Reference Data Contract Job Trends

Reference Data
UK

The table below looks at the prevalence of the term Reference Data in contract job vacancies. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Reference Data over the 6 months leading up to 19 July 2026, comparing them to the same period in the previous two years.

6 months to
19 Jul 2026
Same period 2025 Same period 2024
Rank 543 468 495
Rank change year-on-year -75 +27 +53
Contract jobs citing Reference Data 109 85 86
As % of all contract jobs in the UK 0.21% 0.26% 0.20%
As % of the Miscellaneous category 0.62% 0.75% 0.67%
Number of daily rates quoted 75 51 67
10th Percentile £380 £450 £425
25th Percentile £450 £525 £494
Median daily rate (50th Percentile) £574 £600 £700
Median % change year-on-year -4.38% -14.29% +17.65%
75th Percentile £681 £750 £925
90th Percentile £775 £800 -
UK excluding London median daily rate £500 £550 £568
% change year-on-year -9.09% -3.08% +13.50%
Number of hourly rates quoted 4 0 0
Median hourly rate £70.00 - -
UK excluding London median hourly rate £70.00 - -

All Generic Skills
UK

Reference Data falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring generic IT skills.

Contract vacancies with a requirement for generic IT skills 17,606 11,360 12,874
As % of all contract IT jobs advertised in the UK 33.24% 34.66% 30.60%
Number of daily rates quoted 10,783 7,035 8,225
10th Percentile £316 £300 £292
25th Percentile £415 £406 £413
Median daily rate (50th Percentile) £525 £525 £539
Median % change year-on-year - -2.51% -2.09%
75th Percentile £630 £645 £663
90th Percentile £749 £775 £800
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 894 536 803
10th Percentile £16.01 £15.33 £12.25
25th Percentile £20.37 £18.87 £15.92
Median hourly rate £43.96 £30.00 £37.50
Median % change year-on-year +46.53% -20.00% +7.14%
75th Percentile £70.00 £57.88 £63.75
90th Percentile £87.40 £77.50 £72.50
UK excluding London median hourly rate £43.96 £30.00 £40.00
% change year-on-year +46.53% -25.00% -11.11%

Reference Data
Job Vacancy Trend

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

Reference Data job vacancy trend in the UK

Reference Data
Daily Rate Trend

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

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

Reference Data
Daily Rate Histogram

Daily rate distribution for jobs citing Reference Data over the 6 months to 19 July 2026.

Daily rate histogram for Reference Data in the UK

Reference Data
Hourly Rate Trend

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

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

Reference Data
Top 13 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Reference Data within the UK over the 6 months to 19 July 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
England -102 99 £604 -3.38% 32
London -73 70 £600 -4.00% 24
Work from Home -47 36 £591 +4.67% 12
UK excluding London -88 32 £500 -9.09% 9
East of England -8 9 £575 - 3
North of England -67 9 £610 +10.91% 1
Scotland -11 6 £358 -2.72%
Yorkshire -47 5 £610 +10.91% 1
Midlands -48 4 £650 +18.18% 2
South East -65 4 £500 - 3
West Midlands - 4 £650 -
North West - 4 £388 -
Northern Ireland +1 1 £550 -2.22%

