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

6 months to
3 Mar 2026
Same period 2025 Same period 2024
Rank 528 445 514
Rank change year-on-year -83 +69 +80
Contract jobs citing Reference Data 88 81 83
As % of all contract jobs in the UK 0.21% 0.27% 0.19%
As % of the Miscellaneous category 0.63% 0.81% 0.61%
Number of daily rates quoted 64 44 50
10th Percentile £359 £375 £421
25th Percentile £475 £512 £513
Median daily rate (50th Percentile) £610 £617 £650
Median % change year-on-year -1.05% -5.15% +4.00%
75th Percentile £728 £750 £825
90th Percentile £796 £818 £925
UK excluding London median daily rate £500 £567 £550
% change year-on-year -11.74% +3.00% +4.76%
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 13,937 9,968 13,515
As % of all contract IT jobs advertised in the UK 33.41% 33.38% 30.33%
Number of daily rates quoted 8,783 6,129 8,678
10th Percentile £285 £275 £256
25th Percentile £406 £408 £410
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £625 £650 £650
90th Percentile £738 £768 £750
UK excluding London median daily rate £475 £496 £500
% change year-on-year -4.26% -0.77% -
Number of hourly rates quoted 655 331 843
10th Percentile £15.40 £18.13 £12.86
25th Percentile £18.85 £22.72 £16.25
Median hourly rate £33.50 £32.50 £30.16
Median % change year-on-year +3.08% +7.76% +34.13%
75th Percentile £65.00 £66.00 £57.50
90th Percentile £80.00 £83.20 £70.00
UK excluding London median hourly rate £33.50 £31.76 £31.13
% change year-on-year +5.48% +2.04% +41.48%

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 3 March 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 3 March 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 -84 79 £625 -1.57% 28
London -52 55 £661 +4.06% 19
UK excluding London -64 27 £500 -11.74% 13
Work from Home -31 22 £550 -5.98% 16
North of England -52 10 £555 -14.62% 2
Yorkshire -54 9 £500 -23.08% 2
East of England -23 7 £575 +9.52% 1
Scotland +17 6 £358 -41.12%
West Midlands -52 2 £650 - 1
Midlands -57 2 £650 - 2
South East -30 1 £650 - 6
North West -37 1 £700 +96.63%
South West - 1 - - 3

