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

6 months to
12 Jul 2026
Same period 2025 Same period 2024
Rank 553 459 503
Rank change year-on-year -94 +44 +55
Contract jobs citing Reference Data 101 84 90
As % of all contract jobs in the UK 0.19% 0.26% 0.21%
As % of the Miscellaneous category 0.57% 0.74% 0.69%
Number of daily rates quoted 71 50 69
10th Percentile £375 £448 £425
25th Percentile £456 £525 £513
Median daily rate (50th Percentile) £575 £600 £650
Median % change year-on-year -4.17% -7.69% +8.33%
75th Percentile £681 £750 £925
90th Percentile £775 £800 -
UK excluding London median daily rate £525 £550 £568
% change year-on-year -4.55% -3.08% +10.73%

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 17,567 11,298 13,045
As % of all contract IT jobs advertised in the UK 33.17% 34.59% 30.41%
Number of daily rates quoted 10,757 7,022 8,270
10th Percentile £313 £300 £281
25th Percentile £414 £406 £413
Median daily rate (50th Percentile) £520 £525 £538
Median % change year-on-year -0.95% -2.37% -2.23%
75th Percentile £626 £649 £663
90th Percentile £749 £775 £800
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 882 527 878
10th Percentile £16.01 £15.48 £12.25
25th Percentile £20.92 £18.87 £15.50
Median hourly rate £43.96 £31.00 £36.50
Median % change year-on-year +41.81% -15.07% +32.25%
75th Percentile £70.00 £58.75 £62.50
90th Percentile £87.47 £77.98 £72.50
UK excluding London median hourly rate £43.96 £31.76 £36.05
% change year-on-year +38.41% -11.89% +2.99%

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 12 July 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 12 July 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 -96 91 £608 -2.76% 33
London -57 68 £608 -2.76% 23
Work from Home -43 32 £608 +7.57% 17
UK excluding London -82 27 £525 -4.55% 16
North of England -73 8 £610 +10.91% 1
Scotland -8 6 £358 -2.72% 5
East of England -19 5 £575 - 6
Yorkshire -48 5 £610 +10.91% 1
Midlands -44 4 £650 +18.18% 1
South East -64 4 £500 - 4
West Midlands - 4 £650 -
North West - 3 £350 -
Northern Ireland +3 1 £550 -2.22%

