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

6 months to
4 Mar 2026
Same period 2025 Same period 2024
Rank 488 406 469
Rank change year-on-year -82 +63 +72
Contract jobs citing Reference Data 79 77 75
As % of all contract jobs in England 0.22% 0.31% 0.20%
As % of the Miscellaneous category 0.65% 0.91% 0.65%
Number of daily rates quoted 55 40 47
10th Percentile £455 £363 £425
25th Percentile £516 £512 £519
Median daily rate (50th Percentile) £625 £635 £650
Median % change year-on-year -1.57% -2.31% +4.00%
75th Percentile £738 £750 £825
90th Percentile £815 £826 £925
UK median daily rate £610 £617 £650
% change year-on-year -1.05% -5.15% +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 12,187 8,429 11,626
As % of all contract IT jobs advertised in England 33.89% 33.49% 30.88%
Number of daily rates quoted 7,741 5,284 7,596
10th Percentile £290 £279 £256
25th Percentile £410 £413 £413
Median daily rate (50th Percentile) £513 £547 £545
Median % change year-on-year -6.31% +0.37% -5.22%
75th Percentile £630 £673 £656
90th Percentile £749 £775 £775
UK median daily rate £500 £525 £525
% change year-on-year -4.76% - -4.55%
Number of hourly rates quoted 600 269 762
10th Percentile £15.50 £16.73 £12.87
25th Percentile £18.87 £23.50 £16.25
Median hourly rate £33.50 £35.00 £30.08
Median % change year-on-year -4.29% +16.36% +33.69%
75th Percentile £65.00 £68.75 £57.50
90th Percentile £80.00 £85.00 £70.00
UK median hourly rate £33.50 £32.50 £30.00
% change year-on-year +3.08% +8.33% +33.42%

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 4 March 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 4 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
London -57 55 £661 +4.06% 15
North of England -53 10 £555 -14.62% 2
Yorkshire -54 9 £500 -23.08% 2
East of England -22 7 £575 +9.52% 1
West Midlands -56 2 £650 - 1
Midlands -63 2 £650 - 2
South East -31 1 £650 - 8
North West -38 1 £700 +96.63%
South West - 1 - - 3
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 (7.59%) Confluence
2 1 (1.27%) Apache
2 1 (1.27%) Apache Spark
Applications
1 7 (8.86%) Microsoft Excel
2 1 (1.27%) Microsoft PowerPoint
2 1 (1.27%) MS Visio
Business Applications
1 5 (6.33%) Finacle
2 4 (5.06%) Sparx Enterprise Architect
3 3 (3.80%) Aladdin
4 2 (2.53%) SAP S/4HANA
5 1 (1.27%) Loan IQ
5 1 (1.27%) Markit EDM
5 1 (1.27%) SAP MDG
Cloud Services
1 12 (15.19%) Azure
2 9 (11.39%) AWS
3 7 (8.86%) Power Platform
4 5 (6.33%) GCP
5 4 (5.06%) Snowflake
6 3 (3.80%) Amazon S3
6 3 (3.80%) Collibra
7 2 (2.53%) Azure Synapse Analytics
8 1 (1.27%) Amazon Bedrock
8 1 (1.27%) Amazon EMR
8 1 (1.27%) Amazon SageMaker
8 1 (1.27%) AWS Lambda
8 1 (1.27%) Azure Data Factory
8 1 (1.27%) Datadog
8 1 (1.27%) dbt
8 1 (1.27%) Entra ID
8 1 (1.27%) Lucidchart
8 1 (1.27%) Serverless
Database & Business Intelligence
1 25 (31.65%) Metadata
2 7 (8.86%) Power BI
3 6 (7.59%) Data Warehouse
4 5 (6.33%) PostgreSQL
5 3 (3.80%) BigQuery
5 3 (3.80%) Data Lake
5 3 (3.80%) Relational Database
6 2 (2.53%) Apache Iceberg
6 2 (2.53%) Big Data
6 2 (2.53%) Data Vault
6 2 (2.53%) DataStage
6 2 (2.53%) DB2
6 2 (2.53%) NoSQL
6 2 (2.53%) RDBMS
6 2 (2.53%) SQL Server
7 1 (1.27%) Amazon Redshift
7 1 (1.27%) Apache Cassandra
7 1 (1.27%) MongoDB
7 1 (1.27%) Parquet
7 1 (1.27%) Tableau
Development Applications
1 12 (15.19%) ERwin
2 6 (7.59%) JIRA
3 4 (5.06%) PowerDesigner
4 3 (3.80%) ER Studio
General
1 31 (39.24%) Finance
2 27 (34.18%) Social Skills
