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

6 months to
1 Aug 2026
Same period 2025 Same period 2024
Rank 511 430 469
Rank change year-on-year -81 +39 +43
Contract jobs citing Reference Data 108 74 68
As % of all contract jobs in England 0.24% 0.27% 0.20%
As % of the Miscellaneous category 0.71% 0.76% 0.65%
Number of daily rates quoted 74 45 55
10th Percentile £413 £452 £410
25th Percentile £478 £525 £461
Median daily rate (50th Percentile) £583 £625 £650
Median % change year-on-year -6.80% -3.85% +12.17%
75th Percentile £697 £750 £913
90th Percentile £775 £800 £925
UK median daily rate £574 £600 £650
% change year-on-year -4.27% -7.69% +10.64%
Number of hourly rates quoted 5 0 0
Median hourly rate £70.00 - -
UK median hourly rate £70.00 - -

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 15,204 9,677 10,436
As % of all contract IT jobs advertised in England 33.41% 35.06% 30.92%
Number of daily rates quoted 9,376 6,113 6,790
10th Percentile £322 £306 £300
25th Percentile £425 £408 £425
Median daily rate (50th Percentile) £525 £525 £550
Median % change year-on-year - -4.55% -
75th Percentile £638 £650 £675
90th Percentile £750 £775 £825
UK median daily rate £525 £525 £545
% change year-on-year - -3.67% -0.91%
Number of hourly rates quoted 874 481 583
10th Percentile £16.01 £15.48 £12.50
25th Percentile £21.00 £18.87 £17.25
Median hourly rate £43.96 £32.05 £45.00
Median % change year-on-year +37.16% -28.78% +10.86%
75th Percentile £70.00 £60.00 £68.75
90th Percentile £85.28 £80.00 £75.00
UK median hourly rate £43.96 £29.50 £41.25
% change year-on-year +49.02% -28.48% +14.19%

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 August 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 August 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 -61 75 £587 -6.10% 45
East of England -8 10 £575 - 4
North of England -63 10 £610 +10.91%
Yorkshire -36 5 £610 +10.91%
North West - 5 £426 -
Midlands -50 4 £650 +18.18% 3
South East -61 4 £500 - 3
West Midlands - 4 £650 - 1
South West - 2 £575 - 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 (3.70%) Confluence
2 2 (1.85%) Apache Airflow
3 1 (0.93%) Apache
3 1 (0.93%) Apache Spark
3 1 (0.93%) Blackberry Enterprise Server
3 1 (0.93%) Jupyter
Applications
1 9 (8.33%) Microsoft Excel
2 2 (1.85%) Microsoft PowerPoint
2 2 (1.85%) MS Visio
3 1 (0.93%) Microsoft Project
Business Applications
1 10 (9.26%) Aladdin
2 3 (2.78%) Endur
2 3 (2.78%) SAP MDG
2 3 (2.78%) SimCorp Dimension
2 3 (2.78%) Sparx Enterprise Architect
3 2 (1.85%) Finacle
3 2 (1.85%) Salesforce CRM
3 2 (1.85%) SAP S/4HANA
4 1 (0.93%) Dynamics CRM
4 1 (0.93%) Loan IQ
4 1 (0.93%) Oracle Payables
