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

6 months to
9 Aug 2026
Same period 2025 Same period 2024
Rank 557 466 508
Rank change year-on-year -91 +42 +45
Contract jobs citing Reference Data 114 81 63
As % of all contract jobs in the UK 0.21% 0.24% 0.16%
As % of the Miscellaneous category 0.64% 0.70% 0.53%
Number of daily rates quoted 77 51 50
10th Percentile £409 £450 £425
25th Percentile £450 £525 £466
Median daily rate (50th Percentile) £575 £600 £650
Median % change year-on-year -4.17% -7.69% +10.64%
75th Percentile £688 £738 £891
90th Percentile £775 £800 £925
UK excluding London median daily rate £575 £550 £585
% change year-on-year +4.55% -5.98% +17.00%
Number of hourly rates quoted 7 0 0
Median hourly rate £70.00 - -
UK excluding London median hourly rate £70.00 - -

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 17,946 11,604 11,808
As % of all contract IT jobs advertised in the UK 33.49% 35.02% 30.39%
Number of daily rates quoted 10,899 7,155 7,586
10th Percentile £325 £305 £300
25th Percentile £425 £406 £425
Median daily rate (50th Percentile) £525 £525 £550
Median % change year-on-year - -4.55% -
75th Percentile £638 £639 £675
90th Percentile £750 £772 £825
UK excluding London median daily rate £500 £475 £500
% change year-on-year +5.26% -5.00% -
Number of hourly rates quoted 999 556 608
10th Percentile £15.23 £15.13 £12.36
25th Percentile £19.47 £18.87 £18.27
Median hourly rate £43.56 £29.50 £45.00
Median % change year-on-year +47.66% -34.44% +15.38%
75th Percentile £70.00 £57.50 £67.11
90th Percentile £85.00 £77.50 £75.00
UK excluding London median hourly rate £43.96 £30.00 £45.00
% change year-on-year +46.53% -33.33% +7.78%

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 9 August 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 14 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 9 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
England -85 108 £604 -3.38% 66
London -80 73 £608 -2.76% 53
Work from Home -43 44 £550 -1.35% 24
UK excluding London -68 35 £575 +4.55% 23
East of England -8 12 £575 - 3
North of England -59 10 £610 +10.91% 2
Yorkshire -36 5 £610 +10.91%
North West - 5 £426 - 2
Midlands -50 4 £650 +18.18% 4
South East -64 4 £500 - 4
West Midlands - 4 £650 - 3
Scotland -7 3 £358 -2.72% 4
South West - 2 £575 - 2
Northern Ireland +3 1 £550 -2.22% 4

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 5 (4.39%) Confluence
2 2 (1.75%) Apache Airflow
2 2 (1.75%) Apache Spark
3 1 (0.88%) Apache
3 1 (0.88%) Blackberry Enterprise Server
3 1 (0.88%) Jupyter
Applications
1 11 (9.65%) Microsoft Excel
2 2 (1.75%) Microsoft PowerPoint
2 2 (1.75%) Microsoft Project
2 2 (1.75%) MS Visio
Business Applications
1 10 (8.77%) Aladdin
2 3 (2.63%) Endur
2 3 (2.63%) SimCorp Dimension
2 3 (2.63%) Sparx Enterprise Architect
