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

6 months to
27 Mar 2026
Same period 2025 Same period 2024
Rank 521 434 505
Rank change year-on-year -87 +71 +67
Contract jobs citing Reference Data 95 87 89
As % of all contract jobs in the UK 0.22% 0.30% 0.20%
As % of the Miscellaneous category 0.65% 0.89% 0.66%
Number of daily rates quoted 67 48 58
10th Percentile £361 £367 £425
25th Percentile £475 £512 £516
Median daily rate (50th Percentile) £610 £628 £650
Median % change year-on-year -2.79% -3.46% +4.00%
75th Percentile £731 £750 £922
90th Percentile £825 £855 £925
UK excluding London median daily rate £538 £525 £550
% change year-on-year +2.38% -4.55% +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 14,570 9,825 13,410
As % of all contract IT jobs advertised in the UK 33.04% 33.85% 30.29%
Number of daily rates quoted 9,149 6,295 8,573
10th Percentile £300 £295 £258
25th Percentile £409 £409 £413
Median daily rate (50th Percentile) £503 £525 £530
Median % change year-on-year -4.29% -0.94% -3.64%
75th Percentile £625 £650 £650
90th Percentile £738 £769 £775
UK excluding London median daily rate £475 £500 £500
% change year-on-year -5.00% - -
Number of hourly rates quoted 686 373 880
10th Percentile £15.62 £16.95 £12.28
25th Percentile £19.10 £22.27 £15.39
Median hourly rate £41.94 £32.50 £27.50
Median % change year-on-year +29.05% +18.18% +22.22%
75th Percentile £69.19 £66.00 £57.50
90th Percentile £85.40 £83.20 £67.50
UK excluding London median hourly rate £45.46 £31.76 £26.00
% change year-on-year +43.14% +22.15% +18.18%

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 27 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 27 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 -106 86 £618 -5.00% 28
London -80 58 £625 -6.72% 14
UK excluding London -80 31 £538 +2.38% 22
Work from Home -38 25 £593 +1.28% 9
East of England -26 10 £525 - 4
North of England -61 10 £610 -6.15% 3
Yorkshire -47 9 £610 -6.15%
Scotland +6 6 £358 -26.64%
South East -50 2 £575 - 7
West Midlands -58 2 £650 - 2
Midlands -67 2 £650 - 4
North West -33 1 £700 +96.63% 3
South West - 1 - - 2

