Data Quality Contract Job Trends

Data Quality
UK

The table below provides summary statistics and contractor rates for jobs requiring Data Quality skills. It covers contract job vacancies from the 6 months leading up to 14 December 2025, with comparisons to the same periods in the previous two years.

6 months to
14 Dec 2025
Same period 2024 Same period 2023
Rank 88 113 129
Rank change year-on-year +25 +16 +65
Contract jobs citing Data Quality 1,055 756 855
As % of all contract jobs in the UK 2.90% 2.19% 1.92%
As % of the Quality Assurance & Compliance category 16.71% 15.53% 13.18%
Number of daily rates quoted 705 509 587
10th Percentile £343 £307 £363
25th Percentile £413 £400 £450
Median daily rate (50th Percentile) £500 £500 £550
Median % change year-on-year - -9.09% -
75th Percentile £625 £638 £650
90th Percentile £733 £740 £740
UK excluding London median daily rate £492 £450 £500
% change year-on-year +9.27% -9.95% +5.26%
Number of hourly rates quoted 20 16 27
10th Percentile - £21.25 £20.07
25th Percentile £18.25 £25.19 £24.57
Median hourly rate £31.00 £35.13 £40.50
Median % change year-on-year -11.74% -13.27% +153.13%
75th Percentile £44.75 £62.25 £61.75
90th Percentile £79.85 £97.50 £72.00
UK excluding London median hourly rate £31.00 £26.50 £25.54
% change year-on-year +16.98% +3.76% +82.30%

All Quality Assurance and Compliance Skills
UK

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.

Contract vacancies with a requirement for quality assurance or compliance skills 6,314 4,869 6,488
As % of all contract IT jobs advertised in the UK 17.33% 14.08% 14.57%
Number of daily rates quoted 4,080 2,866 4,319
10th Percentile £313 £263 £313
25th Percentile £406 £380 £413
Median daily rate (50th Percentile) £500 £500 £525
Median % change year-on-year - -4.76% -
75th Percentile £600 £623 £643
90th Percentile £700 £725 £750
UK excluding London median daily rate £488 £475 £500
% change year-on-year +2.63% -5.00% +5.26%
Number of hourly rates quoted 318 189 234
10th Percentile £13.98 £14.70 £14.21
25th Percentile £17.69 £20.00 £19.60
Median hourly rate £25.15 £27.50 £35.50
Median % change year-on-year -8.55% -22.54% +57.78%
75th Percentile £60.46 £62.24 £64.88
90th Percentile £75.00 £70.00 £82.18
UK excluding London median hourly rate £20.72 £26.75 £35.95
% change year-on-year -22.54% -25.59% +71.19%

Data Quality
Job Vacancy Trend

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

Data Quality job vacancy trend in the UK

Data Quality
Daily Rate Trend

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

Contractor daily rate distribution trend for jobs in the UK citing Data Quality

Data Quality
Daily Rate Histogram

Daily rate distribution for jobs citing Data Quality over the 6 months to 14 December 2025.

Daily rate histogram for Data Quality in the UK

Data Quality
Hourly Rate Trend

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

Contractor hourly rate distribution trend for jobs in the UK citing Data Quality

Data Quality
Hourly Rate Histogram

Hourly rate distribution of jobs citing Data Quality over the 6 months to 14 December 2025.

Hourly rate histogram for Data Quality in the UK

Data Quality
Top 17 Contract Job Locations

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 UK over the 6 months to 14 December 2025. 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
England +26 906 £510 -0.24% 741
London +20 535 £525 -4.55% 231
UK excluding London +29 401 £492 +9.27% 644
Work from Home +34 332 £540 +20.00% 409
North of England +5 122 £471 +14.18% 129
Midlands +7 97 £514 +24.61% 100
West Midlands -2 70 £525 +7.58% 64
South East +18 69 £438 -28.57% 209
North West -3 69 £463 +12.12% 67
Yorkshire -16 44 £500 +53.85% 54
Scotland +17 42 £438 +9.50% 34
South West +7 41 £500 +2.56% 74
East Midlands -4 27 £439 +28.97% 32
East of England -38 15 £519 +3.75% 93
Northern Ireland -1 11 £550 +29.41% 9
North East -6 10 £450 +81.82% 10
Wales -6 9 £523 +5.82% 11

