (6.61%) Azure Synapse Analytics
8 56 (5.69%) dbt
9 53 (5.39%) Azure DevOps
10 47 (4.78%) GitHub
11 46 (4.67%) Amazon S3
12 43 (4.37%) Collibra
13 32 (3.25%) Serverless
14 29 (2.95%) GitHub Actions
15 24 (2.44%) Microsoft Purview
16 20 (2.03%) AWS Lambda
17 19 (1.93%) OCI
18 18 (1.83%) SaaS
19 14 (1.42%) AWS CloudFormation
20 13 (1.32%) Google Tag Manager
Communications & Networking
1 3 (0.30%) DNS
2 2 (0.20%) Broadband
2 2 (0.20%) HTTP
2 2 (0.20%) Hyperconnected
2 2 (0.20%) SSL
2 2 (0.20%) VoIP
3 1 (0.10%) Internet
Database & Business Intelligence
1 225 (22.87%) Power BI
2 183 (18.60%) Data Warehouse
3 161 (16.36%) Metadata
4 88 (8.94%) Data Lake
5 72 (7.32%) SQL Server
6 59 (6.00%) Tableau
7 49 (4.98%) Azure SQL Database
8 46 (4.67%) Big Data
9 45 (4.57%) NoSQL
10 42 (4.27%) Snowflake Schema
11 41 (4.17%) Relational Database
12 40 (4.07%) Delta Lake
13 36 (3.66%) Pentaho
14 35 (3.56%) SQL Server Integration Services
15 31 (3.15%) BigQuery
16 29 (2.95%) Star Schema
17 27 (2.74%) PostgreSQL
18 26 (2.64%) Data Vault
19 20 (2.03%) Amazon Redshift
20 17 (1.73%) Looker
Development Applications
1 118 (11.99%) Git
2 79 (8.03%) JIRA
3 52 (5.28%) Jenkins
4 20 (2.03%) ERwin
5 15 (1.52%) PowerDesigner
6 11 (1.12%) ER Studio
7 8 (0.81%) MLflow
8 6 (0.61%) DBeaver
9 3 (0.30%) GitLab
9 3 (0.30%) LSMW
9 3 (0.30%) Terragrunt
10 2 (0.20%) Browser DevTools
10 2 (0.20%) Selenium
11 1 (0.10%) Bitbucket
11 1 (0.10%) Liquibase
11 1 (0.10%) Oracle Forms
11 1 (0.10%) Robot Framework
11 1 (0.10%) SonarQube
11 1 (0.10%) SQL Server Management Studio (SSMS)
11 1 (0.10%) Visual Studio
General
1 332 (33.74%) Social Skills
2 294 (29.88%) Finance
3 221 (22.46%) Analytical Skills
4 109 (11.08%) Public Sector
5 87 (8.84%) Banking
6 30 (3.05%) Marketing
7 26 (2.64%) Retail
8 23 (2.34%) Inclusion and Diversity
9 22 (2.24%) Legal
10 21 (2.13%) Documentation Skills
11 18 (1.83%) Influencing Skills
12 14 (1.42%) Local Government
12 14 (1.42%) Military
13 13 (1.32%) Presentation Skills
14 12 (1.22%) Organisational Skills
14 12 (1.22%) Publishing
15 11 (1.12%) Investment Banking
15 11 (1.12%) Manufacturing
15 11 (1.12%) Telecoms
16 10 (1.02%) Billing
Job Titles
1 248 (25.20%) Data Engineer
2 216 (21.95%) Analyst
3 135 (13.72%) Data Analyst
4 98 (9.96%) Lead
5 94 (9.55%) Architect
6 92 (9.35%) Senior
7 63 (6.40%) Business Analyst
8 57 (5.79%) Data Architect
9 53 (5.39%) Developer
10 48 (4.88%) Senior Data Engineer
11 44 (4.47%) Azure Engineer
12 37 (3.76%) Azure Data Engineer
13 33 (3.35%) Consultant
14 30 (3.05%) Data Business Analyst
15 28 (2.85%) Data Manager
16 26 (2.64%) Data Modeller
17 22 (2.24%) Governance Analyst
18 19 (1.93%) Project Manager
19 15 (1.52%) Financial Analyst
19 15 (1.52%) Senior Analyst
Libraries, Frameworks & Software Standards
1 94 (9.55%) PySpark
2 63 (6.40%) Kafka
3 30 (3.05%) REST
4 18 (1.83%) Pandas
4 18 (1.83%) XML
5 13 (1.32%) Middleware
6 12 (1.22%) NumPy
7 11 (1.12%) Great Expectations
8 10 (1.02%) JSON
9 9 (0.91%) SOAP
9 9 (0.91%) YAML
10 8 (0.81%) Lightning Web Components
10 8 (0.81%) OAuth
10 8 (0.81%) pytest
10 8 (0.81%) RESTful
10 8 (0.81%) Visualforce
11 7 (0.71%) PyTorch
11 7 (0.71%) Web Services
12 6 (0.61%) .NET
12 6 (0.61%) HTML
Miscellaneous
1 90 (9.15%) Data Structures
2 62 (6.30%) Legacy Systems
3 34 (3.46%) Onboarding
4 33 (3.35%) Management Information System
5 32 (3.25%) Cloud Native
6 28 (2.85%) Analytical Mindset
