Data Modelling
UK

The following table provides summary statistics for permanent job vacancies with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 27 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
27 Apr 2024
Same period 2023 Same period 2022
Rank 105 112 104
Rank change year-on-year +7 -8 +50
Permanent jobs citing Data Modelling 2,481 3,268 5,136
As % of all permanent jobs advertised in the UK 2.53% 3.12% 3.33%
As % of the Processes & Methodologies category 2.94% 3.26% 3.49%
Number of salaries quoted 1,530 1,847 2,662
10th Percentile £41,250 £42,500 £42,000
25th Percentile £50,000 £51,250 £51,250
Median annual salary (50th Percentile) £65,000 £67,003 £65,000
Median % change year-on-year -2.99% +3.08% +13.04%
75th Percentile £86,250 £85,000 £82,500
90th Percentile £100,000 £100,000 £96,250
UK excluding London median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +10.00%

All Process and Methodology Skills
UK

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 84,305 100,095 147,310
As % of all permanent jobs advertised in the UK 85.99% 95.64% 95.57%
Number of salaries quoted 59,591 58,745 83,129
10th Percentile £29,000 £34,000 £33,500
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £62,000 £60,000
Median % change year-on-year -11.29% +3.33% +9.09%
75th Percentile £72,500 £82,500 £80,000
90th Percentile £92,500 £100,000 £96,250
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +9.38%

Data Modelling
Job Vacancy Trend

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

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

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

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

Salary distribution for jobs citing Data Modelling over the 6 months to 27 April 2024.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 18 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 27 April 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
England 0 2,107 £67,500 - 501
UK excluding London +8 1,494 £60,000 +4.35% 238
London +5 905 £75,000 -3.23% 273
Work from Home -26 834 £62,500 -3.85% 235
North of England +49 419 £61,206 -2.07% 80
South East +1 282 £65,000 +8.33% 40
Scotland +35 275 £65,000 - 14
Midlands +19 251 £54,650 +9.30% 47
North West +89 248 £65,000 +23.81% 50
West Midlands +25 187 £55,000 +7.32% 31
South West -28 146 £55,000 -8.71% 20
Yorkshire +1 111 £50,000 -23.08% 23
East of England -46 77 £47,143 -18.01% 23
East Midlands +2 64 £47,500 - 15
North East +15 60 £63,749 -3.41% 7
Wales +2 43 £55,000 +22.22% 16
Northern Ireland +22 3 £50,000 -9.09% 2
Isle of Man - 2 £82,500 - 1

