Reference Data Job Trends

Reference Data
UK

The table below looks at the prevalence of the term Reference Data in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that cited Reference Data over the 6 months leading up to 19 April 2026, comparing them to the same period in the previous two years.

6 months to
19 Apr 2026
Same period 2025 Same period 2024
Rank 662 595 665
Rank change year-on-year -67 +70 +86
Permanent jobs citing Reference Data 54 52 203
As % of all permanent jobs in the UK 0.062% 0.12% 0.21%
As % of the Miscellaneous category 0.22% 0.31% 0.59%
Number of salaries quoted 35 37 55
10th Percentile £42,500 £35,800 £48,850
25th Percentile £60,000 £51,698 £67,700
Median annual salary (50th Percentile) £70,752 £75,000 £90,000
Median % change year-on-year -5.66% -16.67% +24.14%
75th Percentile £91,250 £110,000 £97,500
90th Percentile £125,000 £124,500 £127,500
UK excluding London median annual salary £67,500 £57,443 £77,500
% change year-on-year +17.51% -25.88% +11.60%

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 permanent job vacancies requiring generic IT skills.

Permanent vacancies with a requirement for generic IT skills 24,986 16,529 34,226
As % of all permanent jobs advertised in the UK 28.75% 39.59% 36.16%
Number of salaries quoted 12,835 9,150 22,986
10th Percentile £30,000 £31,354 £28,000
25th Percentile £40,000 £42,500 £38,000
Median annual salary (50th Percentile) £59,720 £60,000 £55,000
Median % change year-on-year -0.47% +9.09% -15.38%
75th Percentile £80,000 £82,188 £75,000
90th Percentile £100,000 £113,750 £97,500
UK excluding London median annual salary £50,000 £52,500 £50,000
% change year-on-year -4.76% +5.00% -9.09%

Reference Data
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Reference Data relative to all permanent IT jobs advertised.

Reference Data job vacancy trend in the UK

Reference Data
Salary Trend

Salary distribution trend for jobs in the UK citing Reference Data.

Salary distribution trend for jobs in the UK citing Reference Data

Reference Data
Salary Histogram

Salary distribution for jobs citing Reference Data over the 6 months to 19 April 2026.