4 1 (0.93%) Oracle Procure-to-Pay
4 1 (0.93%) Oracle Receivables
4 1 (0.93%) Unit4 Business World
Cloud Services
1 34 (31.48%) Azure
2 15 (13.89%) AWS
3 14 (12.96%) Power Platform
4 11 (10.19%) GCP
5 9 (8.33%) Azure Data Factory
6 7 (6.48%) Snowflake
7 5 (4.63%) dbt
7 5 (4.63%) Microsoft Purview
8 4 (3.70%) Amazon S3
8 4 (3.70%) Azure Synapse Analytics
9 3 (2.78%) Azure AI
9 3 (2.78%) Collibra
9 3 (2.78%) Datadog
10 2 (1.85%) Azure DevOps
10 2 (1.85%) Azure Machine Learning
10 2 (1.85%) Cloud Functions
10 2 (1.85%) Entra ID
10 2 (1.85%) GitHub
10 2 (1.85%) Prefect
10 2 (1.85%) SaaS
Database & Business Intelligence
1 39 (36.11%) Metadata
2 14 (12.96%) Data Warehouse
2 14 (12.96%) Power BI
3 11 (10.19%) Data Lake
4 6 (5.56%) Data Mining
4 6 (5.56%) Relational Database
5 5 (4.63%) Delta Lake
6 4 (3.70%) Amazon Athena
6 4 (3.70%) SQL Server
7 3 (2.78%) BigQuery
7 3 (2.78%) Data Vault
7 3 (2.78%) Neo4j
7 3 (2.78%) NoSQL
7 3 (2.78%) Tableau
8 2 (1.85%) Amazon Redshift
8 2 (1.85%) Ataccama
8 2 (1.85%) MongoDB
8 2 (1.85%) RDBMS
8 2 (1.85%) SAP BW
8 2 (1.85%) TigerGraph
Development Applications
1 21 (19.44%) ERwin
2 14 (12.96%) ER Studio
3 8 (7.41%) JIRA
4 7 (6.48%) PowerDesigner
5 2 (1.85%) Git
5 2 (1.85%) GitLab
6 1 (0.93%) Deequ
6 1 (0.93%) Jenkins
6 1 (0.93%) MLflow
6 1 (0.93%) Postman
6 1 (0.93%) Robot Framework
6 1 (0.93%) SonarQube
General
1 52 (48.15%) Finance
2 33 (30.56%) Analytical Skills
3 23 (21.30%) Banking
4 21 (19.44%) Social Skills
5 11 (10.19%) Front Office
6 7 (6.48%) Financial Institution
6 7 (6.48%) Investment Banking
7 6 (5.56%) Legal
8 5 (4.63%) Public Sector
9 4 (3.70%) Marketing
9 4 (3.70%) Retail
10 2 (1.85%) Documentation Skills
10 2 (1.85%) Influencing Skills
10 2 (1.85%) Manufacturing
10 2 (1.85%) Pharmaceutical
10 2 (1.85%) Private Banking
10 2 (1.85%) Publishing
10 2 (1.85%) Wholesale Banking
11 1 (0.93%) Back Office
11 1 (0.93%) Presentation Skills
Job Titles
1 25 (23.15%) Architect
2 24 (22.22%) Analyst
2 24 (22.22%) Data Architect
3 21 (19.44%) Business Analyst
4 15 (13.89%) Data Engineer
4 15 (13.89%) Data Modeller
5 10 (9.26%) Lead
6 9 (8.33%) Senior
7 6 (5.56%) Data Analyst
8 5 (4.63%) Consultant
8 5 (4.63%) Data Business Analyst
8 5 (4.63%) Developer
8 5 (4.63%) Python Engineer
9 4 (3.70%) Designer
9 4 (3.70%) Python Data Engineer
9 4 (3.70%) Senior Analyst
9 4 (3.70%) Senior Business Analyst
9 4 (3.70%) Senior Data Engineer
9 4 (3.70%) SQL Developer
10 3 (2.78%) Senior SQL Developer
Libraries, Frameworks & Software Standards
1 10 (9.26%) PySpark
2 5 (4.63%) JSON
2 5 (4.63%) REST
3 3 (2.78%) Kafka
4 2 (1.85%) Great Expectations
4 2 (1.85%) Middleware
4 2 (1.85%) XML
5 1 (0.93%) Hugging Face
