Reference Data Contract Job Trends in England

Reference Data
UK > England

The table below looks at the prevalence of the term Reference Data in contract job vacancies in England. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Reference Data over the 6 months leading up to 1 April 2026, comparing them to the same period in the previous two years.

6 months to
1 Apr 2026
Same period 2025 Same period 2024
Rank 498 400 468
Rank change year-on-year -98 +68 +55
Contract jobs citing Reference Data 87 77 82
As % of all contract jobs in England 0.23% 0.32% 0.22%
As % of the Miscellaneous category 0.69% 0.93% 0.71%
Number of daily rates quoted 59 41 58
10th Percentile £428 £425 £450
25th Percentile £500 £525 £518
Median daily rate (50th Percentile) £610 £650 £650
Median % change year-on-year -6.15% - +4.00%
75th Percentile £738 £750 £925
90th Percentile £825 £925 -
UK median daily rate £600 £635 £650
% change year-on-year -5.51% -2.31% +4.00%
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 median hourly rate £80.50 £80.50 -

All Generic Skills
England

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 in England.

Contract vacancies with a requirement for generic IT skills 12,693 8,255 11,599
As % of all contract IT jobs advertised in England 33.25% 34.05% 30.78%
Number of daily rates quoted 8,074 5,409 7,581
10th Percentile £300 £300 £263
25th Percentile £412 £413 £413
Median daily rate (50th Percentile) £513 £545 £550
Median % change year-on-year -5.96% -0.91% -4.35%
75th Percentile £625 £669 £670
90th Percentile £747 £776 £788
UK median daily rate £500 £525 £535
% change year-on-year -4.76% -1.87% -2.73%
Number of hourly rates quoted 632 314 804
10th Percentile £15.79 £16.69 £12.49
25th Percentile £19.85 £22.72 £15.17
Median hourly rate £45.00 £34.75 £27.75
Median % change year-on-year +29.50% +25.23% +23.33%
75th Percentile £70.00 £68.00 £57.50
90th Percentile £85.49 £84.70 £67.38
UK median hourly rate £43.60 £32.50 £27.50
% change year-on-year +34.16% +18.18% +22.30%

Reference Data
Job Vacancy Trend in England

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

Reference Data job vacancy trend in England

Reference Data
Daily Rate Trend in England

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

Contractor daily rate distribution trend for jobs in England citing Reference Data

Reference Data
Daily Rate Histogram in England

Daily rate distribution for jobs citing Reference Data in England over the 6 months to 1 April 2026.

Daily rate histogram for Reference Data in England

Reference Data
Hourly Rate Trend in England

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

Contractor hourly rate distribution trend for jobs in England citing Reference Data

Reference Data
Contract Job Locations in England

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 England region over the 6 months to 1 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
London -74 60 £625 -6.72% 14
East of England -23 10 £525 - 4
North of England -63 9 £610 -6.15% 3
Yorkshire -48 8 £610 -6.15%
South East -52 2 £575 - 7
West Midlands -58 2 £650 - 2
Midlands -72 2 £650 - 4
North West -41 1 £700 +96.63% 3
South West - 1 - - 2
Reference Data
UK