Reference Data
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 8 (7.34%) Confluence
2 5 (4.59%) Apache Spark
3 2 (1.83%) Apache Airflow
4 1 (0.92%) Apache
4 1 (0.92%) Blackberry Enterprise Server
Applications
1 8 (7.34%) Microsoft Excel
2 4 (3.67%) Microsoft Project
3 2 (1.83%) MS Visio
4 1 (0.92%) Microsoft PowerPoint
Business Applications
1 10 (9.17%) Aladdin
2 3 (2.75%) Endur
2 3 (2.75%) Finacle
2 3 (2.75%) SimCorp Dimension
3 2 (1.83%) Salesforce CRM
3 2 (1.83%) SAP MDG
3 2 (1.83%) Sparx Enterprise Architect
4 1 (0.92%) Dynamics CRM
4 1 (0.92%) Loan IQ
4 1 (0.92%) Oracle Payables
4 1 (0.92%) Oracle Procure-to-Pay
4 1 (0.92%) Oracle Receivables
4 1 (0.92%) SAP S/4HANA
4 1 (0.92%) Unit4 Business World
Cloud Services
1 34 (31.19%) Azure
2 15 (13.76%) AWS
3 14 (12.84%) Power Platform
4 9 (8.26%) GCP
5 8 (7.34%) Collibra
6 6 (5.50%) Azure DevOps
6 6 (5.50%) Microsoft Purview
6 6 (5.50%) Snowflake
7 5 (4.59%) Amazon S3
7 5 (4.59%) Azure Data Factory
7 5 (4.59%) dbt
8 4 (3.67%) Azure Synapse Analytics
9 3 (2.75%) Azure AI
9 3 (2.75%) Datadog
9 3 (2.75%) Entra ID
9 3 (2.75%) GitHub
10 2 (1.83%) Azure Machine Learning
10 2 (1.83%) GitHub Actions
10 2 (1.83%) Prefect
10 2 (1.83%) SaaS
Database & Business Intelligence
1 38 (34.86%) Metadata
2 14 (12.84%) Power BI
3 13 (11.93%) Data Warehouse
4 10 (9.17%) Data Lake
5 5 (4.59%) Big Data
5 5 (4.59%) Relational Database
6 4 (3.67%) Amazon Athena
6 4 (3.67%) Data Mining
6 4 (3.67%) Hadoop
7 3 (2.75%) Delta Lake
7 3 (2.75%) Neo4j
7 3 (2.75%) NoSQL
7 3 (2.75%) SQL Server
7 3 (2.75%) Tableau
8 2 (1.83%) Amazon Redshift
8 2 (1.83%) Ataccama
8 2 (1.83%) BigQuery
8 2 (1.83%) Data Vault
8 2 (1.83%) PostgreSQL
8 2 (1.83%) TigerGraph
Development Applications
1 15 (13.76%) ERwin
2 12 (11.01%) JIRA
3 8 (7.34%) ER Studio
4 6 (5.50%) PowerDesigner
5 5 (4.59%) Git
6 3 (2.75%) GitLab
7 2 (1.83%) Jenkins
8 1 (0.92%) Deequ
8 1 (0.92%) MLflow
8 1 (0.92%) Postman
8 1 (0.92%) Robot Framework
8 1 (0.92%) SonarQube
General
1 50 (45.87%) Finance
2 31 (28.44%) Analytical Skills
3 29 (26.61%) Banking
4 20 (18.35%) Social Skills
5 10 (9.17%) Front Office
6 7 (6.42%) Investment Banking
6 7 (6.42%) Public Sector
7 6 (5.50%) Financial Institution
7 6 (5.50%) Legal
8 4 (3.67%) Retail
9 3 (2.75%) Documentation Skills
9 3 (2.75%) Marketing
9 3 (2.75%) Private Banking
9 3 (2.75%) Wholesale Banking
10 2 (1.83%) Billing
10 2 (1.83%) Influencing Skills
10 2 (1.83%) Manufacturing
10 2 (1.83%) Publishing
11 1 (0.92%) Military
11 1 (0.92%) Pharmaceutical
Job Titles
1 23 (21.10%) Architect
2 22 (20.18%) Analyst
3 21 (19.27%) Data Architect
4 20 (18.35%) Business Analyst
5 13 (11.93%) Data Engineer
6 11 (10.09%) Data Modeller
6 11 (10.09%) Lead
7 10 (9.17%) Senior
8 5 (4.59%) Consultant
8 5 (4.59%) Data Analyst
8 5 (4.59%) Developer
8 5 (4.59%) Scrum Master
9 4 (3.67%) Data Business Analyst
9 4 (3.67%) Project Manager
9 4 (3.67%) Python Engineer
9 4 (3.67%) Senior Analyst
9 4 (3.67%) Senior Business Analyst
9 4 (3.67%) Senior Data Engineer