5 1 (0.93%) Lightning Web Components
5 1 (0.93%) Pandas
5 1 (0.93%) pytest
5 1 (0.93%) Ruby on Rails
5 1 (0.93%) SOAP
5 1 (0.93%) Swagger
Miscellaneous
1 19 (17.59%) Data Structures
2 12 (11.11%) Fixed Income
2 12 (11.11%) Product Ownership
3 11 (10.19%) Equities
4 9 (8.33%) Onboarding
5 8 (7.41%) Derivative
6 7 (6.48%) Cloud Native
6 7 (6.48%) Legacy Systems
6 7 (6.48%) Pricing Data
7 6 (5.56%) Management Information System
8 5 (4.63%) Data Protection Act
9 3 (2.78%) Algorithms
9 3 (2.78%) Foreign Exchange (FX)
10 2 (1.85%) FMCG
10 2 (1.85%) Marketing Technology
11 1 (0.93%) Credit Risk
11 1 (0.93%) Hedge funds
11 1 (0.93%) Life Science
11 1 (0.93%) Market Risk
11 1 (0.93%) SWIFT Messaging Network
Processes & Methodologies
1 65 (60.19%) Data Modelling
2 41 (37.96%) Data Governance
3 34 (31.48%) Data Management
4 30 (27.78%) Logical Data Model
4 30 (27.78%) Validation
5 27 (25.00%) Data Architecture
6 23 (21.30%) Physical Data Model
7 22 (20.37%) Analytics
7 22 (20.37%) Problem-Solving
8 21 (19.44%) Integration Patterns
9 20 (18.52%) Metadata Management
9 20 (18.52%) Stakeholder Management
10 19 (17.59%) Data Integration
11 18 (16.67%) Data Pipeline
11 18 (16.67%) ETL
12 16 (14.81%) Data Lineage
12 16 (14.81%) Reference Data Management
13 15 (13.89%) Data Analysis
14 14 (12.96%) Business Intelligence
15 13 (12.04%) Migration
Programming Languages
1 47 (43.52%) SQL
2 22 (20.37%) Python
3 3 (2.78%) SPARQL
4 2 (1.85%) Bash
5 1 (0.93%) Apex Code
5 1 (0.93%) C
5 1 (0.93%) Java
5 1 (0.93%) Kusto Query Language
5 1 (0.93%) PL/SQL
5 1 (0.93%) T-SQL
Qualifications
1 11 (10.19%) Security Cleared
2 8 (7.41%) SC Cleared
3 7 (6.48%) Degree
4 5 (4.63%) BPSS Clearance
5 2 (1.85%) DBS Check
6 1 (0.93%) Computer Science Degree
6 1 (0.93%) Master's Degree
Quality Assurance & Compliance
1 42 (38.89%) Data Quality
2 5 (4.63%) GDPR
2 5 (4.63%) MiFID
3 2 (1.85%) QA
3 2 (1.85%) SLA
4 1 (0.93%) Accessibility
4 1 (0.93%) AIFMD
4 1 (0.93%) California Consumer Privacy Act
4 1 (0.93%) EMIR
4 1 (0.93%) GRC
4 1 (0.93%) IFRS
4 1 (0.93%) IFRS 9
4 1 (0.93%) Sarbanes-Oxley
System Software
1 1 (0.93%) Active Directory
Systems Management
1 3 (2.78%) Grafana
2 1 (0.93%) Kibana
2 1 (0.93%) Prometheus
2 1 (0.93%) Single Sign-On
Vendors
1 27 (25.00%) Databricks
2 21 (19.44%) Microsoft
3 7 (6.48%) Informatica
4 4 (3.70%) Murex
4 4 (3.70%) Salesforce
4 4 (3.70%) SAP
4 4 (3.70%) SimCorp
5 3 (2.78%) Bloomberg
5 3 (2.78%) Charles River
5 3 (2.78%) Oracle
5 3 (2.78%) Sparx
6 2 (1.85%) Avaloq
6 2 (1.85%) GoldenSource
6 2 (1.85%) Google
6 2 (1.85%) IDERA
6 2 (1.85%) Temenos
7 1 (0.93%) ION Trading
7 1 (0.93%) OpenLink
7 1 (0.93%) ServiceNow
7 1 (0.93%) Talend