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 8 (7.92%) Confluence
2 5 (4.95%) Apache Spark
3 1 (0.99%) Apache
3 1 (0.99%) Apache Airflow
3 1 (0.99%) Blackberry Enterprise Server
Applications
1 4 (3.96%) Microsoft Excel
1 4 (3.96%) Microsoft Project
2 2 (1.98%) MS Visio
3 1 (0.99%) Microsoft PowerPoint
Business Applications
1 10 (9.90%) Aladdin
2 3 (2.97%) Endur
2 3 (2.97%) Finacle
2 3 (2.97%) SimCorp Dimension
3 2 (1.98%) Salesforce CRM
3 2 (1.98%) Sparx Enterprise Architect
4 1 (0.99%) Loan IQ
4 1 (0.99%) SAP MDG
Cloud Services
1 32 (31.68%) Azure
2 14 (13.86%) AWS
2 14 (13.86%) Power Platform
3 9 (8.91%) GCP
4 8 (7.92%) Collibra
5 6 (5.94%) Azure DevOps
5 6 (5.94%) Microsoft Purview
6 5 (4.95%) Amazon S3
6 5 (4.95%) dbt
6 5 (4.95%) Snowflake
7 4 (3.96%) Azure Data Factory
7 4 (3.96%) Azure Synapse Analytics
8 3 (2.97%) Azure AI
8 3 (2.97%) Datadog
8 3 (2.97%) GitHub
9 2 (1.98%) Azure Machine Learning
9 2 (1.98%) Entra ID
9 2 (1.98%) GitHub Actions
10 1 (0.99%) AWS Lambda
10 1 (0.99%) Azure Cosmos DB
Database & Business Intelligence
1 32 (31.68%) Metadata
2 14 (13.86%) Power BI
3 12 (11.88%) Data Warehouse
4 9 (8.91%) Data Lake
5 5 (4.95%) Big Data
5 5 (4.95%) Relational Database
6 4 (3.96%) Amazon Athena
6 4 (3.96%) Hadoop
7 3 (2.97%) Neo4j
7 3 (2.97%) SQL Server
7 3 (2.97%) Tableau
8 2 (1.98%) Amazon Redshift
8 2 (1.98%) Ataccama
8 2 (1.98%) BigQuery
8 2 (1.98%) Data Vault
8 2 (1.98%) Delta Lake
8 2 (1.98%) NoSQL
8 2 (1.98%) PostgreSQL
8 2 (1.98%) TigerGraph
9 1 (0.99%) Power Query
Development Applications
1 14 (13.86%) ERwin
2 12 (11.88%) JIRA
3 7 (6.93%) ER Studio
4 6 (5.94%) PowerDesigner
5 5 (4.95%) Git
6 3 (2.97%) GitLab
7 2 (1.98%) Jenkins
8 1 (0.99%) Deequ
8 1 (0.99%) MLflow
8 1 (0.99%) Postman
8 1 (0.99%) Robot Framework
8 1 (0.99%) SonarQube
General
1 48 (47.52%) Finance
2 30 (29.70%) Banking
3 24 (23.76%) Analytical Skills
4 17 (16.83%) Social Skills
5 10 (9.90%) Front Office
6 8 (7.92%) Investment Banking
7 6 (5.94%) Financial Institution
7 6 (5.94%) Legal
7 6 (5.94%) Public Sector
8 3 (2.97%) Documentation Skills
8 3 (2.97%) Private Banking
8 3 (2.97%) Retail
8 3 (2.97%) Wholesale Banking
9 2 (1.98%) Billing
9 2 (1.98%) Influencing Skills
9 2 (1.98%) Manufacturing
9 2 (1.98%) Marketing
9 2 (1.98%) Publishing
10 1 (0.99%) Back Office
10 1 (0.99%) Military
Job Titles
1 20 (19.80%) Analyst
1 20 (19.80%) Architect
2 19 (18.81%) Data Architect
3 18 (17.82%) Business Analyst
4 11 (10.89%) Data Modeller
4 11 (10.89%) Lead
5 10 (9.90%) Data Engineer
5 10 (9.90%) Senior
6 5 (4.95%) Consultant
6 5 (4.95%) Developer
6 5 (4.95%) Python Engineer
6 5 (4.95%) Scrum Master
7 4 (3.96%) Data Analyst
7 4 (3.96%) Project Manager
7 4 (3.96%) Python Data Engineer
7 4 (3.96%) Senior Analyst
7 4 (3.96%) Senior Business Analyst
7 4 (3.96%) Senior Data Engineer
7 4 (3.96%) SQL Developer
8 3 (2.97%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 7 (6.93%) PySpark
2 4 (3.96%) JSON
2 4 (3.96%) REST
3 2 (1.98%) Great Expectations
3 2 (1.98%) Kafka
3 2 (1.98%) Middleware
3 2 (1.98%) Pandas
4 1 (0.99%) Hugging Face
4 1 (0.99%) Lightning Web Components
4 1 (0.99%) Microsoft Graph
4 1 (0.99%) NumPy
4 1 (0.99%) pytest
4 1 (0.99%) Ruby on Rails
4 1 (0.99%) Shiny
4 1 (0.99%) SOAP
4 1 (0.99%) Swagger
4 1 (0.99%) XML
Miscellaneous
1 14 (13.86%) Onboarding
2 13 (12.87%) Data Structures
2 13 (12.87%) Product Ownership
3 11 (10.89%) Cloud Native
3 11 (10.89%) Fixed Income
4 10 (9.90%) Equities
5 8 (7.92%) Derivative
6 6 (5.94%) Virtual Team
7 5 (4.95%) Data Protection Act
8 3 (2.97%) Algorithms
9 2 (1.98%) Legacy Systems
9 2 (1.98%) Marketing Technology
9 2 (1.98%) Pricing Data
10 1 (0.99%) Analytical Mindset
10 1 (0.99%) Clustering
10 1 (0.99%) Credit Risk
10 1 (0.99%) Distributed Systems
10 1 (0.99%) Foreign Exchange (FX)
10 1 (0.99%) Life Science
10 1 (0.99%) SWIFT Messaging Network
Processes & Methodologies
1 55 (54.46%) Data Modelling
2 37 (36.63%) Data Governance
3 28 (27.72%) Data Management
3 28 (27.72%) Validation
4 23 (22.77%) Analytics
5 22 (21.78%) Stakeholder Management
6 21 (20.79%) ETL
6 21 (20.79%) Migration
7 20 (19.80%) Data Architecture
8 19 (18.81%) Problem-Solving
9 18 (17.82%) Data Lineage
9 18 (17.82%) Integration Patterns
10 17 (16.83%) Agile
10 17 (16.83%) Logical Data Model
11 15 (14.85%) Data Integration
11 15 (14.85%) Data Transformation
11 15 (14.85%) Physical Data Model
12 14 (13.86%) Business Intelligence
12 14 (13.86%) Data Pipeline
13 13 (12.87%) Data Analysis
Programming Languages
1 34 (33.66%) SQL
2 21 (20.79%) Python
3 3 (2.97%) Bash
3 3 (2.97%) SPARQL
4 1 (0.99%) Apex Code
4 1 (0.99%) C
4 1 (0.99%) Java
4 1 (0.99%) Kusto Query Language
4 1 (0.99%) PL/SQL
4 1 (0.99%) PowerShell
4 1 (0.99%) T-SQL
Qualifications
1 9 (8.91%) Security Cleared
2 8 (7.92%) Degree
3 5 (4.95%) SC Cleared
4 4 (3.96%) BPSS Clearance
5 2 (1.98%) DBS Check
6 1 (0.99%) Computer Science Degree
Quality Assurance & Compliance
1 41 (40.59%) Data Quality
2 11 (10.89%) GDPR
3 4 (3.96%) MiFID
4 3 (2.97%) QA
5 2 (1.98%) SLA
6 1 (0.99%) AIFMD
6 1 (0.99%) California Consumer Privacy Act
6 1 (0.99%) EMIR
6 1 (0.99%) GRC
6 1 (0.99%) IFRS
6 1 (0.99%) IFRS 9
6 1 (0.99%) Sarbanes-Oxley
System Software
1 1 (0.99%) Docker
Systems Management
1 4 (3.96%) Grafana
2 2 (1.98%) Prometheus
3 1 (0.99%) Kibana
3 1 (0.99%) Kubernetes
3 1 (0.99%) Terraform
Vendors
1 24 (23.76%) Microsoft
2 21 (20.79%) Databricks
3 5 (4.95%) Informatica
3 5 (4.95%) Murex
4 4 (3.96%) Salesforce
4 4 (3.96%) SimCorp
5 3 (2.97%) Avaloq
5 3 (2.97%) Charles River
5 3 (2.97%) GoldenSource
5 3 (2.97%) Temenos
6 2 (1.98%) Bloomberg
6 2 (1.98%) IDERA
6 2 (1.98%) Oracle
6 2 (1.98%) Sparx
7 1 (0.99%) Calypso
7 1 (0.99%) Google
7 1 (0.99%) ION Trading
7 1 (0.99%) OpenLink
7 1 (0.99%) Reuters
7 1 (0.99%) SAP