Data Modelling
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
1 161 (6.49%) Apache Spark
2 88 (3.55%) Apache
3 61 (2.46%) SAS
4 54 (2.18%) SharePoint
5 48 (1.93%) Apache Airflow
6 46 (1.85%) Microsoft Exchange
7 24 (0.97%) Confluence
8 21 (0.85%) GemFire
9 4 (0.16%) Jupyter
10 3 (0.12%) Tomcat
10 3 (0.12%) WildFly
11 2 (0.081%) Apache Solr
11 2 (0.081%) BizTalk Server
11 2 (0.081%) CMS
11 2 (0.081%) JBoss
11 2 (0.081%) Luigi
11 2 (0.081%) Moodle
12 1 (0.040%) Apache Synapse
12 1 (0.040%) Red Hat Fuse
Applications
1 105 (4.23%) Microsoft Excel
2 40 (1.61%) Microsoft Office
3 33 (1.33%) MS Visio
4 26 (1.05%) Microsoft PowerPoint
5 15 (0.60%) Trello
6 12 (0.48%) Spreadsheet
7 4 (0.16%) SPSS
8 1 (0.040%) Chatbot
8 1 (0.040%) Windchill
Business Applications
1 43 (1.73%) Dynamics CRM
2 42 (1.69%) Endur
3 15 (0.60%) Sparx Enterprise Architect
4 14 (0.56%) SAP BPC
5 11 (0.44%) SAP S/4HANA
6 7 (0.28%) NetSuite
7 6 (0.24%) OpenLink RightAngle
8 5 (0.20%) Odoo
9 4 (0.16%) Dynamics AX
9 4 (0.16%) Teamcenter
10 3 (0.12%) SAP ERP
11 2 (0.081%) IBM Planning Analytics
11 2 (0.081%) MIS ActiveH
11 2 (0.081%) NEC Housing
11 2 (0.081%) Oracle EBS
11 2 (0.081%) Oracle ERP
11 2 (0.081%) Temenos T24
12 1 (0.040%) FastStats
12 1 (0.040%) Oracle Subledger Accounting
12 1 (0.040%) Shopify
Cloud Services
1 923 (37.20%) Azure
2 689 (27.77%) AWS
3 528 (21.28%) Power Platform
4 367 (14.79%) GCP
5 200 (8.06%) Azure DevOps
6 148 (5.97%) Snowflake
7 146 (5.88%) Azure Data Factory
8 106 (4.27%) Power Automate
9 105 (4.23%) Amazon S3
10 99 (3.99%) PowerApps
11 92 (3.71%) Serverless
12 91 (3.67%) Dynamics 365
13 87 (3.51%) Azure Synapse Analytics
14 58 (2.34%) Matillion
15 57 (2.30%) Microsoft 365
15 57 (2.30%) SaaS
16 55 (2.22%) Amazon Kinesis
16 55 (2.22%) dbt
17 47 (1.89%) AWS Lambda
18 43 (1.73%) GitHub
Communications & Networking
1 68 (2.74%) Kerberos
2 26 (1.05%) Firewall
2 26 (1.05%) Internet
2 26 (1.05%) LAN
2 26 (1.05%) WAN
3 18 (0.73%) DSL
4 17 (0.69%) DNS
5 13 (0.52%) HTTP
5 13 (0.52%) Wireless
6 11 (0.44%) Network Security
7 10 (0.40%) TCP/IP
8 9 (0.36%) VPN
9 8 (0.32%) SSL
10 7 (0.28%) Broadband
11 6 (0.24%) VLAN
12 5 (0.20%) BGP
12 5 (0.20%) Intrusion Detection
12 5 (0.20%) IPsec
12 5 (0.20%) NGFW
12 5 (0.20%) OSPF
Database & Business Intelligence
1 756 (30.47%) Data Warehouse
2 507 (20.44%) Power BI
3 359 (14.47%) SQL Server
4 262 (10.56%) Metadata
5 256 (10.32%) Data Lake
6 246 (9.92%) BigQuery
7 230 (9.27%) Looker
8 215 (8.67%) Relational Database
9 210 (8.46%) Tableau
10 196 (7.90%) Big Data
11 149 (6.01%) NoSQL
12 136 (5.48%) SQL Server Integration Services
13 115 (4.64%) Amazon Redshift
14 106 (4.27%) Hadoop
15 94 (3.79%) Data Vault
16 88 (3.55%) RDBMS
17 78 (3.14%) SQL Server Reporting Services
18 75 (3.02%) SQL Server Analysis Services
19 74 (2.98%) Star Schema
20 69 (2.78%) MySQL
Development Applications
1 205 (8.26%) Git
2 134 (5.40%) Jenkins
3 123 (4.96%) JIRA
4 77 (3.10%) Bitbucket
5 69 (2.78%) GitLab
6 65 (2.62%) Artifactory
7 32 (1.29%) Postman
8 29 (1.17%) Jaeger
9 20 (0.81%) ERwin
10 16 (0.64%) Visual Studio
11 8 (0.32%) CircleCI
11 8 (0.32%) Oracle Forms
11 8 (0.32%) Sonatype Nexus
11 8 (0.32%) SQL Server Management Studio (SSMS)
12 7 (0.28%) SoapUI
13 6 (0.24%) ER Studio
14 5 (0.20%) Visual Studio Team System
15 4 (0.16%) Selenium
16 2 (0.081%) JMeter
16 2 (0.081%) JUnit
General
1 677 (27.29%) Finance
2 633 (25.51%) Analytical Skills
3 584 (23.54%) Social Skills