7 27 (2.74%) Product Ownership
8 21 (2.13%) CMDB
9 19 (1.93%) Reference Data
10 18 (1.83%) NHS
10 18 (1.83%) Reinsurance
11 15 (1.52%) Data Protection Act
12 14 (1.42%) Greenfield Project
12 14 (1.42%) Replication
13 13 (1.32%) Data Centre
14 11 (1.12%) Clustering
15 10 (1.02%) Linux Command Line
15 10 (1.02%) Taxonomies
16 9 (0.91%) Algorithms
16 9 (0.91%) Distributed Computing
Operating Systems
1 16 (1.63%) Linux
2 4 (0.41%) Unix
3 1 (0.10%) Windows
Processes & Methodologies
1 430 (43.70%) Data Modelling
2 378 (38.41%) Analytics
3 371 (37.70%) Data Governance
4 332 (33.74%) ETL
5 311 (31.61%) Business Intelligence
6 270 (27.44%) Data Pipeline
7 258 (26.22%) Problem-Solving
8 247 (25.10%) Agile
9 209 (21.24%) Data Engineering
10 181 (18.39%) Migration
11 173 (17.58%) CI/CD
12 163 (16.57%) Decision-Making
13 162 (16.46%) Validation
14 156 (15.85%) Data Architecture
15 151 (15.35%) Data Integration
16 145 (14.74%) Data Management
17 136 (13.82%) Data Analysis
18 130 (13.21%) DevOps
19 128 (13.01%) Data Migration
20 124 (12.60%) AI
Programming Languages
1 497 (50.51%) SQL
2 317 (32.22%) Python
3 44 (4.47%) Scala
4 25 (2.54%) Data Analysis Expressions
5 24 (2.44%) R
6 23 (2.34%) Java
7 21 (2.13%) PL/SQL
8 19 (1.93%) T-SQL
9 17 (1.73%) C#
10 15 (1.52%) JavaScript
11 12 (1.22%) Bash
12 10 (1.02%) Bicep
13 9 (0.91%) Shell Script
14 8 (0.81%) Apex Code
15 7 (0.71%) C++
16 6 (0.61%) PowerShell
17 5 (0.51%) TypeScript
18 4 (0.41%) ABAP
18 4 (0.41%) Korn
18 4 (0.41%) VBA
Qualifications
1 168 (17.07%) Security Cleared
2 127 (12.91%) SC Cleared
3 62 (6.30%) Degree
4 30 (3.05%) Computer Science Degree
5 14 (1.42%) DV Cleared
5 14 (1.42%) Master's Degree
6 13 (1.32%) Azure Certification
7 10 (1.02%) AWS Certification
7 10 (1.02%) BPSS Clearance
8 5 (0.51%) Microsoft Certification
9 3 (0.30%) PMI Certification
9 3 (0.30%) PMP
9 3 (0.30%) PRINCE2 Certification
9 3 (0.30%) TOGAF Certification
10 2 (0.20%) AAT
10 2 (0.20%) ACCA
10 2 (0.20%) CFA
10 2 (0.20%) CIMA
10 2 (0.20%) PhD
11 1 (0.10%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 86 (8.74%) GDPR
2 61 (6.20%) QA
3 41 (4.17%) Accessibility
4 15 (1.52%) California Consumer Privacy Act
4 15 (1.52%) PMO
5 12 (1.22%) Actionable Recommendations
6 8 (0.81%) SLA
7 7 (0.71%) Basel III
7 7 (0.71%) IFRS
8 5 (0.51%) ISO 19650
8 5 (0.51%) Solvency II
9 3 (0.30%) FINREP
9 3 (0.30%) MiFID
10 2 (0.20%) CRD IV
10 2 (0.20%) EMIR
10 2 (0.20%) HIPAA
10 2 (0.20%) HL7
10 2 (0.20%) IFRS 17
10 2 (0.20%) ISO/IEC 27001
10 2 (0.20%) Sarbanes-Oxley
System Software
1 63 (6.40%) Docker
2 7 (0.71%) zsh
3 5 (0.51%) Active Directory
4 3 (0.30%) HDFS
Systems Management
1 63 (6.40%) Kubernetes
2 52 (5.28%) Terraform
3 3 (0.30%) Hadoop YARN
3 3 (0.30%) Kibana
3 3 (0.30%) logstash
3 3 (0.30%) Oozie
3 3 (0.30%) SCCM
4 2 (0.20%) Ansible
5 1 (0.10%) Control-M
5 1 (0.10%) Grafana
5 1 (0.10%) HP ALM
5 1 (0.10%) Prometheus
5 1 (0.10%) Puppet
5 1 (0.10%) vCenter Server
Vendors
1 185 (18.80%) Databricks
2 140 (14.23%) Microsoft
3 96 (9.76%) Oracle
4 62 (6.30%) SAP
5 51 (5.18%) Informatica
6 49 (4.98%) Talend
7 43 (4.37%) Salesforce
8 38 (3.86%) Google
9 36 (3.66%) ServiceNow
10 34 (3.46%) Denodo
11 13 (1.32%) Alteryx
11 13 (1.32%) Sparx
12 12 (1.22%) Palantir
13 8 (0.81%) ESRI
13 8 (0.81%) Intergraph
14 7 (0.71%) Foundry
14 7 (0.71%) Workday
15 6 (0.61%) Avaloq
15 6 (0.61%) Guidewire
15 6 (0.61%) OpenAI