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 3 April 2026, comparing them to the same period in the previous two years.

6 months to
3 Apr 2026
Same period 2025 Same period 2024
Rank 527 438 498
Rank change year-on-year -89 +60 +70
Contract jobs citing Reference Data 98 80 86
As % of all contract jobs in the UK 0.22% 0.28% 0.19%
As % of the Miscellaneous category 0.67% 0.81% 0.64%
Number of daily rates quoted 70 44 59
10th Percentile £358 £408 £425
25th Percentile £463 £513 £514
Median daily rate (50th Percentile) £600 £645 £650
Median % change year-on-year -6.98% -0.77% +4.00%
75th Percentile £709 £750 £925
90th Percentile £825 £895 -
UK excluding London median daily rate £563 £525 £525
% change year-on-year +7.14% - -
Number of hourly rates quoted 3 2 0
10th Percentile - - -
25th Percentile £78.75 £78.75 -
Median hourly rate £80.50 £80.50 -
75th Percentile £83.13 £82.25 -
90th Percentile £83.65 - -
UK excluding London median hourly rate £80.50 £80.50 -

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 14,665 9,844 13,371
As % of all contract IT jobs advertised in the UK 32.69% 33.85% 30.29%
Number of daily rates quoted 9,210 6,304 8,569
10th Percentile £300 £288 £263
25th Percentile £410 £410 £413
Median daily rate (50th Percentile) £500 £525 £536
Median % change year-on-year -4.76% -2.05% -2.55%
75th Percentile £625 £650 £650
90th Percentile £738 £769 £775
UK excluding London median daily rate £475 £497 £500
% change year-on-year -4.34% -0.69% -
Number of hourly rates quoted 687 376 885
10th Percentile £15.74 £16.95 £12.25
25th Percentile £19.34 £22.26 £15.25
Median hourly rate £45.00 £32.50 £27.50
Median % change year-on-year +38.46% +18.18% +22.30%
75th Percentile £70.00 £64.81 £57.50
90th Percentile £85.40 £83.20 £66.25
UK excluding London median hourly rate £45.46 £31.76 £25.39
% change year-on-year +43.14% +25.10% +15.40%

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 3 April 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 14 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 3 April 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 -88 88 £610 -8.96% 28
London -68 61 £625 -6.72% 14
UK excluding London -87 31 £563 +7.14% 22
Work from Home -36 23 £593 +0.85% 9
East of England -31 10 £525 - 4
North of England -60 9 £610 -6.15% 3
Yorkshire -55 8 £610 -6.15%
Scotland +11 6 £358 -26.64%
South East -53 2 £575 - 7
West Midlands -64 2 £650 - 2
Midlands -65 2 £650 - 4
Northern Ireland -3 1 £550 +4.76% 2
North West -45 1 £700 +96.63% 3
South West - 1 - - 2

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 10 (10.20%) Confluence
2 5 (5.10%) Apache Spark
3 1 (1.02%) Apache
Applications
