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

6 months to
7 Jun 2026
Same period 2025 Same period 2024
Rank 535 445 491
Rank change year-on-year -90 +46 +65
Contract jobs citing Reference Data 106 72 100
As % of all contract jobs in the UK 0.21% 0.25% 0.23%
As % of the Miscellaneous category 0.66% 0.72% 0.76%
Number of daily rates quoted 75 38 67
10th Percentile £365 £418 £443
25th Percentile £494 £512 £514
Median daily rate (50th Percentile) £608 £583 £650
Median % change year-on-year +4.33% -10.38% +4.00%
75th Percentile £731 £744 £925
90th Percentile £820 £800 -
UK excluding London median daily rate £550 £550 £550
% change year-on-year - - +7.32%
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 15,998 9,980 13,086
As % of all contract IT jobs advertised in the UK 32.32% 34.15% 30.15%
Number of daily rates quoted 9,850 6,278 8,372
10th Percentile £313 £300 £274
25th Percentile £413 £406 £413
Median daily rate (50th Percentile) £515 £525 £538
Median % change year-on-year -1.90% -2.37% -2.23%
75th Percentile £625 £650 £663
90th Percentile £750 £775 £800
UK excluding London median daily rate £492 £475 £500
% change year-on-year +3.58% -5.00% -
Number of hourly rates quoted 789 420 931
10th Percentile £16.00 £15.84 £12.25
25th Percentile £20.82 £20.45 £15.32
Median hourly rate £42.50 £33.47 £35.50
Median % change year-on-year +26.99% -5.73% +59.48%
75th Percentile £70.00 £62.63 £61.30
90th Percentile £85.60 £82.28 £71.25
UK excluding London median hourly rate £43.96 £33.00 £35.00
% change year-on-year +33.21% -5.71% +59.09%

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 7 June 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 7 June 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 -80 97 £610 -0.41% 42
London -58 73 £625 -2.38% 25
Work from Home -51 29 £609 +10.70% 13
UK excluding London -81 28 £550 - 22
East of England -17 10 £525 - 3
North of England -70 7 £610 +10.91% 4
Scotland -1 6 £358 -2.72%
Yorkshire -53 5 £610 +10.91%
Midlands -48 2 £650 +18.18% 2
North West - 2 £525 - 4
South East - 2 £500 - 10
West Midlands - 2 £650 -
Northern Ireland +3 1 £550 -2.22% 1

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 9 (8.49%) Confluence
2 5 (4.72%) Apache Spark
3 1 (0.94%) Apache
3 1 (0.94%) Apache Airflow
Applications
1 8 (7.55%) Microsoft Excel
2 4 (3.77%) Microsoft Project
3 2 (1.89%) MS Visio
4 1 (0.94%) Microsoft PowerPoint
Business Applications
1 9 (8.49%) Aladdin
2 6 (5.66%) Finacle
3 3 (2.83%) SimCorp Dimension
3 3 (2.83%) Sparx Enterprise Architect
4 2 (1.89%) Endur
4 2 (1.89%) Salesforce CRM
4 2 (1.89%) SAP S/4HANA