Reference Data
Co-Occurring Skills & Capabilities in England 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 6 (6.90%) Confluence
2 1 (1.15%) Apache
2 1 (1.15%) Apache Spark
Applications
1 7 (8.05%) Microsoft Excel
2 2 (2.30%) MS Visio
3 1 (1.15%) Microsoft PowerPoint
Business Applications
1 6 (6.90%) Finacle
2 5 (5.75%) Sparx Enterprise Architect
3 4 (4.60%) Aladdin
4 2 (2.30%) SAP S/4HANA
5 1 (1.15%) Loan IQ
5 1 (1.15%) Markit EDM
5 1 (1.15%) SAP MDG
5 1 (1.15%) SimCorp Dimension
Cloud Services
1 13 (14.94%) Azure
2 11 (12.64%) AWS
3 8 (9.20%) Power Platform
4 7 (8.05%) GCP
5 5 (5.75%) Amazon S3
6 4 (4.60%) dbt
7 3 (3.45%) Snowflake
8 2 (2.30%) Azure Synapse Analytics
8 2 (2.30%) Collibra
9 1 (1.15%) AWS CodePipeline
9 1 (1.15%) Azure Data Factory
9 1 (1.15%) Azure Machine Learning
9 1 (1.15%) Boomi
9 1 (1.15%) Entra ID
9 1 (1.15%) GitHub
9 1 (1.15%) Lucidchart
9 1 (1.15%) Microsoft Purview
Database & Business Intelligence
1 28 (32.18%) Metadata
2 8 (9.20%) Data Warehouse
2 8 (9.20%) Power BI
3 5 (5.75%) Relational Database
4 4 (4.60%) Amazon Athena
4 4 (4.60%) BigQuery
4 4 (4.60%) PostgreSQL
5 3 (3.45%) SQL Server
6 2 (2.30%) Amazon Redshift
6 2 (2.30%) Big Data
6 2 (2.30%) Data Lake
6 2 (2.30%) DataStage
6 2 (2.30%) DB2
6 2 (2.30%) NoSQL
6 2 (2.30%) RDBMS
7 1 (1.15%) Ataccama
7 1 (1.15%) Data Vault
7 1 (1.15%) Metadata Repository
7 1 (1.15%) Power Query
7 1 (1.15%) Semantic Layer
Development Applications
1 15 (17.24%) ERwin
2 7 (8.05%) JIRA
3 5 (5.75%) PowerDesigner
4 4 (4.60%) ER Studio
5 1 (1.15%) Git
General
1 37 (42.53%) Finance
2 25 (28.74%) Social Skills
3 23 (26.44%) Analytical Skills
4 19 (21.84%) Banking
5 11 (12.64%) Front Office
6 8 (9.20%) Public Sector
6 8 (9.20%) Retail
7 6 (6.90%) Private Banking
8 5 (5.75%) Publishing
9 4 (4.60%) Investment Banking
10 3 (3.45%) Back Office
11 2 (2.30%) Documentation Skills
11 2 (2.30%) Financial Institution
11 2 (2.30%) Influencing Skills
11 2 (2.30%) Law
11 2 (2.30%) Presentation Skills
11 2 (2.30%) Wholesale Banking
12 1 (1.15%) Legal
12 1 (1.15%) Manufacturing
12 1 (1.15%) Pharmaceutical
Job Titles
1 18 (20.69%) Architect
2 16 (18.39%) Data Architect
3 15 (17.24%) Lead
4 14 (16.09%) Analyst
5 13 (14.94%) Data Modeller
6 12 (13.79%) Business Analyst
7 10 (11.49%) Developer
8 7 (8.05%) Data Engineer
9 6 (6.90%) Data Analyst
9 6 (6.90%) Data Migration Lead
9 6 (6.90%) Python Developer
10 5 (5.75%) Senior
11 4 (4.60%) Data Business Analyst
12 3 (3.45%) Asset Management Analyst
12 3 (3.45%) Asset Management Business Analyst
12 3 (3.45%) Perl Developer
12 3 (3.45%) Project Manager
13 2 (2.30%) DataOps Engineer
13 2 (2.30%) Investment Management Business Analyst
13 2 (2.30%) Product Owner
Libraries, Frameworks & Software Standards
1 6 (6.90%) JSON
2 5 (5.75%) REST
3 2 (2.30%) Kafka
3 2 (2.30%) XML
4 1 (1.15%) GraphQL
4 1 (1.15%) JSON Schema
4 1 (1.15%) Lightning Web Components
4 1 (1.15%) Middleware
4 1 (1.15%) NumPy
4 1 (1.15%) Pandas
4 1 (1.15%) PySpark
4 1 (1.15%) Ruby on Rails
Miscellaneous
1 14 (16.09%) Data Structures
2 12 (13.79%) Fixed Income
3 8 (9.20%) Legacy Systems
4 7 (8.05%) Cloud Native
4 7 (8.05%) Product Ownership
5 5 (5.75%) Equities
5 5 (5.75%) Management Information System
5 5 (5.75%) Onboarding
6 4 (4.60%) Derivative
7 3 (3.45%) Life Science
8 2 (2.30%) Foreign Exchange (FX)
8 2 (2.30%) Marketing Technology
8 2 (2.30%) NHS
8 2 (2.30%) Pricing Data
8 2 (2.30%) Reinsurance
9 1 (1.15%) Clustering
9 1 (1.15%) Credit Risk
9 1 (1.15%) Data Protection Act
9 1 (1.15%) Distributed Systems
9 1 (1.15%) SWIFT Messaging Network
Processes & Methodologies
1 45 (51.72%) Data Modelling
2 26 (29.89%) Data Governance
3 25 (28.74%) Data Management
4 21 (24.14%) Problem-Solving
5 19 (21.84%) Stakeholder Management
6 17 (19.54%) Migration
7 16 (18.39%) Data Analysis
7 16 (18.39%) Metadata Management
7 16 (18.39%) Validation
8 15 (17.24%) Data Architecture
8 15 (17.24%) Data Lineage
8 15 (17.24%) Data Mapping
9 14 (16.09%) Agile
9 14 (16.09%) Data Transformation
10 13 (14.94%) Analytics
10 13 (14.94%) ETL
11 12 (13.79%) Data Migration
11 12 (13.79%) Reference Data Management
11 12 (13.79%) User Acceptance Testing
11 12 (13.79%) Workshop Facilitation
Programming Languages
1 29 (33.33%) SQL
2 16 (18.39%) Python
3 7 (8.05%) Java
4 5 (5.75%) C#
4 5 (5.75%) Perl
4 5 (5.75%) PowerShell
5 2 (2.30%) Bash
5 2 (2.30%) Groovy
6 1 (1.15%) Apex Code
6 1 (1.15%) C
6 1 (1.15%) PL/SQL
6 1 (1.15%) T-SQL
Qualifications
1 10 (11.49%) Security Cleared
2 5 (5.75%) SC Cleared
3 2 (2.30%) BPSS Clearance
3 2 (2.30%) Degree
4 1 (1.15%) Computer Science Degree
4 1 (1.15%) TOGAF Certification
Quality Assurance & Compliance
1 32 (36.78%) Data Quality
2 3 (3.45%) GDPR
2 3 (3.45%) QA
3 2 (2.30%) IFRS
3 2 (2.30%) SLA
4 1 (1.15%) California Consumer Privacy Act
4 1 (1.15%) IFRS 17
4 1 (1.15%) IFRS 9
4 1 (1.15%) Solvency II
Systems Management
1 2 (2.30%) Grafana
Vendors
1 8 (9.20%) Databricks
2 7 (8.05%) GoldenSource
2 7 (8.05%) Murex
3 6 (6.90%) Avaloq
3 6 (6.90%) Temenos
4 5 (5.75%) Microsoft
4 5 (5.75%) Oracle
4 5 (5.75%) Sparx
5 4 (4.60%) Informatica
6 3 (3.45%) Bloomberg
6 3 (3.45%) SAP
7 2 (2.30%) Charles River
7 2 (2.30%) IDERA
7 2 (2.30%) Refinitiv
8 1 (1.15%) Atlassian
8 1 (1.15%) Google
8 1 (1.15%) ION Trading
8 1 (1.15%) MuleSoft
8 1 (1.15%) SimCorp
8 1 (1.15%) Talend