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 have cited Reference Data over the 6 months to 6 May 2024 with a comparison to the same period over the previous 2 years.

6 months to
6 May 2024
Same period 2023 Same period 2022
Rank 701 744 944
Rank change year-on-year +43 +200 -149
Permanent jobs citing Reference Data 211 241 296
As % of all permanent jobs advertised in the UK 0.21% 0.23% 0.19%
As % of the Miscellaneous category 0.60% 0.55% 0.40%
Number of salaries quoted 59 110 116
10th Percentile £52,950 £52,500 £52,500
25th Percentile £63,525 £58,664 £60,000
Median annual salary (50th Percentile) £85,000 £69,724 £80,000
Median % change year-on-year +21.91% -12.85% +6.67%
75th Percentile £95,000 £92,500 £107,500
90th Percentile £127,500 £108,875 £118,750
UK excluding London median annual salary £67,900 £69,447 £63,441
% change year-on-year -2.23% +9.47% +31.62%

All Generic Skills
UK

Reference Data is in the General and Transferable Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for generic IT skills.

Permanent vacancies with a requirement for generic IT skills 35,003 44,179 74,705
As % of all permanent jobs advertised in the UK 35.43% 42.72% 47.46%
Number of salaries quoted 23,080 23,931 34,283
10th Percentile £28,000 £35,017 £34,500
25th Percentile £38,000 £46,250 £46,000
Median annual salary (50th Percentile) £55,000 £65,000 £62,500
Median % change year-on-year -15.38% +4.00% +4.17%
75th Percentile £75,000 £86,250 £84,153
90th Percentile £97,500 £107,500 £102,500
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +5.00%

Reference Data
Job Vacancy Trend

Job postings citing Reference Data as a proportion of all IT jobs advertised.

Job vacancy trend for Reference Data in the UK

Reference Data
Salary Trend

3-month moving average salary quoted in jobs citing Reference Data.

Salary trend for Reference Data in the UK

Reference Data
Salary Histogram

Salary distribution for jobs citing Reference Data over the 6 months to 6 May 2024.

Salary histogram for Reference Data in the UK

Reference Data
Top 12 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 6 May 2024. 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
UK excluding London +16 165 £67,900 -2.23% 6
Scotland +56 138 £62,500 +25.00%
England -37 66 £90,000 +28.57% 27
London +83 39 £90,000 +12.50% 19
Work from Home -5 24 £67,700 -3.29% 9
South East -15 10 £82,500 -17.50% 1
South West -46 6 £37,550 -45.93% 1
West Midlands +23 5 £65,400 +13.74%
Midlands +12 5 £65,400 +13.74%
East of England -1 5 £60,000 -4.00% 1
North of England +42 1 - - 3
North West - 1 - - 2