9 4 (3.67%) SQL Developer
10 3 (2.75%) Azure Engineer
Libraries, Frameworks & Software Standards
1 8 (7.34%) PySpark
2 5 (4.59%) REST
3 4 (3.67%) JSON
4 3 (2.75%) Kafka
5 2 (1.83%) Great Expectations
5 2 (1.83%) Middleware
6 1 (0.92%) Hugging Face
6 1 (0.92%) Lightning Web Components
6 1 (0.92%) Microsoft Graph
6 1 (0.92%) Pandas
6 1 (0.92%) pytest
6 1 (0.92%) Ruby on Rails
6 1 (0.92%) Shiny
6 1 (0.92%) SOAP
6 1 (0.92%) Swagger
6 1 (0.92%) XML
Miscellaneous
1 15 (13.76%) Data Structures
2 14 (12.84%) Onboarding
2 14 (12.84%) Product Ownership
3 11 (10.09%) Cloud Native
3 11 (10.09%) Fixed Income
4 9 (8.26%) Equities
5 7 (6.42%) Derivative
6 6 (5.50%) Legacy Systems
6 6 (5.50%) Virtual Team
7 5 (4.59%) Data Protection Act
7 5 (4.59%) Management Information System
8 4 (3.67%) Pricing Data
9 3 (2.75%) Algorithms
10 2 (1.83%) Foreign Exchange (FX)
10 2 (1.83%) Marketing Technology
11 1 (0.92%) Analytical Mindset
11 1 (0.92%) Credit Risk
11 1 (0.92%) FMCG
11 1 (0.92%) Hedge funds
11 1 (0.92%) Life Science
Processes & Methodologies
1 60 (55.05%) Data Modelling
2 40 (36.70%) Data Governance
3 31 (28.44%) Data Management
3 31 (28.44%) Validation
4 27 (24.77%) Data Architecture
5 25 (22.94%) Problem-Solving
6 24 (22.02%) Analytics
7 23 (21.10%) ETL
7 23 (21.10%) Stakeholder Management
8 22 (20.18%) Logical Data Model
9 21 (19.27%) Migration
10 20 (18.35%) Integration Patterns
11 19 (17.43%) Data Lineage
12 18 (16.51%) Agile
13 17 (15.60%) Data Integration
14 16 (14.68%) Physical Data Model
15 15 (13.76%) Data Analysis
15 15 (13.76%) Data Transformation
15 15 (13.76%) Metadata Management
16 14 (12.84%) Business Intelligence
Programming Languages
1 40 (36.70%) SQL
2 21 (19.27%) Python
3 3 (2.75%) Bash
3 3 (2.75%) SPARQL
4 1 (0.92%) Apex Code
4 1 (0.92%) C
4 1 (0.92%) Java
4 1 (0.92%) Kusto Query Language
4 1 (0.92%) PL/SQL
4 1 (0.92%) PowerShell
4 1 (0.92%) T-SQL
Qualifications
1 12 (11.01%) Security Cleared
2 10 (9.17%) Degree
3 8 (7.34%) SC Cleared
4 5 (4.59%) BPSS Clearance
5 2 (1.83%) DBS Check
6 1 (0.92%) Computer Science Degree
Quality Assurance & Compliance
1 44 (40.37%) Data Quality
2 12 (11.01%) GDPR
3 4 (3.67%) MiFID
4 3 (2.75%) QA
5 2 (1.83%) SLA
6 1 (0.92%) Accessibility
6 1 (0.92%) AIFMD
6 1 (0.92%) California Consumer Privacy Act
6 1 (0.92%) EMIR
6 1 (0.92%) GRC
6 1 (0.92%) IFRS
6 1 (0.92%) IFRS 9
6 1 (0.92%) Sarbanes-Oxley
System Software
1 1 (0.92%) Active Directory
1 1 (0.92%) Docker
Systems Management
1 4 (3.67%) Grafana
2 2 (1.83%) Prometheus
3 1 (0.92%) Kibana
3 1 (0.92%) Kubernetes
3 1 (0.92%) Single Sign-On
3 1 (0.92%) Terraform
Vendors
1 25 (22.94%) Microsoft
2 23 (21.10%) Databricks
3 6 (5.50%) Informatica
4 5 (4.59%) Murex
5 4 (3.67%) Salesforce
5 4 (3.67%) SimCorp
6 3 (2.75%) Avaloq
6 3 (2.75%) Charles River
6 3 (2.75%) GoldenSource
6 3 (2.75%) Oracle
6 3 (2.75%) SAP
6 3 (2.75%) Temenos
7 2 (1.83%) Bloomberg
7 2 (1.83%) IDERA
7 2 (1.83%) ServiceNow
7 2 (1.83%) Sparx
8 1 (0.92%) Calypso
8 1 (0.92%) Google
8 1 (0.92%) ION Trading
8 1 (0.92%) OpenLink