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

6 months to
2 Feb 2026
Same period 2025 Same period 2024
Rank 485 417 478
Rank change year-on-year -68 +61 +96
Contract jobs citing Reference Data 63 60 72
As % of all contract jobs in England 0.19% 0.23% 0.19%
As % of the Miscellaneous category 0.56% 0.69% 0.60%
Number of daily rates quoted 41 31 43
10th Percentile £450 £356 £501
25th Percentile £475 £512 £548
Median daily rate (50th Percentile) £675 £630 £650
Median % change year-on-year +7.14% -3.08% +4.00%
75th Percentile £749 £750 £825
90th Percentile £825 £838 £925
UK median daily rate £650 £604 £650
% change year-on-year +7.62% -7.08% +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 11,325 8,646 11,914
As % of all contract IT jobs advertised in England 34.51% 32.95% 31.12%
Number of daily rates quoted 7,240 5,193 7,906
10th Percentile £275 £269 £252
25th Percentile £406 £410 £413
Median daily rate (50th Percentile) £510 £550 £550
Median % change year-on-year -7.27% - -4.35%
75th Percentile £631 £675 £663
90th Percentile £738 £775 £775
UK median daily rate £500 £525 £531
% change year-on-year -4.76% -1.13% -3.45%
Number of hourly rates quoted 554 247 732
10th Percentile £15.28 £18.51 £14.00
25th Percentile £18.50 £24.18 £17.19
Median hourly rate £31.83 £37.50 £34.21
Median % change year-on-year -15.13% +9.62% +52.04%
75th Percentile £63.75 £66.25 £60.00
90th Percentile £74.90 £83.20 £70.00
UK median hourly rate £30.00 £35.00 £32.50
% change year-on-year -14.29% +7.69% +44.54%

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 2 February 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 2 February 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 -32 43 £713 +13.10% 14
North of England -45 7 £500 -23.08%
East of England -19 6 - -
Yorkshire -52 6 £500 -23.08%
South East -24 3 £650 - 5
North West -27 1 £700 +96.63%
West Midlands -41 1 £475 -26.92%
Midlands -54 1 £475 -26.92%
South West - 1 - - 1
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 4 (6.35%) Confluence
2 1 (1.59%) Apache
2 1 (1.59%) Apache Spark
Applications
1 6 (9.52%) Microsoft Excel
Business Applications
1 4 (6.35%) Finacle
1 4 (6.35%) Sparx Enterprise Architect
2 2 (3.17%) Aladdin
2 2 (3.17%) SAP S/4HANA
3 1 (1.59%) Markit EDM
Cloud Services
1 9 (14.29%) Azure
2 8 (12.70%) AWS
2 8 (12.70%) Power Platform
3 5 (7.94%) GCP
4 3 (4.76%) Amazon S3
4 3 (4.76%) Collibra
4 3 (4.76%) Snowflake
5 1 (1.59%) Amazon Bedrock
5 1 (1.59%) Amazon EMR
5 1 (1.59%) Amazon SageMaker
5 1 (1.59%) AWS Lambda
5 1 (1.59%) Azure Data Factory
5 1 (1.59%) Azure DevOps
5 1 (1.59%) Datadog
5 1 (1.59%) dbt
5 1 (1.59%) Lucidchart
5 1 (1.59%) Power Automate
5 1 (1.59%) PowerApps
5 1 (1.59%) Serverless
Database & Business Intelligence
1 18 (28.57%) Metadata
2 8 (12.70%) Power BI
3 4 (6.35%) Data Warehouse
3 4 (6.35%) PostgreSQL
3 4 (6.35%) Relational Database
4 3 (4.76%) BigQuery
4 3 (4.76%) Power Query
4 3 (4.76%) Tableau
5 2 (3.17%) Big Data
5 2 (3.17%) Data Lake
5 2 (3.17%) DataStage
5 2 (3.17%) DB2
5 2 (3.17%) Parquet
5 2 (3.17%) RDBMS
6 1 (1.59%) Amazon Aurora
6 1 (1.59%) Apache Iceberg
6 1 (1.59%) Data Vault
6 1 (1.59%) Metadata Repository
6 1 (1.59%) NoSQL
6 1 (1.59%) SQL Server
Development Applications
1 8 (12.70%) ERwin
2 4 (6.35%) JIRA
3 3 (4.76%) PowerDesigner
4 2 (3.17%) ER Studio
General
1 28 (44.44%) Social Skills
2 25 (39.68%) Finance