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 10 (11.36%) Confluence
2 5 (5.68%) Apache Spark
3 1 (1.14%) Apache
Applications
1 7 (7.95%) Microsoft Excel
2 4 (4.55%) Microsoft Project
3 1 (1.14%) Microsoft PowerPoint
3 1 (1.14%) MS Visio
Business Applications
1 5 (5.68%) Finacle
2 4 (4.55%) Sparx Enterprise Architect
3 3 (3.41%) Aladdin
4 2 (2.27%) SAP S/4HANA
5 1 (1.14%) Loan IQ
5 1 (1.14%) Markit EDM
5 1 (1.14%) SAP MDG
Cloud Services
1 17 (19.32%) Azure
2 10 (11.36%) AWS
3 8 (9.09%) Collibra
3 8 (9.09%) Power Platform
4 5 (5.68%) GCP
5 4 (4.55%) Azure DevOps
5 4 (4.55%) Snowflake
6 3 (3.41%) Amazon S3
7 2 (2.27%) Amazon Bedrock
7 2 (2.27%) AWS Lambda
7 2 (2.27%) Azure Synapse Analytics
7 2 (2.27%) Serverless
8 1 (1.14%) Amazon ECS
8 1 (1.14%) Amazon EKS
8 1 (1.14%) Amazon SageMaker
8 1 (1.14%) Azure Data Factory
8 1 (1.14%) Datadog
8 1 (1.14%) dbt
8 1 (1.14%) GitHub Actions
8 1 (1.14%) Microsoft Purview
Database & Business Intelligence
1 32 (36.36%) Metadata
2 8 (9.09%) Power BI
3 6 (6.82%) Big Data
3 6 (6.82%) Data Warehouse
4 5 (5.68%) PostgreSQL
5 4 (4.55%) Data Lake
5 4 (4.55%) Hadoop
6 3 (3.41%) BigQuery
6 3 (3.41%) Data Vault
6 3 (3.41%) Relational Database
7 2 (2.27%) Apache Iceberg
7 2 (2.27%) DataStage
7 2 (2.27%) DB2
7 2 (2.27%) NoSQL
7 2 (2.27%) RDBMS
7 2 (2.27%) SQL Server
8 1 (1.14%) Apache Hudi
8 1 (1.14%) Delta Lake
8 1 (1.14%) Metadata Repository
8 1 (1.14%) Power Query
Development Applications
1 13 (14.77%) ERwin
2 10 (11.36%) JIRA
3 4 (4.55%) Git
3 4 (4.55%) PowerDesigner
4 3 (3.41%) ER Studio
5 1 (1.14%) GitLab
5 1 (1.14%) Jenkins
General
1 32 (36.36%) Finance
2 28 (31.82%) Social Skills
3 20 (22.73%) Banking
4 18 (20.45%) Analytical Skills
5 11 (12.50%) Front Office
5 11 (12.50%) Public Sector
6 7 (7.95%) Retail
7 5 (5.68%) Private Banking
7 5 (5.68%) Publishing
8 4 (4.55%) Investment Banking
9 3 (3.41%) Back Office
10 2 (2.27%) Documentation Skills
10 2 (2.27%) Financial Institution
10 2 (2.27%) Law
10 2 (2.27%) Presentation Skills
10 2 (2.27%) Wholesale Banking
11 1 (1.14%) Influencing Skills
11 1 (1.14%) Legal
11 1 (1.14%) Marketing
11 1 (1.14%) Pharmaceutical
Job Titles
1 19 (21.59%) Architect
2 16 (18.18%) Data Architect
3 15 (17.05%) Data Modeller
3 15 (17.05%) Lead
4 12 (13.64%) Analyst
5 11 (12.50%) Business Analyst
6 9 (10.23%) Developer
7 6 (6.82%) Data Migration Lead
8 5 (5.68%) Data Analyst
8 5 (5.68%) Python Developer
8 5 (5.68%) Scrum Master
9 4 (4.55%) Data Business Analyst
9 4 (4.55%) Data Engineer
9 4 (4.55%) Senior
10 3 (3.41%) Asset Management Analyst
10 3 (3.41%) Asset Management Business Analyst
10 3 (3.41%) Perl Developer
10 3 (3.41%) Project Manager
11 2 (2.27%) Software Developer
11 2 (2.27%) Software Engineer
Libraries, Frameworks & Software Standards
1 3 (3.41%) JSON
2 2 (2.27%) REST
2 2 (2.27%) XML
3 1 (1.14%) GraphQL
3 1 (1.14%) JSON Schema
3 1 (1.14%) LangChain
3 1 (1.14%) Lightning Web Components
3 1 (1.14%) NumPy
3 1 (1.14%) Pandas
3 1 (1.14%) PySpark
3 1 (1.14%) Shiny
Miscellaneous
1 14 (15.91%) Data Structures
2 12 (13.64%) Cloud Native
3 11 (12.50%) Fixed Income
4 10 (11.36%) Product Ownership
5 8 (9.09%) Legacy Systems
6 7 (7.95%) Onboarding
7 5 (5.68%) Management Information System
7 5 (5.68%) Virtual Team
8 4 (4.55%) Derivative
8 4 (4.55%) Equities
9 3 (3.41%) Data Protection Act
9 3 (3.41%) Life Science
9 3 (3.41%) NHS
10 2 (2.27%) Reinsurance
11 1 (1.14%) Algorithms
11 1 (1.14%) Clustering
11 1 (1.14%) Credit Risk
11 1 (1.14%) Distributed Systems
11 1 (1.14%) Foreign Exchange (FX)
11 1 (1.14%) Greenfield Project
Processes & Methodologies
1 45 (51.14%) Data Modelling
2 28 (31.82%) Data Governance
3 23 (26.14%) Data Architecture
4 22 (25.00%) Migration
5 21 (23.86%) Agile
5 21 (23.86%) Data Management
5 21 (23.86%) Problem-Solving
5 21 (23.86%) Stakeholder Management
6 20 (22.73%) Data Transformation
7 19 (21.59%) Data Lineage
8 17 (19.32%) Metadata Management
8 17 (19.32%) Validation
9 16 (18.18%) ETL
10 15 (17.05%) Analytics
10 15 (17.05%) Data Analysis
10 15 (17.05%) Data Mapping
11 14 (15.91%) Data Migration
11 14 (15.91%) User Acceptance Testing
12 12 (13.64%) Logical Data Model
12 12 (13.64%) Scrum
Programming Languages
1 27 (30.68%) SQL
2 13 (14.77%) Python
3 7 (7.95%) Java
4 5 (5.68%) C#
4 5 (5.68%) Perl
4 5 (5.68%) PowerShell
5 2 (2.27%) Groovy
6 1 (1.14%) Apex Code
6 1 (1.14%) Bash
6 1 (1.14%) C
6 1 (1.14%) Korn
6 1 (1.14%) PL/SQL
6 1 (1.14%) T-SQL
Qualifications
1 7 (7.95%) Security Cleared
2 6 (6.82%) Degree
3 4 (4.55%) SC Cleared
4 3 (3.41%) BPSS Clearance
5 1 (1.14%) Master's Degree
5 1 (1.14%) PhD
5 1 (1.14%) TOGAF Certification
Quality Assurance & Compliance
1 33 (37.50%) Data Quality
2 9 (10.23%) GDPR
3 2 (2.27%) IFRS
3 2 (2.27%) QA
4 1 (1.14%) IFRS 17
4 1 (1.14%) IFRS 9
4 1 (1.14%) Solvency II
System Software
1 1 (1.14%) Docker
Systems Management
1 1 (1.14%) Grafana
1 1 (1.14%) Kubernetes
1 1 (1.14%) Prometheus
1 1 (1.14%) Terraform
Vendors
1 10 (11.36%) Databricks
2 7 (7.95%) Murex
3 6 (6.82%) GoldenSource
3 6 (6.82%) Microsoft
4 5 (5.68%) Avaloq
4 5 (5.68%) Oracle
4 5 (5.68%) Temenos
5 4 (4.55%) Sparx
6 3 (3.41%) Bloomberg
6 3 (3.41%) Informatica
6 3 (3.41%) SAP
7 2 (2.27%) Charles River
7 2 (2.27%) IDERA
7 2 (2.27%) Refinitiv
8 1 (1.14%) Alteryx
8 1 (1.14%) Atlassian
8 1 (1.14%) Google
8 1 (1.14%) ION Trading
8 1 (1.14%) Reuters
8 1 (1.14%) Salesforce