5 1 (0.94%) Loan IQ
5 1 (0.94%) SAP MDG
Cloud Services
1 30 (28.30%) Azure
2 14 (13.21%) AWS
3 12 (11.32%) Power Platform
4 9 (8.49%) GCP
5 6 (5.66%) Azure DevOps
5 6 (5.66%) Collibra
6 5 (4.72%) Amazon S3
6 5 (4.72%) dbt
7 4 (3.77%) Azure Data Factory
7 4 (3.77%) Microsoft Purview
8 3 (2.83%) Azure Synapse Analytics
8 3 (2.83%) Datadog
8 3 (2.83%) GitHub
8 3 (2.83%) Snowflake
9 2 (1.89%) Azure AI
9 2 (1.89%) Azure Machine Learning
9 2 (1.89%) GitHub Actions
10 1 (0.94%) Amazon Bedrock
10 1 (0.94%) AWS Lambda
10 1 (0.94%) Serverless
Database & Business Intelligence
1 37 (34.91%) Metadata
2 12 (11.32%) Power BI
3 11 (10.38%) Data Warehouse
4 9 (8.49%) Data Lake
5 6 (5.66%) Relational Database
6 5 (4.72%) Big Data
7 4 (3.77%) Amazon Athena
7 4 (3.77%) Hadoop
8 3 (2.83%) Tableau
9 2 (1.89%) Amazon Redshift
9 2 (1.89%) Ataccama
9 2 (1.89%) BigQuery
9 2 (1.89%) Data Vault
9 2 (1.89%) Delta Lake
9 2 (1.89%) Neo4j
9 2 (1.89%) NoSQL
9 2 (1.89%) RDBMS
9 2 (1.89%) SQL Server
9 2 (1.89%) TigerGraph
10 1 (0.94%) Power Query
Development Applications
1 14 (13.21%) ERwin
2 13 (12.26%) JIRA
3 8 (7.55%) ER Studio
4 6 (5.66%) PowerDesigner
5 5 (4.72%) Git
6 3 (2.83%) GitLab
7 2 (1.89%) Jenkins
8 1 (0.94%) Deequ
8 1 (0.94%) Postman
8 1 (0.94%) Robot Framework
8 1 (0.94%) SonarQube
General
1 47 (44.34%) Finance
2 32 (30.19%) Banking
3 28 (26.42%) Analytical Skills
4 22 (20.75%) Social Skills
5 14 (13.21%) Front Office
6 8 (7.55%) Investment Banking
7 6 (5.66%) Private Banking
7 6 (5.66%) Public Sector
7 6 (5.66%) Publishing
7 6 (5.66%) Retail
8 5 (4.72%) Financial Institution
8 5 (4.72%) Legal
9 3 (2.83%) Documentation Skills
9 3 (2.83%) Wholesale Banking
10 2 (1.89%) Billing
10 2 (1.89%) Influencing Skills
10 2 (1.89%) Law
10 2 (1.89%) Marketing
11 1 (0.94%) Manufacturing
11 1 (0.94%) Military
Job Titles
1 20 (18.87%) Architect
2 18 (16.98%) Data Architect
3 16 (15.09%) Lead
4 15 (14.15%) Analyst
5 14 (13.21%) Business Analyst
6 12 (11.32%) Data Modeller
7 11 (10.38%) Developer
8 10 (9.43%) Data Engineer
9 8 (7.55%) Senior
10 7 (6.60%) Python Developer
11 6 (5.66%) Data Migration Lead
12 5 (4.72%) Data Analyst
12 5 (4.72%) Python Engineer
12 5 (4.72%) Scrum Master
13 4 (3.77%) Python Data Engineer
13 4 (3.77%) Senior Data Engineer
14 3 (2.83%) Perl Developer
14 3 (2.83%) Senior Analyst
14 3 (2.83%) Senior Business Analyst
14 3 (2.83%) SQL Developer
Libraries, Frameworks & Software Standards
1 6 (5.66%) PySpark
2 5 (4.72%) JSON
3 3 (2.83%) REST
4 2 (1.89%) Great Expectations
4 2 (1.89%) Kafka
4 2 (1.89%) Middleware
4 2 (1.89%) Pandas
4 2 (1.89%) XML
5 1 (0.94%) Lightning Web Components