3 17 (21.52%) Analytical Skills
4 15 (18.99%) Banking
5 11 (13.92%) Front Office
6 10 (12.66%) Public Sector
7 7 (8.86%) Retail
8 5 (6.33%) Private Banking
8 5 (6.33%) Publishing
9 4 (5.06%) Investment Banking
10 3 (3.80%) Back Office
11 2 (2.53%) Financial Institution
11 2 (2.53%) Law
11 2 (2.53%) Presentation Skills
12 1 (1.27%) Documentation Skills
12 1 (1.27%) Influencing Skills
12 1 (1.27%) Legal
12 1 (1.27%) Manufacturing
12 1 (1.27%) Marketing
12 1 (1.27%) Pharmaceutical
Job Titles
1 18 (22.78%) Architect
2 15 (18.99%) Data Architect
3 14 (17.72%) Lead
4 13 (16.46%) Data Modeller
5 12 (15.19%) Analyst
6 11 (13.92%) Business Analyst
7 9 (11.39%) Developer
8 6 (7.59%) Data Migration Lead
9 5 (6.33%) Data Analyst
9 5 (6.33%) Python Developer
10 4 (5.06%) Data Business Analyst
10 4 (5.06%) Senior
11 3 (3.80%) Asset Management Analyst
11 3 (3.80%) Asset Management Business Analyst
11 3 (3.80%) Data Engineer
11 3 (3.80%) Perl Developer
11 3 (3.80%) Project Manager
12 2 (2.53%) Software Developer
12 2 (2.53%) Software Engineer
12 2 (2.53%) Technical Leader
Libraries, Frameworks & Software Standards
1 3 (3.80%) JSON
2 2 (2.53%) REST
2 2 (2.53%) XML
3 1 (1.27%) GraphQL
3 1 (1.27%) JSON Schema
3 1 (1.27%) LangChain
3 1 (1.27%) Lightning Web Components
3 1 (1.27%) NumPy
3 1 (1.27%) Pandas
Miscellaneous
1 13 (16.46%) Data Structures
2 11 (13.92%) Fixed Income
3 8 (10.13%) Legacy Systems
4 7 (8.86%) Cloud Native
5 5 (6.33%) Management Information System
6 4 (5.06%) Derivative
6 4 (5.06%) Equities
6 4 (5.06%) Product Ownership
7 3 (3.80%) Data Protection Act
7 3 (3.80%) Life Science
8 2 (2.53%) NHS
8 2 (2.53%) Onboarding
8 2 (2.53%) Reinsurance
9 1 (1.27%) Algorithms
9 1 (1.27%) Clustering
9 1 (1.27%) Credit Risk
9 1 (1.27%) Distributed Systems
9 1 (1.27%) Foreign Exchange (FX)
9 1 (1.27%) Greenfield Project
Processes & Methodologies
1 38 (48.10%) Data Modelling
2 22 (27.85%) Data Governance
3 21 (26.58%) Data Management
4 17 (21.52%) Data Architecture
4 17 (21.52%) Migration
4 17 (21.52%) Problem-Solving
5 16 (20.25%) Metadata Management
5 16 (20.25%) Stakeholder Management
6 15 (18.99%) Agile
6 15 (18.99%) Data Analysis
6 15 (18.99%) Data Mapping
6 15 (18.99%) Data Transformation
7 14 (17.72%) Data Lineage
7 14 (17.72%) User Acceptance Testing
8 13 (16.46%) Data Migration
9 11 (13.92%) Analytics
9 11 (13.92%) Logical Data Model
9 11 (13.92%) Validation
10 10 (12.66%) ETL
11 9 (11.39%) Physical Data Model
Programming Languages
1 26 (32.91%) SQL
2 12 (15.19%) Python
3 7 (8.86%) Java
4 5 (6.33%) C#
4 5 (6.33%) Perl
4 5 (6.33%) PowerShell
5 2 (2.53%) Groovy
6 1 (1.27%) Apex Code
6 1 (1.27%) C
6 1 (1.27%) Korn
6 1 (1.27%) PL/SQL
6 1 (1.27%) T-SQL
Qualifications
1 7 (8.86%) Security Cleared
2 4 (5.06%) SC Cleared
3 2 (2.53%) BPSS Clearance
3 2 (2.53%) Degree
4 1 (1.27%) Master's Degree
4 1 (1.27%) PhD
4 1 (1.27%) TOGAF Certification
Quality Assurance & Compliance
1 26 (32.91%) Data Quality
2 3 (3.80%) GDPR
3 2 (2.53%) IFRS
3 2 (2.53%) QA
4 1 (1.27%) IFRS 17
4 1 (1.27%) IFRS 9
4 1 (1.27%) Solvency II
Vendors
1 9 (11.39%) Databricks
2 7 (8.86%) Murex
3 6 (7.59%) GoldenSource
4 5 (6.33%) Avaloq
4 5 (6.33%) Oracle
4 5 (6.33%) Temenos
5 4 (5.06%) Microsoft
5 4 (5.06%) Sparx
6 3 (3.80%) Bloomberg
6 3 (3.80%) Informatica
6 3 (3.80%) SAP
7 2 (2.53%) Charles River
7 2 (2.53%) IDERA
7 2 (2.53%) Refinitiv
8 1 (1.27%) Alteryx
8 1 (1.27%) Calypso
8 1 (1.27%) Google
8 1 (1.27%) ION Trading
8 1 (1.27%) Reuters
8 1 (1.27%) Salesforce