3 13 (20.63%) Analytical Skills
3 13 (20.63%) Banking
4 9 (14.29%) Front Office
5 6 (9.52%) Public Sector
5 6 (9.52%) Retail
6 5 (7.94%) Publishing
7 4 (6.35%) Investment Banking
7 4 (6.35%) Private Banking
8 3 (4.76%) Presentation Skills
9 2 (3.17%) Back Office
9 2 (3.17%) Financial Institution
9 2 (3.17%) Law
10 1 (1.59%) Documentation Skills
10 1 (1.59%) Legal
10 1 (1.59%) Pharmaceutical
Job Titles
1 11 (17.46%) Analyst
1 11 (17.46%) Developer
2 10 (15.87%) Data Modeller
3 9 (14.29%) Architect
3 9 (14.29%) Business Analyst
3 9 (14.29%) Lead
4 6 (9.52%) Data Architect
5 5 (7.94%) Data Analyst
5 5 (7.94%) Data Migration Lead
5 5 (7.94%) Python Developer
5 5 (7.94%) Senior
6 4 (6.35%) Data Business Analyst
6 4 (6.35%) Perl Developer
7 3 (4.76%) Asset Management Analyst
7 3 (4.76%) Asset Management Business Analyst
8 2 (3.17%) Data Engineer
8 2 (3.17%) Investment Management Business Analyst
8 2 (3.17%) Reference Data Specialist
8 2 (3.17%) SQL Analyst
8 2 (3.17%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 3 (4.76%) JSON
2 2 (3.17%) REST
2 2 (3.17%) XML
3 1 (1.59%) GraphQL
3 1 (1.59%) JSON Schema
3 1 (1.59%) LangChain
3 1 (1.59%) NumPy
3 1 (1.59%) Pandas
Miscellaneous
1 9 (14.29%) Fixed Income
2 7 (11.11%) Data Structures
2 7 (11.11%) Management Information System
3 6 (9.52%) Legacy Systems
4 4 (6.35%) Cloud Native
5 3 (4.76%) Life Science
6 2 (3.17%) Data Protection Act
6 2 (3.17%) Derivative
6 2 (3.17%) Equities
6 2 (3.17%) NHS
6 2 (3.17%) Product Ownership
6 2 (3.17%) Reinsurance
7 1 (1.59%) Algorithms
7 1 (1.59%) Analytical Mindset
7 1 (1.59%) Clustering
7 1 (1.59%) Credit Risk
7 1 (1.59%) Foreign Exchange (FX)
7 1 (1.59%) Greenfield Project
7 1 (1.59%) Market Risk
7 1 (1.59%) Onboarding
Operating Systems
1 1 (1.59%) Unix
Processes & Methodologies
1 28 (44.44%) Data Modelling
2 21 (33.33%) Data Governance
3 16 (25.40%) Data Management
4 15 (23.81%) Problem-Solving
4 15 (23.81%) Stakeholder Management
5 14 (22.22%) Migration
6 13 (20.63%) Metadata Management
7 12 (19.05%) Data Analysis
7 12 (19.05%) Data Architecture
7 12 (19.05%) Data Migration
8 11 (17.46%) Agile
8 11 (17.46%) Business Intelligence
8 11 (17.46%) Data Lineage
8 11 (17.46%) Data Mapping
8 11 (17.46%) Data Transformation
8 11 (17.46%) User Acceptance Testing
9 9 (14.29%) Analytics
9 9 (14.29%) Data Visualisation
9 9 (14.29%) Logical Data Model
9 9 (14.29%) Visualisation
Programming Languages
1 24 (38.10%) SQL
2 12 (19.05%) Python
3 8 (12.70%) Java
4 6 (9.52%) C#
4 6 (9.52%) Perl
5 5 (7.94%) PowerShell
6 2 (3.17%) Groovy
7 1 (1.59%) Data Analysis Expressions
7 1 (1.59%) Korn
Qualifications
1 4 (6.35%) Security Cleared
2 3 (4.76%) Degree
3 2 (3.17%) SC Cleared
4 1 (1.59%) BPSS Clearance
4 1 (1.59%) Computer Science Degree
4 1 (1.59%) Master's Degree
4 1 (1.59%) PhD
4 1 (1.59%) TOGAF Certification
Quality Assurance & Compliance
1 20 (31.75%) Data Quality
2 3 (4.76%) GDPR
3 2 (3.17%) QA
4 1 (1.59%) IFRS
4 1 (1.59%) IFRS 17
4 1 (1.59%) Solvency II
Vendors
1 6 (9.52%) Databricks
2 5 (7.94%) GoldenSource
2 5 (7.94%) Murex
3 4 (6.35%) Avaloq
3 4 (6.35%) Oracle
3 4 (6.35%) Sparx
3 4 (6.35%) Temenos
4 3 (4.76%) Bloomberg
5 2 (3.17%) Informatica
5 2 (3.17%) Microsoft
5 2 (3.17%) Refinitiv
5 2 (3.17%) SAP
6 1 (1.59%) Alteryx
6 1 (1.59%) Atlassian
6 1 (1.59%) Calypso
6 1 (1.59%) Charles River
6 1 (1.59%) Google
6 1 (1.59%) Reuters