5 1 (0.94%) NumPy
5 1 (0.94%) pytest
5 1 (0.94%) Ruby on Rails
5 1 (0.94%) Shiny
5 1 (0.94%) Swagger
Miscellaneous
1 16 (15.09%) Data Structures
2 15 (14.15%) Fixed Income
3 14 (13.21%) Product Ownership
4 13 (12.26%) Onboarding
5 11 (10.38%) Cloud Native
6 10 (9.43%) Equities
7 8 (7.55%) Derivative
7 8 (7.55%) Legacy Systems
8 6 (5.66%) Management Information System
9 5 (4.72%) Virtual Team
10 4 (3.77%) Data Protection Act
10 4 (3.77%) Life Science
11 2 (1.89%) Algorithms
11 2 (1.89%) Foreign Exchange (FX)
11 2 (1.89%) Marketing Technology
11 2 (1.89%) Pricing Data
12 1 (0.94%) Analytical Mindset
12 1 (0.94%) Clustering
12 1 (0.94%) Credit Risk
12 1 (0.94%) Distributed Systems
Processes & Methodologies
1 60 (56.60%) Data Modelling
2 33 (31.13%) Data Governance
3 29 (27.36%) Validation
4 26 (24.53%) Migration
4 26 (24.53%) Problem-Solving
5 25 (23.58%) Analytics
6 24 (22.64%) Data Architecture
6 24 (22.64%) Data Management
7 21 (19.81%) ETL
7 21 (19.81%) Stakeholder Management
8 18 (16.98%) Data Lineage
8 18 (16.98%) Data Transformation
8 18 (16.98%) Logical Data Model
9 17 (16.04%) Agile
9 17 (16.04%) Data Analysis
9 17 (16.04%) Data Mapping
9 17 (16.04%) Data Migration
9 17 (16.04%) Integration Patterns
10 16 (15.09%) Physical Data Model
11 14 (13.21%) Data Integration
Programming Languages
1 38 (35.85%) SQL
2 23 (21.70%) Python
3 6 (5.66%) Java
4 5 (4.72%) C#
4 5 (4.72%) Perl
4 5 (4.72%) PowerShell
5 3 (2.83%) Bash
6 2 (1.89%) SPARQL
7 1 (0.94%) Apex Code
7 1 (0.94%) C
7 1 (0.94%) Kusto Query Language
7 1 (0.94%) PL/SQL
7 1 (0.94%) T-SQL
Qualifications
1 10 (9.43%) Security Cleared
2 7 (6.60%) Degree
3 6 (5.66%) SC Cleared
4 4 (3.77%) BPSS Clearance
5 2 (1.89%) DBS Check
6 1 (0.94%) Computer Science Degree
Quality Assurance & Compliance
1 42 (39.62%) Data Quality
2 10 (9.43%) GDPR
3 4 (3.77%) MiFID
4 3 (2.83%) QA
5 2 (1.89%) SLA
6 1 (0.94%) AIFMD
6 1 (0.94%) California Consumer Privacy Act
6 1 (0.94%) EMIR
6 1 (0.94%) GRC
6 1 (0.94%) IFRS
6 1 (0.94%) IFRS 9
6 1 (0.94%) Sarbanes-Oxley
System Software
1 1 (0.94%) Docker
Systems Management
1 4 (3.77%) Grafana
2 2 (1.89%) Prometheus
3 1 (0.94%) Kibana
3 1 (0.94%) Kubernetes
3 1 (0.94%) Terraform
Vendors
1 20 (18.87%) Microsoft
2 19 (17.92%) Databricks
3 7 (6.60%) Murex
4 6 (5.66%) Avaloq
4 6 (5.66%) GoldenSource
4 6 (5.66%) Temenos
5 4 (3.77%) SimCorp
6 3 (2.83%) Charles River
6 3 (2.83%) Salesforce
6 3 (2.83%) SAP
6 3 (2.83%) Sparx
7 2 (1.89%) IDERA
7 2 (1.89%) Informatica
8 1 (0.94%) Bloomberg
8 1 (0.94%) Google
8 1 (0.94%) ION Trading
8 1 (0.94%) MuleSoft
8 1 (0.94%) OpenLink
8 1 (0.94%) Reuters
8 1 (0.94%) Talend