1 7 (7.14%) Microsoft Excel
2 4 (4.08%) Microsoft Project
3 2 (2.04%) MS Visio
4 1 (1.02%) Microsoft PowerPoint
Business Applications
1 6 (6.12%) Finacle
2 5 (5.10%) Sparx Enterprise Architect
3 4 (4.08%) Aladdin
4 2 (2.04%) SAP S/4HANA
5 1 (1.02%) Endur
5 1 (1.02%) Loan IQ
5 1 (1.02%) Markit EDM
5 1 (1.02%) SAP MDG
5 1 (1.02%) SimCorp Dimension
Cloud Services
1 18 (18.37%) Azure
2 12 (12.24%) AWS
3 9 (9.18%) Power Platform
4 7 (7.14%) Collibra
4 7 (7.14%) GCP
5 5 (5.10%) Amazon S3
6 4 (4.08%) Azure DevOps
6 4 (4.08%) dbt
7 3 (3.06%) Snowflake
8 2 (2.04%) Azure Synapse Analytics
8 2 (2.04%) GitHub
8 2 (2.04%) Microsoft Purview
9 1 (1.02%) Amazon Bedrock
9 1 (1.02%) Amazon CloudWatch
9 1 (1.02%) AWS Lambda
9 1 (1.02%) Azure Machine Learning
9 1 (1.02%) Boomi
9 1 (1.02%) Entra ID
9 1 (1.02%) Lucidchart
9 1 (1.02%) Virtual Private Cloud
Database & Business Intelligence
1 35 (35.71%) Metadata
2 9 (9.18%) Power BI
3 7 (7.14%) Data Warehouse
4 6 (6.12%) Big Data
5 5 (5.10%) Relational Database
6 4 (4.08%) Amazon Athena
6 4 (4.08%) BigQuery
6 4 (4.08%) Hadoop
6 4 (4.08%) PostgreSQL
7 3 (3.06%) Data Lake
7 3 (3.06%) SQL Server
8 2 (2.04%) Amazon Redshift
8 2 (2.04%) Data Vault
8 2 (2.04%) DataStage
8 2 (2.04%) DB2
8 2 (2.04%) NoSQL
8 2 (2.04%) RDBMS
9 1 (1.02%) Apache Cassandra
9 1 (1.02%) Delta Lake
9 1 (1.02%) MongoDB
Development Applications
1 16 (16.33%) ERwin
2 11 (11.22%) JIRA
3 5 (5.10%) Git
3 5 (5.10%) PowerDesigner
4 4 (4.08%) ER Studio
5 1 (1.02%) GitLab
5 1 (1.02%) Jenkins
General
1 39 (39.80%) Finance
2 26 (26.53%) Social Skills
3 25 (25.51%) Banking
4 24 (24.49%) Analytical Skills
5 12 (12.24%) Front Office
6 9 (9.18%) Public Sector
7 8 (8.16%) Retail
8 6 (6.12%) Private Banking
9 5 (5.10%) Investment Banking
9 5 (5.10%) Publishing
10 3 (3.06%) Documentation Skills
10 3 (3.06%) Financial Institution
10 3 (3.06%) Wholesale Banking
11 2 (2.04%) Back Office
11 2 (2.04%) Influencing Skills
11 2 (2.04%) Law
11 2 (2.04%) Legal
11 2 (2.04%) Presentation Skills
12 1 (1.02%) Manufacturing
12 1 (1.02%) Pharmaceutical
Job Titles
1 19 (19.39%) Architect
2 17 (17.35%) Data Architect
3 16 (16.33%) Lead
4 15 (15.31%) Data Modeller
5 14 (14.29%) Analyst
6 12 (12.24%) Business Analyst
7 10 (10.20%) Developer
8 8 (8.16%) Data Engineer
9 6 (6.12%) Data Analyst
9 6 (6.12%) Data Migration Lead
9 6 (6.12%) Python Developer
10 5 (5.10%) Scrum Master
10 5 (5.10%) Senior
11 4 (4.08%) Project Manager
12 3 (3.06%) Data Business Analyst
12 3 (3.06%) Perl Developer
13 2 (2.04%) Asset Management Analyst
13 2 (2.04%) Designer
13 2 (2.04%) Perl Software Engineer
13 2 (2.04%) Product Owner
Libraries, Frameworks & Software Standards
1 6 (6.12%) JSON