Salary histogram for Reference Data in the UK

Reference Data
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Reference Data within the UK over the 6 months to 19 April 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England -65 50 £72,876 -2.83% 20
London -3 35 £75,000 -11.76% 12
Work from Home +6 21 £92,500 +23.33% 8
UK excluding London -59 16 £67,500 +17.51% 9
West Midlands -18 7 £67,500 - 2
Midlands -32 7 £67,500 - 4
South West -54 3 £70,752 +45.86%
Scotland -28 2 £50,000 -
East of England -32 2 £70,000 -
South East -50 2 - - 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 3 (5.56%) Apache Airflow
1 3 (5.56%) Oracle Workflow
2 1 (1.85%) Apache
2 1 (1.85%) Apache Spark
2 1 (1.85%) SharePoint
Applications
1 6 (11.11%) Microsoft Excel
2 4 (7.41%) Spreadsheet
Business Applications
1 3 (5.56%) Oracle ERP
2 2 (3.70%) Oracle Applications
2 2 (3.70%) Oracle Financials
3 1 (1.85%) Oracle General Ledger
3 1 (1.85%) Q-Pulse
3 1 (1.85%) SAP MDG
Cloud Services
1 9 (16.67%) Azure
2 7 (12.96%) AWS
3 6 (11.11%) OCI
3 6 (11.11%) Power Automate
3 6 (11.11%) Power Platform
4 4 (7.41%) Collibra
4 4 (7.41%) Snowflake
5 3 (5.56%) dbt
5 3 (5.56%) PowerApps
5 3 (5.56%) SaaS
6 2 (3.70%) Amazon EKS
6 2 (3.70%) GCP
6 2 (3.70%) Microsoft Purview
7 1 (1.85%) Azure Cosmos DB
7 1 (1.85%) Azure Synapse Analytics
7 1 (1.85%) Datadog
7 1 (1.85%) Entra ID
7 1 (1.85%) GitHub Actions
7 1 (1.85%) Google Ads
7 1 (1.85%) Prefect
Communications & Networking
1 1 (1.85%) CTI
Database & Business Intelligence
1 24 (44.44%) Metadata
2 8 (14.81%) Data Lake
3 7 (12.96%) Data Warehouse
4 6 (11.11%) Power BI
4 6 (11.11%) Relational Database
5 2 (3.70%) RDBMS
6 1 (1.85%) BigQuery
6 1 (1.85%) ClickHouse
6 1 (1.85%) Data Vault
6 1 (1.85%) Delta Lake
6 1 (1.85%) Flink
6 1 (1.85%) MongoDB
6 1 (1.85%) NoSQL
6 1 (1.85%) OLAP
6 1 (1.85%) OLTP
6 1 (1.85%) Oracle Reports
6 1 (1.85%) PostgreSQL
6 1 (1.85%) SQL Server
6 1 (1.85%) Tick Data
Development Applications
1 2 (3.70%) Git
2 1 (1.85%) CMake
General
1 24 (44.44%) Finance
2 20 (37.04%) Social Skills
3 16 (29.63%) Analytical Skills
4 8 (14.81%) Banking
5 4 (7.41%) General Ledger
5 4 (7.41%) Legal
6 3 (5.56%) Retail
7 2 (3.70%) Front Office
7 2 (3.70%) Inclusion and Diversity
7 2 (3.70%) Investment Banking
7 2 (3.70%) Public Sector
8 1 (1.85%) Advertising
8 1 (1.85%) Aerospace
8 1 (1.85%) Aviation
8 1 (1.85%) Back Office
8 1 (1.85%) Electronics
8 1 (1.85%) Law
8 1 (1.85%) Manufacturing
8 1 (1.85%) Military
8 1 (1.85%) Telecoms
Job Titles
1 14 (25.93%) Analyst
2 8 (14.81%) Data Analyst
2 8 (14.81%) Senior
3 7 (12.96%) Data Manager
3 7 (12.96%) Lead
4 6 (11.11%) Developer
4 6 (11.11%) Governance Analyst
5 5 (9.26%) Applications Support
5 5 (9.26%) Applications Support Analyst
5 5 (9.26%) Data Governance Analyst
5 5 (9.26%) Data Governance Manager
5 5 (9.26%) Governance Manager
5 5 (9.26%) Support Analyst
6 4 (7.41%) Architect
7 3 (5.56%) Data Architect
7 3 (5.56%) Delivery Manager
7 3 (5.56%) Product Owner
7 3 (5.56%) Service Owner
7 3 (5.56%) Technical Delivery Manager
7 3 (5.56%) Technical Manager
Libraries, Frameworks & Software Standards
1 4 (7.41%) Kafka
2 3 (5.56%) JSON
2 3 (5.56%) Ruby on Rails
2 3 (5.56%) XML
3 2 (3.70%) AngularJS
3 2 (3.70%) GraphQL
3 2 (3.70%) Pandas
3 2 (3.70%) Spring
4 1 (1.85%) JMS
4 1 (1.85%) Node.js
4 1 (1.85%) OAuth
4 1 (1.85%) OAuth2
4 1 (1.85%) REST
4 1 (1.85%) SAML
4 1 (1.85%) SOAP
Miscellaneous
1 7 (12.96%) Taxonomies
2 5 (9.26%) Management Information System
2 5 (9.26%) Product Ownership
3 4 (7.41%) Foreign Exchange (FX)
3 4 (7.41%) Onboarding
4 3 (5.56%) Cloud Native
4 3 (5.56%) Greenfield Project
4 3 (5.56%) Self-Motivation
5 2 (3.70%) Data Structures
5 2 (3.70%) Derivative
5 2 (3.70%) Equities
5 2 (3.70%) Hedge funds
5 2 (3.70%) Semantic Web
5 2 (3.70%) Virtual Team
6 1 (1.85%) AI Agents
6 1 (1.85%) e-Learning
6 1 (1.85%) Fixed Income
6 1 (1.85%) Legacy Systems
6 1 (1.85%) Replication
Operating Systems
1 2 (3.70%) Linux
Processes & Methodologies
1 28 (51.85%) Data Management
2 27 (50.00%) Data Governance
3 17 (31.48%) AI
3 17 (31.48%) Analytics
3 17 (31.48%) Problem-Solving
4 14 (25.93%) Data Strategy
5 11 (20.37%) Data Architecture
5 11 (20.37%) Metadata Management
6 10 (18.52%) Business Intelligence
6 10 (18.52%) Data Analysis
7 9 (16.67%) Agile
7 9 (16.67%) Decision-Making
7 9 (16.67%) Reference Data Management
7 9 (16.67%) Roadmaps
7 9 (16.67%) Workflow
8 8 (14.81%) Data Modelling
8 8 (14.81%) Data Stewardship
8 8 (14.81%) ETL
8 8 (14.81%) Master Data Management
9 7 (12.96%) Data Integration
Programming Languages
1 20 (37.04%) SQL
2 8 (14.81%) Python
3 2 (3.70%) C++
3 2 (3.70%) Java
4 1 (1.85%) Bicep
4 1 (1.85%) PL/SQL
Qualifications
1 5 (9.26%) Degree
2 4 (7.41%) Master's Degree
3 3 (5.56%) Security Cleared
4 2 (3.70%) SC Cleared
5 1 (1.85%) CCA
5 1 (1.85%) Computer Science Degree
5 1 (1.85%) DV Cleared
5 1 (1.85%) TOGAF Certification
Quality Assurance & Compliance
1 26 (48.15%) Data Quality
2 8 (14.81%) Accessibility
3 4 (7.41%) GDPR
4 3 (5.56%) IFRS
5 2 (3.70%) IFRS 17
5 2 (3.70%) QA
5 2 (3.70%) Solvency II
6 1 (1.85%) GAAP
6 1 (1.85%) NIST
6 1 (1.85%) Sarbanes-Oxley
6 1 (1.85%) SLA
6 1 (1.85%) WCAG
System Software
1 1 (1.85%) Active Directory
1 1 (1.85%) Docker
Systems Management
1 2 (3.70%) Thomson Reuters DACS
2 1 (1.85%) Kubernetes
2 1 (1.85%) Terraform
Vendors
1 7 (12.96%) Databricks
1 7 (12.96%) Oracle
2 6 (11.11%) ServiceNow
3 4 (7.41%) Informatica
3 4 (7.41%) Microsoft
4 3 (5.56%) Bloomberg
4 3 (5.56%) Refinitiv
4 3 (5.56%) Talend
5 2 (3.70%) FactSet
5 2 (3.70%) Intapp
5 2 (3.70%) SAP
6 1 (1.85%) Confluent
6 1 (1.85%) Datactics
6 1 (1.85%) Dataiku
6 1 (1.85%) Genesys
6 1 (1.85%) New Relic
6 1 (1.85%) Pega
6 1 (1.85%) Splunk