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 2 January 2026, comparing them to the same period in the previous two years.

6 months to
2 Jan 2026
Same period 2025 Same period 2024
Rank 505 479 542
Rank change year-on-year -26 +63 +91
Contract jobs citing Reference Data 70 61 57
As % of all contract jobs in the UK 0.19% 0.19% 0.13%
As % of the Miscellaneous category 0.55% 0.58% 0.42%
Number of daily rates quoted 46 36 34
10th Percentile £453 £360 £381
25th Percentile £500 £512 £502
Median daily rate (50th Percentile) £650 £619 £613
Median % change year-on-year +5.01% +1.06% -2.00%
75th Percentile £747 £750 £725
90th Percentile £813 £825 £746
UK excluding London median daily rate £500 £608 £560
% change year-on-year -17.76% +8.57% +7.69%
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 12,809 10,530 13,531
As % of all contract IT jobs advertised in the UK 34.54% 32.06% 31.31%
Number of daily rates quoted 8,055 6,258 8,986
10th Percentile £280 £264 £263
25th Percentile £406 £409 £413
Median daily rate (50th Percentile) £500 £526 £550
Median % change year-on-year -4.85% -4.45% -
75th Percentile £630 £656 £663
90th Percentile £738 £775 £763
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 619 325 525
10th Percentile £13.84 £18.07 £16.25
25th Percentile £18.22 £23.30 £19.99
Median hourly rate £27.21 £33.54 £42.19
Median % change year-on-year -18.87% -20.50% +31.84%
75th Percentile £61.25 £64.75 £65.00
90th Percentile £75.00 £80.75 £77.20
UK excluding London median hourly rate £27.50 £32.50 £45.00
% change year-on-year -15.38% -27.78% +74.35%

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 2 January 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 2 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
England -44 65 £650 +1.56% 25
London -22 44 £700 +9.38% 13
UK excluding London -41 22 £500 -17.76% 18
Work from Home 0 17 £510 -19.05% 15
North of England -33 7 £500 -23.08% 1
East of England -17 6 - - 8
Yorkshire -45 6 £500 -23.08%
South East -14 4 £575 - 9
Northern Ireland - 2 - -
North West -30 1 £700 +96.63% 1
West Midlands -39 1 £475 -26.92% 2
Midlands -40 1 £475 -26.92% 2
South West - 1 - -
Wales - 1 - -