Reference Data
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 11 (5.21%) CICS
2 5 (2.37%) Confluence
2 5 (2.37%) Tomcat
2 5 (2.37%) WebSphere
3 4 (1.90%) Apache
3 4 (1.90%) SAS
4 3 (1.42%) Jupyter
5 2 (0.95%) Microsoft Exchange
Applications
1 9 (4.27%) Microsoft Excel
2 4 (1.90%) Microsoft Office
2 4 (1.90%) Microsoft PowerPoint
3 3 (1.42%) MS Visio
Business Applications
1 1 (0.47%) Aladdin
1 1 (0.47%) Dynamics CRM
1 1 (0.47%) Markit EDM
1 1 (0.47%) SAP MDG
1 1 (0.47%) Sparx Enterprise Architect
Cloud Services
1 35 (16.59%) AWS
2 24 (11.37%) Azure
3 9 (4.27%) GitHub
4 5 (2.37%) Azure Synapse Analytics
4 5 (2.37%) Microsoft Purview
4 5 (2.37%) Power Platform
5 3 (1.42%) Collibra
5 3 (1.42%) GCP
Communications & Networking
1 65 (30.81%) Kerberos
2 1 (0.47%) Internet
Database & Business Intelligence
1 83 (39.34%) Metadata
2 35 (16.59%) MongoDB
3 16 (7.58%) Relational Database
4 14 (6.64%) RDBMS
5 11 (5.21%) Ataccama
5 11 (5.21%) DB2
6 8 (3.79%) Data Warehouse
7 6 (2.84%) NoSQL
8 5 (2.37%) Amazon Redshift
8 5 (2.37%) Azure SQL Data Warehouse
8 5 (2.37%) Data Lake
8 5 (2.37%) GIS
8 5 (2.37%) Pentaho
8 5 (2.37%) Power BI
9 4 (1.90%) SAS Data Integration Studio
9 4 (1.90%) Spatial Data
9 4 (1.90%) Tableau
9 4 (1.90%) Triplestore
10 3 (1.42%) Data Mining
10 3 (1.42%) SQL Server
Development Applications
1 73 (34.60%) Git
2 70 (33.18%) Bitbucket
3 66 (31.28%) Jenkins
4 65 (30.81%) Artifactory
5 11 (5.21%) ChangeMan
6 8 (3.79%) GitLab
7 7 (3.32%) JIRA
8 1 (0.47%) Maven
General
1 158 (74.88%) Finance
2 148 (70.14%) Inclusion and Diversity
3 141 (66.82%) Law
4 135 (63.98%) Marketing
5 50 (23.70%) Social Skills
6 25 (11.85%) Analytical Skills
7 17 (8.06%) Legal
8 12 (5.69%) Banking
9 9 (4.27%) Investment Banking
10 7 (3.32%) Presentation Skills
11 5 (2.37%) Local Government
12 3 (1.42%) Publishing
12 3 (1.42%) Retail
13 2 (0.95%) Aeronautics
13 2 (0.95%) Aviation
13 2 (0.95%) Back Office
13 2 (0.95%) Financial Institution
13 2 (0.95%) Front Office
13 2 (0.95%) Pharmaceutical
Job Titles
1 130 (61.61%) Software Engineer
2 67 (31.75%) Lead
3 65 (30.81%) Lead Software Engineer
4 48 (22.75%) Full Stack Engineer
4 48 (22.75%) Full Stack Software Engineer
4 48 (22.75%) Java Engineer
4 48 (22.75%) Java Software Engineer
5 47 (22.27%) Senior
6 42 (19.91%) Senior Software Engineer
7 22 (10.43%) Analyst
8 11 (5.21%) Mainframe Software Engineer
9 9 (4.27%) Architect
9 9 (4.27%) Business Analyst
9 9 (4.27%) Data Analyst
10 8 (3.79%) Data Engineer
10 8 (3.79%) Technical Analyst
11 7 (3.32%) Data Manager
12 6 (2.84%) Applications Support
12 6 (2.84%) Data Governance Manager
12 6 (2.84%) Data Modeller
Libraries, Frameworks & Software Standards
1 84 (39.81%) RESTful
2 79 (37.44%) Web Services
3 66 (31.28%) XML
4 65 (30.81%) JSON
4 65 (30.81%) JSON-LD
4 65 (30.81%) LDAP
4 65 (30.81%) OpenID
4 65 (30.81%) SAML
5 49 (23.22%) AngularJS