Data Quality
Co-Occurring Skills & Capabilities 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 93 (8.82%) Apache Spark
2 64 (6.07%) Apache Airflow
3 44 (4.17%) Apache
4 38 (3.60%) SAS
5 15 (1.42%) Confluence
6 13 (1.23%) SharePoint
7 9 (0.85%) Oracle Application Server
8 6 (0.57%) GeoServer
8 6 (0.57%) Smallworld
9 4 (0.38%) Luigi
10 3 (0.28%) NetWeaver
11 1 (0.095%) Apache Synapse
11 1 (0.095%) Jupyter
11 1 (0.095%) Microsoft Exchange
Applications
1 106 (10.05%) Microsoft Excel
2 25 (2.37%) Microsoft PowerPoint
3 20 (1.90%) Microsoft Office
4 12 (1.14%) MS Visio
5 8 (0.76%) Microsoft Project
6 5 (0.47%) Spreadsheet
7 2 (0.19%) Siemens NX
7 2 (0.19%) Trello
8 1 (0.095%) Chatbot
8 1 (0.095%) S-PLUS
Business Applications
1 41 (3.89%) SAP S/4HANA
2 18 (1.71%) Sparx Enterprise Architect
3 9 (0.85%) Oracle EBS
4 8 (0.76%) Salesforce CRM
4 8 (0.76%) SAP MDG
5 7 (0.66%) Aladdin
6 5 (0.47%) SAP ERP
7 4 (0.38%) Loan IQ
8 3 (0.28%) Bloomberg AIM
8 3 (0.28%) Oracle ERP
8 3 (0.28%) Oracle SCM
8 3 (0.28%) Remedy ITSM
8 3 (0.28%) SAP MDG-F
8 3 (0.28%) SAP MDG-M
8 3 (0.28%) SAP MDG-S
8 3 (0.28%) Teamcenter
9 2 (0.19%) Actimize
9 2 (0.19%) Dynamics CRM
9 2 (0.19%) Maximo
9 2 (0.19%) Oracle Payables
Cloud Services
1 289 (27.39%) Azure
2 238 (22.56%) Power Platform
3 228 (21.61%) AWS
4 117 (11.09%) GCP
5 108 (10.24%) Snowflake
6 95 (9.00%) Azure Data Factory
7 60 (5.69%) Amazon S3
8 58 (5.50%) Azure Synapse Analytics
9 57 (5.40%) dbt
10 43 (4.08%) Collibra
11 38 (3.60%) Azure DevOps
12 37 (3.51%) Serverless
13 35 (3.32%) GitHub
14 26 (2.46%) AWS Lambda
14 26 (2.46%) GitHub Actions
15 24 (2.27%) Microsoft Purview
16 19 (1.80%) OCI
17 18 (1.71%) AWS CloudFormation
18 17 (1.61%) SaaS
19 15 (1.42%) Salesforce Sales Cloud
Communications & Networking
1 5 (0.47%) DNS
1 5 (0.47%) HTTP
2 2 (0.19%) Broadband
2 2 (0.19%) Hyperconnected
2 2 (0.19%) Internet
2 2 (0.19%) SSL
2 2 (0.19%) VoIP
Database & Business Intelligence
1 231 (21.90%) Power BI
2 209 (19.81%) Data Warehouse
3 159 (15.07%) Metadata
4 84 (7.96%) Tableau
5 74 (7.01%) Data Lake
6 65 (6.16%) SQL Server
7 56 (5.31%) Relational Database
8 55 (5.21%) Big Data
9 50 (4.74%) NoSQL
10 44 (4.17%) BigQuery
11 43 (4.08%) Snowflake Schema
12 42 (3.98%) PostgreSQL
13 40 (3.79%) Azure SQL Database
14 34 (3.22%) Pentaho
15 32 (3.03%) Delta Lake
16 29 (2.75%) Amazon Redshift
17 28 (2.65%) Star Schema
18 27 (2.56%) SQL Server Integration Services
19 24 (2.27%) Hadoop
20 22 (2.09%) Amazon QuickSight
Development Applications
1 122 (11.56%) Git
2 75 (7.11%) JIRA
3 52 (4.93%) Jenkins
4 21 (1.99%) ERwin
5 15 (1.42%) PowerDesigner
6 12 (1.14%) GitLab
7 11 (1.04%) ER Studio
8 8 (0.76%) DBeaver
9 7 (0.66%) MLflow
10 4 (0.38%) Browser DevTools