3 2 (1.75%) Finacle
3 2 (1.75%) Salesforce CRM
3 2 (1.75%) SAP MDG
3 2 (1.75%) SAP S/4HANA
4 1 (0.88%) Dynamics CRM
4 1 (0.88%) Loan IQ
4 1 (0.88%) Oracle Payables
4 1 (0.88%) Oracle Procure-to-Pay
4 1 (0.88%) Oracle Receivables
4 1 (0.88%) Oracle SCM
4 1 (0.88%) Unit4 Business World
Cloud Services
1 35 (30.70%) Azure
2 16 (14.04%) AWS
3 14 (12.28%) Power Platform
4 11 (9.65%) GCP
5 9 (7.89%) Azure Data Factory
6 7 (6.14%) Snowflake
7 6 (5.26%) Microsoft Purview
8 5 (4.39%) Collibra
8 5 (4.39%) dbt
9 4 (3.51%) Amazon S3
9 4 (3.51%) Azure Synapse Analytics
10 3 (2.63%) Azure AI
10 3 (2.63%) Azure DevOps
10 3 (2.63%) Datadog
10 3 (2.63%) Entra ID
10 3 (2.63%) SaaS
11 2 (1.75%) Azure Machine Learning
11 2 (1.75%) Cloud Functions
11 2 (1.75%) GitHub
11 2 (1.75%) Prefect
Database & Business Intelligence
1 43 (37.72%) Metadata
2 14 (12.28%) Data Warehouse
2 14 (12.28%) Power BI
3 11 (9.65%) Data Lake
4 8 (7.02%) Data Mining
5 7 (6.14%) Delta Lake
5 7 (6.14%) Relational Database
6 4 (3.51%) Amazon Athena
6 4 (3.51%) Data Vault
6 4 (3.51%) SQL Server
7 3 (2.63%) BigQuery
7 3 (2.63%) Neo4j
7 3 (2.63%) NoSQL
7 3 (2.63%) Tableau
8 2 (1.75%) Amazon Redshift
8 2 (1.75%) Ataccama
8 2 (1.75%) Big Data
8 2 (1.75%) MongoDB
8 2 (1.75%) SAP BW
8 2 (1.75%) TigerGraph
Development Applications
1 21 (18.42%) ERwin
2 14 (12.28%) ER Studio
3 8 (7.02%) JIRA
4 7 (6.14%) PowerDesigner
5 3 (2.63%) Git
6 2 (1.75%) GitLab
7 1 (0.88%) Deequ
7 1 (0.88%) Jenkins
7 1 (0.88%) MLflow
7 1 (0.88%) Postman
7 1 (0.88%) Robot Framework
7 1 (0.88%) SonarQube
General
1 56 (49.12%) Finance
2 37 (32.46%) Analytical Skills
3 27 (23.68%) Banking
4 22 (19.30%) Social Skills
5 10 (8.77%) Front Office
6 8 (7.02%) Investment Banking
7 7 (6.14%) Financial Institution
8 6 (5.26%) Legal
8 6 (5.26%) Public Sector
9 5 (4.39%) Retail
10 3 (2.63%) Documentation Skills
10 3 (2.63%) Marketing
10 3 (2.63%) Wholesale Banking
11 2 (1.75%) Billing
11 2 (1.75%) General Ledger
11 2 (1.75%) Influencing Skills
11 2 (1.75%) Manufacturing
11 2 (1.75%) Pharmaceutical
11 2 (1.75%) Private Banking
11 2 (1.75%) Publishing
Job Titles
1 25 (21.93%) Analyst
2 24 (21.05%) Architect
3 23 (20.18%) Data Architect
4 21 (18.42%) Business Analyst
5 18 (15.79%) Data Engineer
6 16 (14.04%) Data Modeller
7 11 (9.65%) Senior
8 10 (8.77%) Lead
9 6 (5.26%) Consultant
9 6 (5.26%) Data Analyst
9 6 (5.26%) Data Business Analyst
10 5 (4.39%) Developer
10 5 (4.39%) Python Engineer
10 5 (4.39%) Senior Analyst
11 4 (3.51%) Azure Engineer
11 4 (3.51%) Designer
11 4 (3.51%) Project Manager
11 4 (3.51%) Python Data Engineer
11 4 (3.51%) Senior Business Analyst
11 4 (3.51%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 11 (9.65%) PySpark
2 5 (4.39%) JSON
2 5 (4.39%) REST
3 3 (2.63%) Kafka
3 3 (2.63%) Middleware
4 2 (1.75%) Great Expectations
