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 26 March 2026, comparing them to the same period in the previous two years.

6 months to
26 Mar 2026
Same period 2025 Same period 2024
Rank 525 432 496
Rank change year-on-year -93 +64 +79
Contract jobs citing Reference Data 94 86 88
As % of all contract jobs in the UK 0.21% 0.30% 0.20%
As % of the Miscellaneous category 0.65% 0.87% 0.66%
Number of daily rates quoted 66 48 57
10th Percentile £360 £367 £425
25th Percentile £478 £512 £513
Median daily rate (50th Percentile) £610 £628 £650
Median % change year-on-year -2.79% -3.46% +4.00%
75th Percentile £734 £750 £925
90th Percentile £825 £855 -
UK excluding London median daily rate £575 £525 £550
% change year-on-year +9.52% -4.55% +4.76%
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 14,544 9,856 13,416
As % of all contract IT jobs advertised in the UK 33.07% 33.91% 30.30%
Number of daily rates quoted 9,137 6,296 8,590
10th Percentile £300 £296 £256
25th Percentile £409 £409 £413
Median daily rate (50th Percentile) £501 £525 £530
Median % change year-on-year -4.67% -0.94% -3.64%
75th Percentile £625 £650 £650
90th Percentile £738 £771 £775
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 683 376 877
10th Percentile £15.62 £16.95 £12.34
25th Percentile £19.00 £22.26 £15.39
Median hourly rate £41.94 £32.50 £27.50
Median % change year-on-year +29.05% +18.18% +22.22%
75th Percentile £68.88 £65.25 £57.50
90th Percentile £85.32 £83.20 £67.70
UK excluding London median hourly rate £45.46 £31.76 £25.50
% change year-on-year +43.14% +24.55% +15.07%

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 26 March 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 26 March 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 -95 85 £625 -3.85% 28
London -55 59 £625 -6.72% 14
UK excluding London -83 29 £575 +9.52% 22
Work from Home -37 25 £593 +1.28% 9
North of England -57 10 £610 -6.15% 3
East of England -24 9 £525 - 4
Yorkshire -46 9 £610 -6.15%
Scotland +13 6 £358 -26.64%
West Midlands -62 2 £650 - 2
Midlands -63 2 £650 - 4
North West -38 1 £700 +96.63% 3
South East -53 1 £650 - 7
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 11 (11.70%) Confluence
2 5 (5.32%) Apache Spark
3 1 (1.06%) Apache
Applications
1 7 (7.45%) Microsoft Excel
2 4 (4.26%) Microsoft Project
3 1 (1.06%) Microsoft PowerPoint
3 1 (1.06%) MS Visio
Business Applications
1 6 (6.38%) Finacle
2 5 (5.32%) Aladdin
2 5 (5.32%) Sparx Enterprise Architect
3 2 (2.13%) SAP S/4HANA
4 1 (1.06%) Loan IQ
4 1 (1.06%) Markit EDM
4 1 (1.06%) SAP MDG
4 1 (1.06%) SimCorp Dimension
Cloud Services
1 16 (17.02%) Azure
2 10 (10.64%) AWS
3 9 (9.57%) Power Platform
4 7 (7.45%) Collibra
5 5 (5.32%) GCP
6 4 (4.26%) Amazon S3
6 4 (4.26%) Azure DevOps
6 4 (4.26%) Snowflake
7 2 (2.13%) AWS Lambda
7 2 (2.13%) Azure Synapse Analytics
7 2 (2.13%) dbt
7 2 (2.13%) GitHub
7 2 (2.13%) Microsoft Purview
7 2 (2.13%) Serverless
8 1 (1.06%) Amazon CloudWatch
8 1 (1.06%) Amazon EMR
8 1 (1.06%) Datadog
8 1 (1.06%) Entra ID
8 1 (1.06%) Lucidchart
8 1 (1.06%) Virtual Private Cloud
Database & Business Intelligence
1 34 (36.17%) Metadata
2 9 (9.57%) Power BI
3 8 (8.51%) Data Warehouse
4 6 (6.38%) Big Data
5 5 (5.32%) PostgreSQL
6 4 (4.26%) BigQuery
6 4 (4.26%) Hadoop
6 4 (4.26%) Relational Database
7 3 (3.19%) Data Lake
7 3 (3.19%) SQL Server
8 2 (2.13%) Amazon Athena
8 2 (2.13%) Amazon Redshift
8 2 (2.13%) Apache Iceberg
8 2 (2.13%) Data Vault
8 2 (2.13%) DataStage
8 2 (2.13%) DB2
8 2 (2.13%) NoSQL
8 2 (2.13%) RDBMS
9 1 (1.06%) Apache Hudi
9 1 (1.06%) Metadata Repository
Development Applications
1 15 (15.96%) ERwin
2 11 (11.70%) JIRA
3 5 (5.32%) Git
4 4 (4.26%) ER Studio
4 4 (4.26%) PowerDesigner
5 1 (1.06%) GitLab
5 1 (1.06%) Jenkins
General