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 5 (7.14%) Confluence
2 1 (1.43%) Apache
2 1 (1.43%) Apache Spark
2 1 (1.43%) SharePoint
Applications
1 6 (8.57%) Microsoft Excel
Business Applications
1 4 (5.71%) Sparx Enterprise Architect
2 2 (2.86%) Finacle
2 2 (2.86%) SAP S/4HANA
3 1 (1.43%) Aladdin
3 1 (1.43%) Markit EDM
Cloud Services
1 14 (20.00%) Azure
2 10 (14.29%) AWS
3 9 (12.86%) Power Platform
4 5 (7.14%) GCP
5 4 (5.71%) Snowflake
6 3 (4.29%) Amazon S3
6 3 (4.29%) Azure DevOps
6 3 (4.29%) Collibra
7 2 (2.86%) AWS Lambda
7 2 (2.86%) Serverless
8 1 (1.43%) Amazon Bedrock
8 1 (1.43%) Amazon EMR
8 1 (1.43%) Amazon SageMaker
8 1 (1.43%) Datadog
8 1 (1.43%) dbt
8 1 (1.43%) Lucidchart
8 1 (1.43%) Power Automate
8 1 (1.43%) PowerApps
Database & Business Intelligence
1 21 (30.00%) Metadata
2 9 (12.86%) Power BI
3 6 (8.57%) Data Warehouse
4 4 (5.71%) Data Lake
4 4 (5.71%) PostgreSQL
4 4 (5.71%) Power Query
4 4 (5.71%) Relational Database
5 3 (4.29%) SQL Server
6 2 (2.86%) Big Data
6 2 (2.86%) BigQuery
6 2 (2.86%) DataStage
6 2 (2.86%) DB2
6 2 (2.86%) Delta Lake
6 2 (2.86%) RDBMS
6 2 (2.86%) Tableau
7 1 (1.43%) Amazon RDS
7 1 (1.43%) DynamoDB
7 1 (1.43%) KDB
7 1 (1.43%) NoSQL
7 1 (1.43%) Parquet
Development Applications
1 11 (15.71%) ERwin
2 5 (7.14%) JIRA
2 5 (7.14%) PowerDesigner
3 2 (2.86%) ER Studio
4 1 (1.43%) Postman
General
1 29 (41.43%) Social Skills
2 27 (38.57%) Finance
3 13 (18.57%) Analytical Skills
4 11 (15.71%) Banking
5 10 (14.29%) Front Office
6 5 (7.14%) Investment Banking
6 5 (7.14%) Public Sector
6 5 (7.14%) Publishing
7 4 (5.71%) Retail
8 3 (4.29%) Back Office
8 3 (4.29%) Presentation Skills
9 2 (2.86%) Financial Institution
9 2 (2.86%) Law
9 2 (2.86%) Private Banking
10 1 (1.43%) Documentation Skills
10 1 (1.43%) Legal
10 1 (1.43%) Local Government
10 1 (1.43%) Pharmaceutical
Job Titles
1 14 (20.00%) Analyst
1 14 (20.00%) Developer
2 12 (17.14%) Architect
3 11 (15.71%) Data Modeller
4 10 (14.29%) Business Analyst
5 8 (11.43%) Data Architect
6 7 (10.00%) Lead
7 6 (8.57%) Data Analyst
7 6 (8.57%) Data Business Analyst
7 6 (8.57%) Python Developer
8 4 (5.71%) Perl Developer
8 4 (5.71%) Senior
9 3 (4.29%) Asset Management Analyst
9 3 (4.29%) Asset Management Business Analyst
9 3 (4.29%) Business Intelligence Developer
9 3 (4.29%) Consultant
9 3 (4.29%) Data Migration Lead
9 3 (4.29%) Power BI Developer
10 2 (2.86%) Project Manager
10 2 (2.86%) Software Developer
Libraries, Frameworks & Software Standards
1 4 (5.71%) JSON
2 3 (4.29%) XML
3 2 (2.86%) REST
4 1 (1.43%) GraphQL
4 1 (1.43%) JSON Schema
4 1 (1.43%) LangChain
Miscellaneous
1 10 (14.29%) Fixed Income
2 7 (10.00%) Legacy Systems
2 7 (10.00%) Management Information System
3 5 (7.14%) Data Structures
4 3 (4.29%) Cloud Native
4 3 (4.29%) Equities
4 3 (4.29%) Life Science
4 3 (4.29%) NHS
4 3 (4.29%) Product Ownership
5 2 (2.86%) Data Protection Act
5 2 (2.86%) Derivative
5 2 (2.86%) Foreign Exchange (FX)
5 2 (2.86%) Onboarding
5 2 (2.86%) Reinsurance
6 1 (1.43%) Algorithms
6 1 (1.43%) Analytical Mindset
6 1 (1.43%) Credit Risk
6 1 (1.43%) Greenfield Project
6 1 (1.43%) Market Risk
6 1 (1.43%) Taxonomies
Operating Systems
1 1 (1.43%) Unix
Processes & Methodologies
1 35 (50.00%) Data Modelling
2 23 (32.86%) Data Governance
3 17 (24.29%) Data Management
4 16 (22.86%) Metadata Management
5 15 (21.43%) Data Architecture
5 15 (21.43%) Migration
6 14 (20.00%) Data Lineage
6 14 (20.00%) Problem-Solving
6 14 (20.00%) Stakeholder Management
7 12 (17.14%) Agile
7 12 (17.14%) Business Intelligence
7 12 (17.14%) Data Mapping
7 12 (17.14%) Data Migration
8 11 (15.71%) Data Strategy
9 10 (14.29%) Analytics
9 10 (14.29%) Data Analysis
9 10 (14.29%) User Acceptance Testing
10 9 (12.86%) Data Transformation
10 9 (12.86%) Logical Data Model
11 8 (11.43%) Reference Data Management
Programming Languages
1 30 (42.86%) SQL
2 15 (21.43%) Python
3 8 (11.43%) Java
4 7 (10.00%) C#
5 6 (8.57%) Perl
6 5 (7.14%) PowerShell
7 2 (2.86%) Data Analysis Expressions
7 2 (2.86%) Groovy
8 1 (1.43%) Korn
Qualifications
1 5 (7.14%) Degree
2 4 (5.71%) Security Cleared
3 3 (4.29%) Computer Science Degree
3 3 (4.29%) Master's Degree
3 3 (4.29%) SC Cleared
4 1 (1.43%) BPSS Clearance
4 1 (1.43%) DBS Check
4 1 (1.43%) PhD
4 1 (1.43%) TOGAF Certification
Quality Assurance & Compliance
1 20 (28.57%) Data Quality
2 5 (7.14%) GDPR
3 2 (2.86%) ISO/IEC 27001
4 1 (1.43%) IFRS
4 1 (1.43%) IFRS 17
4 1 (1.43%) QA
4 1 (1.43%) Solvency II
Vendors
1 9 (12.86%) Databricks
2 4 (5.71%) Murex
2 4 (5.71%) Oracle
2 4 (5.71%) Sparx
3 3 (4.29%) Bloomberg
3 3 (4.29%) GoldenSource
3 3 (4.29%) Microsoft
4 2 (2.86%) Avaloq
4 2 (2.86%) Informatica
4 2 (2.86%) Refinitiv
4 2 (2.86%) SAP
4 2 (2.86%) Temenos
5 1 (1.43%) Alteryx
5 1 (1.43%) Atlassian
5 1 (1.43%) Charles River
5 1 (1.43%) Reuters
5 1 (1.43%) Trayport