11 3 (0.28%) JMeter
11 3 (0.28%) Vite
11 3 (0.28%) webpack
12 2 (0.19%) Cucumber
12 2 (0.19%) LSMW
12 2 (0.19%) Oracle Forms
12 2 (0.19%) REST Assured
12 2 (0.19%) Selenium
12 2 (0.19%) Subversion
12 2 (0.19%) Zephyr
General
1 388 (36.78%) Social Skills
2 323 (30.62%) Finance
3 271 (25.69%) Analytical Skills
4 114 (10.81%) Public Sector
5 87 (8.25%) Banking
6 42 (3.98%) Marketing
7 23 (2.18%) Documentation Skills
7 23 (2.18%) Legal
8 21 (1.99%) Local Government
9 19 (1.80%) Influencing Skills
9 19 (1.80%) Retail
10 17 (1.61%) Inclusion and Diversity
11 16 (1.52%) Organisational Skills
11 16 (1.52%) Presentation Skills
12 15 (1.42%) Telecoms
13 13 (1.23%) Pharmaceutical
14 12 (1.14%) Investment Banking
14 12 (1.14%) Military
15 11 (1.04%) Billing
15 11 (1.04%) Manufacturing
Job Titles
1 258 (24.45%) Analyst
2 225 (21.33%) Data Engineer
3 168 (15.92%) Data Analyst
4 102 (9.67%) Senior
5 101 (9.57%) Architect
6 94 (8.91%) Lead
7 80 (7.58%) Business Analyst
8 70 (6.64%) Developer
9 64 (6.07%) Data Architect
10 45 (4.27%) Azure Engineer
11 42 (3.98%) Consultant
12 41 (3.89%) Senior Data Engineer
13 38 (3.60%) Azure Data Engineer
14 35 (3.32%) Data Manager
15 31 (2.94%) Data Business Analyst
16 30 (2.84%) Data Modeller
17 22 (2.09%) Project Manager
18 20 (1.90%) AWS Engineer
18 20 (1.90%) Governance Analyst
19 18 (1.71%) SAP Analyst
Libraries, Frameworks & Software Standards
1 84 (7.96%) PySpark
2 59 (5.59%) Kafka
3 32 (3.03%) REST
4 30 (2.84%) XML
5 21 (1.99%) Pandas
5 21 (1.99%) SOAP
6 16 (1.52%) JSON
7 15 (1.42%) Middleware
8 14 (1.33%) Lightning Web Components
8 14 (1.33%) Visualforce
9 10 (0.95%) Great Expectations
10 9 (0.85%) .NET
10 9 (0.85%) HTML
10 9 (0.85%) NumPy
11 8 (0.76%) Apache NiFi
11 8 (0.76%) Oracle GoldenGate
11 8 (0.76%) RESTful
12 7 (0.66%) YAML
13 6 (0.57%) CSS
13 6 (0.57%) Oracle Fusion
Miscellaneous
1 85 (8.06%) Data Structures
2 59 (5.59%) Legacy Systems
3 38 (3.60%) Analytical Mindset
4 35 (3.32%) Onboarding
5 30 (2.84%) Management Information System
6 28 (2.65%) Cloud Native
6 28 (2.65%) Product Ownership
7 21 (1.99%) CMDB
8 19 (1.80%) Data Protection Act
9 18 (1.71%) Reference Data
10 17 (1.61%) Replication
11 13 (1.23%) NHS
12 12 (1.14%) Taxonomies
13 11 (1.04%) Algorithms
13 11 (1.04%) Data Centre
13 11 (1.04%) Greenfield Project
13 11 (1.04%) Linux Command Line
13 11 (1.04%) Reinsurance
14 9 (0.85%) Clustering
14 9 (0.85%) Derivative
Operating Systems
1 21 (1.99%) Linux
2 9 (0.85%) Unix
3 3 (0.28%) Windows
Processes & Methodologies
1 445 (42.18%) Data Modelling
2 402 (38.10%) Data Governance
3 377 (35.73%) Analytics
4 332 (31.47%) ETL
5 325 (30.81%) Business Intelligence
6 296 (28.06%) Problem-Solving