1 38 (40.43%) Finance
2 26 (27.66%) Social Skills
3 25 (26.60%) Banking
4 21 (22.34%) Analytical Skills
5 12 (12.77%) Front Office
6 9 (9.57%) Public Sector
7 8 (8.51%) Retail
8 6 (6.38%) Private Banking
9 5 (5.32%) Investment Banking
9 5 (5.32%) Publishing
10 3 (3.19%) Back Office
10 3 (3.19%) Wholesale Banking
11 2 (2.13%) Documentation Skills
11 2 (2.13%) Financial Institution
11 2 (2.13%) Influencing Skills
11 2 (2.13%) Law
11 2 (2.13%) Presentation Skills
12 1 (1.06%) Legal
12 1 (1.06%) Manufacturing
12 1 (1.06%) Marketing
Job Titles
1 20 (21.28%) Architect
2 17 (18.09%) Data Architect
2 17 (18.09%) Lead
3 14 (14.89%) Data Modeller
4 13 (13.83%) Analyst
5 12 (12.77%) Business Analyst
6 10 (10.64%) Developer
7 6 (6.38%) Data Engineer
7 6 (6.38%) Data Migration Lead
7 6 (6.38%) Python Developer
8 5 (5.32%) Data Analyst
8 5 (5.32%) Scrum Master
8 5 (5.32%) Senior
9 4 (4.26%) Data Business Analyst
10 3 (3.19%) Asset Management Analyst
10 3 (3.19%) Asset Management Business Analyst
10 3 (3.19%) Perl Developer
10 3 (3.19%) Project Manager
11 2 (2.13%) Software Developer
11 2 (2.13%) Solutions Architect
Libraries, Frameworks & Software Standards
1 5 (5.32%) JSON
2 4 (4.26%) REST
3 2 (2.13%) PySpark
3 2 (2.13%) XML
4 1 (1.06%) GraphQL
4 1 (1.06%) JSON Schema
4 1 (1.06%) Kafka
4 1 (1.06%) Lightning Web Components
4 1 (1.06%) Middleware
4 1 (1.06%) NumPy
4 1 (1.06%) Pandas
4 1 (1.06%) Ruby on Rails
4 1 (1.06%) Shiny
Miscellaneous
1 14 (14.89%) Data Structures
2 13 (13.83%) Cloud Native
2 13 (13.83%) Fixed Income
2 13 (13.83%) Product Ownership
3 9 (9.57%) Onboarding
4 8 (8.51%) Legacy Systems
5 6 (6.38%) Equities
6 5 (5.32%) Derivative
6 5 (5.32%) Management Information System
6 5 (5.32%) Virtual Team
7 3 (3.19%) Life Science
7 3 (3.19%) NHS
8 2 (2.13%) Data Protection Act
8 2 (2.13%) Foreign Exchange (FX)
8 2 (2.13%) Reinsurance
9 1 (1.06%) Clustering
9 1 (1.06%) Credit Risk
9 1 (1.06%) Distributed Systems
9 1 (1.06%) Marketing Technology
9 1 (1.06%) SWIFT Messaging Network
Processes & Methodologies
1 50 (53.19%) Data Modelling
2 30 (31.91%) Data Governance
3 24 (25.53%) Stakeholder Management
4 23 (24.47%) Data Management
4 23 (24.47%) Problem-Solving
5 22 (23.40%) Data Architecture
5 22 (23.40%) Migration
6 20 (21.28%) Agile
7 19 (20.21%) Data Lineage
7 19 (20.21%) Data Transformation
7 19 (20.21%) Validation
8 18 (19.15%) ETL
9 17 (18.09%) Metadata Management
10 16 (17.02%) Analytics
10 16 (17.02%) Data Analysis
11 15 (15.96%) Data Mapping
12 13 (13.83%) Change Management
12 13 (13.83%) Data Migration
12 13 (13.83%) User Acceptance Testing
13 12 (12.77%) Scrum
Programming Languages
1 29 (30.85%) SQL
2 16 (17.02%) Python
3 7 (7.45%) Java
4 5 (5.32%) C#
4 5 (5.32%) Perl
4 5 (5.32%) PowerShell
5 2 (2.13%) Groovy
6 1 (1.06%) Apex Code
6 1 (1.06%) Bash
6 1 (1.06%) C
6 1 (1.06%) PL/SQL
6 1 (1.06%) T-SQL
Qualifications
1 9 (9.57%) Security Cleared
2 6 (6.38%) Degree
3 4 (4.26%) SC Cleared
4 3 (3.19%) BPSS Clearance
5 1 (1.06%) Computer Science Degree
5 1 (1.06%) TOGAF Certification
Quality Assurance & Compliance
1 36 (38.30%) Data Quality
2 8 (8.51%) GDPR
3 3 (3.19%) QA
4 2 (2.13%) IFRS
5 1 (1.06%) IFRS 17
5 1 (1.06%) IFRS 9
5 1 (1.06%) Solvency II
System Software
1 1 (1.06%) Docker
Systems Management
1 1 (1.06%) Grafana
1 1 (1.06%) Kubernetes
1 1 (1.06%) Prometheus
1 1 (1.06%) Terraform
Vendors
1 9 (9.57%) Databricks
2 8 (8.51%) Murex
3 7 (7.45%) GoldenSource
3 7 (7.45%) Microsoft
4 6 (6.38%) Avaloq
4 6 (6.38%) Temenos
5 5 (5.32%) Oracle
5 5 (5.32%) Sparx
6 3 (3.19%) Bloomberg
6 3 (3.19%) Charles River
6 3 (3.19%) Informatica
6 3 (3.19%) SAP
7 2 (2.13%) IDERA
7 2 (2.13%) Refinitiv
8 1 (1.06%) Atlassian
8 1 (1.06%) Google
8 1 (1.06%) ION Trading
8 1 (1.06%) Reuters
8 1 (1.06%) Salesforce
8 1 (1.06%) SimCorp