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 11 (11.58%) Confluence
2 5 (5.26%) Apache Spark
3 1 (1.05%) Apache
Applications
1 7 (7.37%) Microsoft Excel
2 4 (4.21%) Microsoft Project
3 1 (1.05%) Microsoft PowerPoint
3 1 (1.05%) MS Visio
Business Applications
1 6 (6.32%) Finacle
2 5 (5.26%) Sparx Enterprise Architect
3 4 (4.21%) Aladdin
4 2 (2.11%) SAP S/4HANA
5 1 (1.05%) Loan IQ
5 1 (1.05%) Markit EDM
5 1 (1.05%) SAP MDG
5 1 (1.05%) SimCorp Dimension
Cloud Services
1 17 (17.89%) Azure
2 10 (10.53%) AWS
3 9 (9.47%) Power Platform
4 7 (7.37%) Collibra
5 6 (6.32%) GCP
6 4 (4.21%) Amazon S3
6 4 (4.21%) Azure DevOps
7 3 (3.16%) Snowflake
8 2 (2.11%) AWS Lambda
8 2 (2.11%) Azure Synapse Analytics
8 2 (2.11%) dbt
8 2 (2.11%) GitHub
8 2 (2.11%) Microsoft Purview
8 2 (2.11%) Serverless
9 1 (1.05%) Amazon Bedrock
9 1 (1.05%) Amazon EKS
9 1 (1.05%) Amazon EMR
9 1 (1.05%) AWS CodePipeline
9 1 (1.05%) GitHub Actions
9 1 (1.05%) Lucidchart
Database & Business Intelligence
1 35 (36.84%) Metadata
2 9 (9.47%) Power BI
3 8 (8.42%) Data Warehouse
4 6 (6.32%) Big Data
5 5 (5.26%) PostgreSQL
6 4 (4.21%) BigQuery
6 4 (4.21%) Hadoop
6 4 (4.21%) Relational Database
7 3 (3.16%) Data Lake
7 3 (3.16%) SQL Server
8 2 (2.11%) Amazon Athena
8 2 (2.11%) Amazon Redshift
8 2 (2.11%) Apache Iceberg
8 2 (2.11%) Data Vault
8 2 (2.11%) DataStage
8 2 (2.11%) DB2
8 2 (2.11%) NoSQL
8 2 (2.11%) RDBMS
9 1 (1.05%) Apache Hudi
9 1 (1.05%) Delta Lake
Development Applications
1 15 (15.79%) ERwin
2 11 (11.58%) JIRA
3 5 (5.26%) Git
4 4 (4.21%) ER Studio
4 4 (4.21%) PowerDesigner
5 1 (1.05%) GitLab
5 1 (1.05%) Jenkins
General
1 37 (38.95%) Finance
2 26 (27.37%) Social Skills
3 24 (25.26%) Banking
4 21 (22.11%) Analytical Skills
5 11 (11.58%) Front Office
6 9 (9.47%) Public Sector
7 8 (8.42%) Retail
8 6 (6.32%) Private Banking
9 5 (5.26%) Publishing
10 4 (4.21%) Investment Banking
11 3 (3.16%) Back Office
11 3 (3.16%) Wholesale Banking
12 2 (2.11%) Documentation Skills
12 2 (2.11%) Financial Institution
12 2 (2.11%) Influencing Skills
12 2 (2.11%) Law
12 2 (2.11%) Presentation Skills
13 1 (1.05%) Billing
13 1 (1.05%) Legal
13 1 (1.05%) Marketing
Job Titles
1 20 (21.05%) Architect
2 17 (17.89%) Data Architect
3 16 (16.84%) Lead
4 14 (14.74%) Analyst
4 14 (14.74%) Data Modeller
5 12 (12.63%) Business Analyst
6 10 (10.53%) Developer
7 6 (6.32%) Data Analyst
7 6 (6.32%) Data Engineer
7 6 (6.32%) Data Migration Lead
7 6 (6.32%) Python Developer
8 5 (5.26%) Scrum Master
8 5 (5.26%) Senior
9 4 (4.21%) Data Business Analyst
10 3 (3.16%) Asset Management Analyst
10 3 (3.16%) Asset Management Business Analyst
10 3 (3.16%) Perl Developer
10 3 (3.16%) Project Manager
11 2 (2.11%) Software Developer
11 2 (2.11%) Solutions Architect
Libraries, Frameworks & Software Standards
1 6 (6.32%) JSON
2 5 (5.26%) REST
3 2 (2.11%) Kafka
3 2 (2.11%) PySpark
3 2 (2.11%) XML
4 1 (1.05%) GraphQL
4 1 (1.05%) JSON Schema
4 1 (1.05%) Lightning Web Components
4 1 (1.05%) Middleware
4 1 (1.05%) NumPy
4 1 (1.05%) Pandas
4 1 (1.05%) Ruby on Rails
4 1 (1.05%) Shiny
Miscellaneous
1 14 (14.74%) Data Structures
2 13 (13.68%) Cloud Native
2 13 (13.68%) Product Ownership
3 12 (12.63%) Fixed Income
4 10 (10.53%) Onboarding
5 8 (8.42%) Legacy Systems
6 5 (5.26%) Equities
6 5 (5.26%) Management Information System
6 5 (5.26%) Virtual Team
7 4 (4.21%) Derivative
8 3 (3.16%) Life Science
8 3 (3.16%) NHS
9 2 (2.11%) Data Protection Act
9 2 (2.11%) Foreign Exchange (FX)
9 2 (2.11%) Marketing Technology
9 2 (2.11%) Reinsurance
10 1 (1.05%) Clustering
10 1 (1.05%) Credit Risk
10 1 (1.05%) Distributed Systems
10 1 (1.05%) SWIFT Messaging Network
Processes & Methodologies
1 51 (53.68%) Data Modelling
2 31 (32.63%) Data Governance
3 25 (26.32%) Data Management
4 24 (25.26%) Stakeholder Management
5 23 (24.21%) Migration
5 23 (24.21%) Problem-Solving
6 22 (23.16%) Data Architecture
7 20 (21.05%) Data Lineage
7 20 (21.05%) Validation
8 19 (20.00%) Agile
8 19 (20.00%) Data Transformation
8 19 (20.00%) ETL
9 17 (17.89%) Analytics
9 17 (17.89%) Metadata Management
10 16 (16.84%) Data Analysis
11 15 (15.79%) Data Mapping
12 14 (14.74%) Data Migration
13 13 (13.68%) Change Management
13 13 (13.68%) User Acceptance Testing
14 12 (12.63%) Scrum
Programming Languages
1 28 (29.47%) SQL
2 15 (15.79%) Python
3 7 (7.37%) Java
4 5 (5.26%) C#
4 5 (5.26%) Perl
4 5 (5.26%) PowerShell
5 2 (2.11%) Groovy
6 1 (1.05%) Apex Code
6 1 (1.05%) Bash
6 1 (1.05%) C
6 1 (1.05%) PL/SQL
6 1 (1.05%) T-SQL
Qualifications
1 9 (9.47%) Security Cleared
2 6 (6.32%) Degree
3 4 (4.21%) SC Cleared
4 3 (3.16%) BPSS Clearance
5 1 (1.05%) Computer Science Degree
5 1 (1.05%) TOGAF Certification
Quality Assurance & Compliance
1 38 (40.00%) Data Quality
2 9 (9.47%) GDPR
3 3 (3.16%) QA
4 2 (2.11%) IFRS
5 1 (1.05%) California Consumer Privacy Act
5 1 (1.05%) IFRS 17
5 1 (1.05%) IFRS 9
5 1 (1.05%) Solvency II
System Software
1 1 (1.05%) Docker
Systems Management
1 1 (1.05%) Grafana
1 1 (1.05%) Kubernetes
1 1 (1.05%) Prometheus
1 1 (1.05%) Terraform
Vendors
1 9 (9.47%) Databricks
2 7 (7.37%) GoldenSource
2 7 (7.37%) Microsoft
2 7 (7.37%) Murex
3 6 (6.32%) Avaloq
3 6 (6.32%) Temenos
4 5 (5.26%) Oracle
4 5 (5.26%) Sparx
5 4 (4.21%) Informatica
6 3 (3.16%) Bloomberg
6 3 (3.16%) SAP
7 2 (2.11%) Charles River
7 2 (2.11%) IDERA
7 2 (2.11%) Refinitiv
8 1 (1.05%) ION Trading
8 1 (1.05%) MuleSoft
8 1 (1.05%) Reuters
8 1 (1.05%) Salesforce
8 1 (1.05%) SimCorp
8 1 (1.05%) Talend