7 262 (24.83%) Data Pipeline
8 247 (23.41%) Agile
9 206 (19.53%) Migration
10 202 (19.15%) Data Engineering
11 181 (17.16%) CI/CD
12 173 (16.40%) Data Management
13 168 (15.92%) Validation
14 155 (14.69%) Decision-Making
15 154 (14.60%) Data Integration
16 153 (14.50%) Data Analysis
17 149 (14.12%) Data Architecture
18 145 (13.74%) Data Migration
19 139 (13.18%) Visualisation
20 125 (11.85%) DevOps
Programming Languages
1 524 (49.67%) SQL
2 343 (32.51%) Python
3 45 (4.27%) Java
4 42 (3.98%) Scala
5 33 (3.13%) R
6 22 (2.09%) JavaScript
7 20 (1.90%) C#
8 18 (1.71%) Data Analysis Expressions
9 17 (1.61%) T-SQL
10 16 (1.52%) Bash
11 14 (1.33%) Apex Code
12 13 (1.23%) PL/SQL
13 11 (1.04%) Shell Script
14 7 (0.66%) C++
14 7 (0.66%) TypeScript
14 7 (0.66%) VBA
15 5 (0.47%) PowerShell
16 4 (0.38%) Korn
17 3 (0.28%) ABAP
17 3 (0.28%) PHP
Qualifications
1 152 (14.41%) Security Cleared
2 109 (10.33%) SC Cleared
3 100 (9.48%) Degree
4 41 (3.89%) Computer Science Degree
5 30 (2.84%) Master's Degree
6 24 (2.27%) AWS Certification
7 15 (1.42%) Azure Certification
8 13 (1.23%) BPSS Clearance
8 13 (1.23%) DV Cleared
9 4 (0.38%) CCAB
9 4 (0.38%) PhD
10 3 (0.28%) DBS Check
10 3 (0.28%) ITIL Foundation Certificate
10 3 (0.28%) PMI Certification
10 3 (0.28%) PMP
10 3 (0.28%) PRINCE2 Certification
11 2 (0.19%) ACCA
11 2 (0.19%) CIMA
11 2 (0.19%) TOGAF Certification
12 1 (0.095%) GIAC
Quality Assurance & Compliance
1 100 (9.48%) GDPR
2 66 (6.26%) QA
3 48 (4.55%) Accessibility
4 21 (1.99%) California Consumer Privacy Act
5 12 (1.14%) Actionable Recommendations
5 12 (1.14%) PMO
6 9 (0.85%) IFRS
7 7 (0.66%) Basel III
7 7 (0.66%) MiFID
8 6 (0.57%) SLA
9 5 (0.47%) ISO 19650
10 4 (0.38%) Solvency II
11 3 (0.28%) EMIR
11 3 (0.28%) FINREP
11 3 (0.28%) GRC
11 3 (0.28%) HIPAA
11 3 (0.28%) WCAG
12 2 (0.19%) IFRS 17
12 2 (0.19%) IFRS 9
12 2 (0.19%) NIST
System Software
1 57 (5.40%) Docker
2 8 (0.76%) zsh
3 6 (0.57%) Active Directory
4 4 (0.38%) HDFS
Systems Management
1 52 (4.93%) Kubernetes
2 47 (4.45%) Terraform
3 4 (0.38%) Control-M
3 4 (0.38%) vCenter Server
4 3 (0.28%) Hadoop YARN
4 3 (0.28%) Oozie
5 2 (0.19%) Ansible
5 2 (0.19%) Grafana
5 2 (0.19%) Kibana
5 2 (0.19%) logstash
5 2 (0.19%) SCCM
6 1 (0.095%) HP ALM
6 1 (0.095%) Prometheus
6 1 (0.095%) Puppet
Vendors
1 165 (15.64%) Databricks
2 141 (13.36%) Microsoft
3 109 (10.33%) Oracle
4 79 (7.49%) SAP
5 54 (5.12%) Informatica
6 51 (4.83%) Salesforce
7 49 (4.64%) Talend
8 44 (4.17%) Google
9 33 (3.13%) ServiceNow
10 30 (2.84%) Denodo
11 16 (1.52%) Sparx
12 12 (1.14%) Palantir
13 11 (1.04%) Alteryx
14 10 (0.95%) Foundry
15 9 (0.85%) Adobe
15 9 (0.85%) Bloomberg
16 7 (0.66%) IBM
16 7 (0.66%) Teradata
17 6 (0.57%) Guidewire
17 6 (0.57%) Workday