2 5 (5.10%) REST
3 2 (2.04%) Kafka
3 2 (2.04%) PySpark
3 2 (2.04%) XML
4 1 (1.02%) GraphQL
4 1 (1.02%) JSON Schema
4 1 (1.02%) Lightning Web Components
4 1 (1.02%) Middleware
4 1 (1.02%) NumPy
4 1 (1.02%) Pandas
4 1 (1.02%) Ruby on Rails
4 1 (1.02%) Shiny
Miscellaneous
1 15 (15.31%) Data Structures
2 13 (13.27%) Product Ownership
3 12 (12.24%) Cloud Native
3 12 (12.24%) Fixed Income
4 11 (11.22%) Onboarding
5 8 (8.16%) Legacy Systems
6 6 (6.12%) Management Information System
7 5 (5.10%) Equities
7 5 (5.10%) Virtual Team
8 4 (4.08%) Derivative
8 4 (4.08%) Life Science
9 3 (3.06%) NHS
10 2 (2.04%) Data Protection Act
10 2 (2.04%) Foreign Exchange (FX)
10 2 (2.04%) Marketing Technology
10 2 (2.04%) Pricing Data
10 2 (2.04%) Reinsurance
11 1 (1.02%) Clustering
11 1 (1.02%) Credit Risk
11 1 (1.02%) SWIFT Messaging Network
Processes & Methodologies
1 53 (54.08%) Data Modelling
2 31 (31.63%) Data Governance
3 27 (27.55%) Data Management
4 25 (25.51%) Problem-Solving
4 25 (25.51%) Stakeholder Management
5 24 (24.49%) Validation
6 22 (22.45%) Migration
7 21 (21.43%) Data Architecture
8 19 (19.39%) Agile
8 19 (19.39%) Data Lineage
8 19 (19.39%) Data Transformation
8 19 (19.39%) ETL
9 17 (17.35%) Analytics
9 17 (17.35%) Data Analysis
9 17 (17.35%) Metadata Management
10 14 (14.29%) Data Mapping
11 13 (13.27%) Change Management
11 13 (13.27%) Data Migration
12 12 (12.24%) Reference Data Management
12 12 (12.24%) User Acceptance Testing
Programming Languages
1 30 (30.61%) SQL
2 17 (17.35%) Python
3 7 (7.14%) Java
4 5 (5.10%) C#
4 5 (5.10%) Perl
4 5 (5.10%) PowerShell
5 3 (3.06%) Bash
6 2 (2.04%) Groovy
7 1 (1.02%) Apex Code
7 1 (1.02%) C
7 1 (1.02%) PL/SQL
7 1 (1.02%) T-SQL
Qualifications
1 10 (10.20%) Security Cleared
2 7 (7.14%) Degree
3 5 (5.10%) SC Cleared
4 3 (3.06%) BPSS Clearance
5 1 (1.02%) Computer Science Degree
5 1 (1.02%) TOGAF Certification
Quality Assurance & Compliance
1 39 (39.80%) Data Quality
2 9 (9.18%) GDPR
3 3 (3.06%) QA
4 2 (2.04%) IFRS
4 2 (2.04%) SLA
5 1 (1.02%) California Consumer Privacy Act
5 1 (1.02%) IFRS 17
5 1 (1.02%) IFRS 9
5 1 (1.02%) Solvency II
System Software
1 1 (1.02%) Docker
Systems Management
1 3 (3.06%) Grafana
2 1 (1.02%) Kubernetes
2 1 (1.02%) Prometheus
2 1 (1.02%) Terraform
Vendors
1 9 (9.18%) Databricks
2 7 (7.14%) GoldenSource
2 7 (7.14%) Microsoft
2 7 (7.14%) Murex
3 6 (6.12%) Avaloq
3 6 (6.12%) Temenos
4 5 (5.10%) Oracle
4 5 (5.10%) Sparx
5 4 (4.08%) Informatica
6 3 (3.06%) Bloomberg
6 3 (3.06%) SAP
7 2 (2.04%) Charles River
7 2 (2.04%) IDERA
7 2 (2.04%) Refinitiv
8 1 (1.02%) ION Trading
8 1 (1.02%) MuleSoft
8 1 (1.02%) OpenLink
8 1 (1.02%) Reuters
8 1 (1.02%) Salesforce
8 1 (1.02%) Talend