4 2 (1.75%) XML
5 1 (0.88%) Hugging Face
5 1 (0.88%) Lightning Web Components
5 1 (0.88%) Microsoft Graph
5 1 (0.88%) Oracle Fusion
5 1 (0.88%) Pandas
5 1 (0.88%) pytest
5 1 (0.88%) Ruby on Rails
5 1 (0.88%) Shiny
5 1 (0.88%) SOAP
5 1 (0.88%) Swagger
Miscellaneous
1 21 (18.42%) Data Structures
2 15 (13.16%) Product Ownership
3 11 (9.65%) Fixed Income
3 11 (9.65%) Onboarding
4 10 (8.77%) Equities
5 9 (7.89%) Cloud Native
5 9 (7.89%) Legacy Systems
6 8 (7.02%) Derivative
6 8 (7.02%) Management Information System
7 7 (6.14%) Pricing Data
8 4 (3.51%) Data Protection Act
9 3 (2.63%) Algorithms
9 3 (2.63%) Foreign Exchange (FX)
9 3 (2.63%) Virtual Team
10 2 (1.75%) Analytical Mindset
10 2 (1.75%) FMCG
10 2 (1.75%) Marketing Technology
11 1 (0.88%) Hedge funds
11 1 (0.88%) Hybrid Cloud
11 1 (0.88%) SWIFT Messaging Network
Processes & Methodologies
1 68 (59.65%) Data Modelling
2 45 (39.47%) Data Governance
3 34 (29.82%) Logical Data Model
4 32 (28.07%) Data Management
5 31 (27.19%) Validation
6 29 (25.44%) Data Architecture
7 25 (21.93%) Physical Data Model
7 25 (21.93%) Stakeholder Management
8 24 (21.05%) Analytics
8 24 (21.05%) Problem-Solving
9 22 (19.30%) Metadata Management
10 21 (18.42%) Integration Patterns
11 20 (17.54%) Data Integration
12 19 (16.67%) ETL
13 18 (15.79%) Data Lineage
13 18 (15.79%) Data Pipeline
13 18 (15.79%) Migration
14 16 (14.04%) Agile
14 16 (14.04%) Business Intelligence
14 16 (14.04%) Reference Data Management
Programming Languages
1 51 (44.74%) SQL
2 22 (19.30%) Python
3 3 (2.63%) SPARQL
4 2 (1.75%) Bash
5 1 (0.88%) Apex Code
5 1 (0.88%) C
5 1 (0.88%) Java
5 1 (0.88%) Kusto Query Language
5 1 (0.88%) PL/SQL
5 1 (0.88%) PowerShell
5 1 (0.88%) T-SQL
Qualifications
1 11 (9.65%) Security Cleared
2 8 (7.02%) Degree
2 8 (7.02%) SC Cleared
3 5 (4.39%) BPSS Clearance
4 2 (1.75%) DBS Check
5 1 (0.88%) Computer Science Degree
5 1 (0.88%) Master's Degree
Quality Assurance & Compliance
1 48 (42.11%) Data Quality
2 8 (7.02%) GDPR
3 5 (4.39%) MiFID
4 2 (1.75%) QA
4 2 (1.75%) SLA
5 1 (0.88%) Accessibility
5 1 (0.88%) AIFMD
5 1 (0.88%) California Consumer Privacy Act
5 1 (0.88%) EMIR
5 1 (0.88%) GRC
5 1 (0.88%) IFRS
5 1 (0.88%) IFRS 9
5 1 (0.88%) Sarbanes-Oxley
System Software
1 1 (0.88%) Active Directory
Systems Management
1 3 (2.63%) Grafana
2 1 (0.88%) Kibana
2 1 (0.88%) Prometheus
2 1 (0.88%) Single Sign-On
Vendors
1 26 (22.81%) Databricks
2 21 (18.42%) Microsoft
3 6 (5.26%) Informatica
4 4 (3.51%) Murex
4 4 (3.51%) Oracle
4 4 (3.51%) Salesforce
4 4 (3.51%) SimCorp
5 3 (2.63%) Bloomberg
5 3 (2.63%) Charles River
5 3 (2.63%) SAP
5 3 (2.63%) Sparx
6 2 (1.75%) Avaloq
6 2 (1.75%) GoldenSource
6 2 (1.75%) Google
6 2 (1.75%) ServiceNow
6 2 (1.75%) Temenos
7 1 (0.88%) ION Trading
7 1 (0.88%) MuleSoft
7 1 (0.88%) OpenLink
7 1 (0.88%) Talend