6 19 (9.00%) Kafka
7 15 (7.11%) Hibernate
7 15 (7.11%) Spring
7 15 (7.11%) Spring Boot
8 14 (6.64%) React
8 14 (6.64%) SOAP
8 14 (6.64%) Vue
9 2 (0.95%) Ajax
9 2 (0.95%) HTML
10 1 (0.47%) JPA
10 1 (0.47%) XSLT
Miscellaneous
1 73 (34.60%) Management Information System
2 65 (30.81%) Enterprise Cloud
3 16 (7.58%) Cloud Native
4 14 (6.64%) Algorithms
5 12 (5.69%) Onboarding
5 12 (5.69%) Product Ownership
6 11 (5.21%) Mainframe
6 11 (5.21%) VSAM
7 9 (4.27%) Hedge funds
7 9 (4.27%) Self-Motivation
8 8 (3.79%) Derivative
8 8 (3.79%) Fixed Income
9 7 (3.32%) Credit Derivative
9 7 (3.32%) Foreign Exchange (FX)
9 7 (3.32%) Interest Rate Derivative
10 6 (2.84%) Data Structures
11 5 (2.37%) Taxonomies
12 4 (1.90%) Linked Data
13 3 (1.42%) Public Cloud
14 2 (0.95%) Enterprise Software
Operating Systems
1 13 (6.16%) Linux
2 6 (2.84%) Unix
3 5 (2.37%) Windows
4 2 (0.95%) Mac OS
4 2 (0.95%) Windows Server
4 2 (0.95%) Windows Vista
5 1 (0.47%) AIX
Processes & Methodologies
1 137 (64.93%) Software Engineering
2 125 (59.24%) Agile
2 125 (59.24%) SDLC
3 124 (58.77%) Operational Stability
4 97 (45.97%) Data Modelling
5 76 (36.02%) CI/CD
5 76 (36.02%) Data Transformation
6 75 (35.55%) Roadmaps
7 69 (32.70%) RDF
8 68 (32.23%) Use Case
9 67 (31.75%) Continuous Delivery
9 67 (31.75%) Ontologies
9 67 (31.75%) Test Automation
10 65 (30.81%) Architectural Design
10 65 (30.81%) Community of Practice
10 65 (30.81%) Data Pipeline
10 65 (30.81%) Identity Access Management
10 65 (30.81%) Information Architecture
11 51 (24.17%) Artificial Intelligence
12 49 (23.22%) Machine Learning
Programming Languages
1 75 (35.55%) SQL
2 69 (32.70%) SPARQL
3 67 (31.75%) Java
4 65 (30.81%) Go
4 65 (30.81%) Prolog
5 46 (21.80%) Python
6 11 (5.21%) COBOL
6 11 (5.21%) JCL
7 5 (2.37%) Shell Script
8 2 (0.95%) C#
8 2 (0.95%) PHP
9 1 (0.47%) Bash
9 1 (0.47%) JavaScript
Qualifications
1 13 (6.16%) Degree
2 4 (1.90%) Computer Science Degree
2 4 (1.90%) SAS Certification
3 2 (0.95%) HNC
3 2 (0.95%) ITIL Certification
3 2 (0.95%) TOGAF Certification
4 1 (0.47%) SC Cleared
4 1 (0.47%) Security Cleared
Quality Assurance & Compliance
1 40 (18.96%) Data Quality
2 5 (2.37%) Accessibility
3 1 (0.47%) GDPR
3 1 (0.47%) GxP
3 1 (0.47%) SLA
System Software
1 65 (30.81%) Active Directory
2 18 (8.53%) Docker
3 11 (5.21%) Time Sharing Option
4 2 (0.95%) Virtual Machines
Systems Management
1 18 (8.53%) Kubernetes
2 5 (2.37%) Grafana
2 5 (2.37%) ITRS Geneos
3 1 (0.47%) Thomson Reuters DACS
Vendors
1 72 (34.12%) Oracle
2 13 (6.16%) Microsoft
3 6 (2.84%) Sybase
4 5 (2.37%) AppDynamics
4 5 (2.37%) CA
4 5 (2.37%) Databricks
4 5 (2.37%) Splunk
5 3 (1.42%) Alteryx
5 3 (1.42%) Talend
6 2 (0.95%) Bloomberg
6 2 (0.95%) Cisco
6 2 (0.95%) Refinitiv
7 1 (0.47%) ESRI
7 1 (0.47%) FactSet
7 1 (0.47%) Google
7 1 (0.47%) HP
7 1 (0.47%) Murex
7 1 (0.47%) SAP
7 1 (0.47%) Sparx
7 1 (0.47%) Sun