4 349 (14.07%) Inclusion and Diversity
5 292 (11.77%) Law
6 231 (9.31%) Marketing
7 165 (6.65%) Banking
8 143 (5.76%) Legal
9 111 (4.47%) Presentation Skills
10 95 (3.83%) Public Sector
11 85 (3.43%) Billing
12 75 (3.02%) Games
13 62 (2.50%) Retail
14 45 (1.81%) Financial Institution
15 44 (1.77%) Investment Banking
15 44 (1.77%) Organisational Skills
16 43 (1.73%) Manufacturing
17 41 (1.65%) Retail Banking
18 30 (1.21%) Telecoms
19 28 (1.13%) Influencing Skills
Job Titles
1 575 (23.18%) Architect
2 541 (21.81%) Data Engineer
3 463 (18.66%) Senior
4 415 (16.73%) Data Architect
5 305 (12.29%) Developer
6 273 (11.00%) Analyst
7 260 (10.48%) Lead
8 188 (7.58%) Software Engineer
9 121 (4.88%) Solutions Architect
10 119 (4.80%) Data Manager
11 114 (4.59%) Data Analyst
12 111 (4.47%) Business Intelligence Developer
13 106 (4.27%) Lead Software Engineer
14 102 (4.11%) Senior Data Engineer
15 99 (3.99%) Senior Architect
16 91 (3.67%) Engineering Manager
17 83 (3.35%) Consultant
18 69 (2.78%) Senior Analyst
18 69 (2.78%) Senior Data Architect
19 67 (2.70%) Senior Developer
Libraries, Frameworks & Software Standards
1 142 (5.72%) JSON
2 116 (4.68%) Spring Boot
3 110 (4.43%) Kafka
3 110 (4.43%) Spring
4 109 (4.39%) RESTful
5 108 (4.35%) XML
6 105 (4.23%) Web Services
7 77 (3.10%) REST
8 74 (2.98%) PySpark
9 71 (2.86%) LDAP
10 68 (2.74%) OpenID
11 67 (2.70%) CSS
12 65 (2.62%) JSON-LD
12 65 (2.62%) SAML
13 64 (2.58%) HTML
14 61 (2.46%) .NET
15 59 (2.38%) React
16 29 (1.17%) ASP.NET
16 29 (1.17%) OpenTelemetry
17 28 (1.13%) Lightning Web Components
Miscellaneous
1 272 (10.96%) Management Information System
2 203 (8.18%) Self-Motivation
3 198 (7.98%) Product Ownership
4 174 (7.01%) Data Structures
5 165 (6.65%) Cloud Native
6 164 (6.61%) Algorithms
7 103 (4.15%) Public Cloud
8 96 (3.87%) Reference Data
9 69 (2.78%) Enterprise Cloud
10 65 (2.62%) Reinsurance
11 62 (2.50%) Taxonomies
12 52 (2.10%) Onboarding
13 43 (1.73%) Legacy Code
14 41 (1.65%) Swaptions
15 40 (1.61%) Distributed Systems
16 30 (1.21%) Replication
17 29 (1.17%) NHS
18 27 (1.09%) Legacy Systems
19 25 (1.01%) Foreign Exchange (FX)
20 23 (0.93%) Greenfield Project
Operating Systems
1 33 (1.33%) Linux
2 22 (0.89%) Windows
3 12 (0.48%) Apple iOS
4 8 (0.32%) Android
5 6 (0.24%) Unix
6 2 (0.081%) Windows Server
7 1 (0.040%) Ubuntu
Processes & Methodologies
1 924 (37.24%) ETL
2 868 (34.99%) Analytics
3 780 (31.44%) Agile
4 715 (28.82%) Problem-Solving
5 711 (28.66%) Business Intelligence
6 583 (23.50%) Data Engineering
7 530 (21.36%) Data Architecture
8 456 (18.38%) CI/CD
9 454 (18.30%) Data Science
10 445 (17.94%) DevOps
11 442 (17.82%) Visualisation
12 434 (17.49%) Data Governance
13 429 (17.29%) Data Integration
14 414 (16.69%) Data Pipeline
15 364 (14.67%) Data Analysis
16 363 (14.63%) Machine Learning
17 352 (14.19%) Roadmaps
18 346 (13.95%) Software Engineering
19 345 (13.91%) Data Management
20 316 (12.74%) Mentoring
Programming Languages
1 1,083 (43.65%) SQL
2 668 (26.92%) Python
3 263 (10.60%) Java
4 121 (4.88%) C#
4 121 (4.88%) Data Analysis Expressions
5 107 (4.31%) T-SQL
6 103 (4.15%) JavaScript
7 102 (4.11%) R
8 85 (3.43%) Scala
9 76 (3.06%) Go
10 70 (2.82%) SPARQL
11 65 (2.62%) Prolog
12 44 (1.77%) VB
13 35 (1.41%) MATLAB
14 33 (1.33%) PL/SQL
15 29 (1.17%) PowerShell
16 28 (1.13%) Apex Code
16 28 (1.13%) C
16 28 (1.13%) PHP
17 21 (0.85%) Groovy
Qualifications
1 459 (18.50%) Degree
2 177 (7.13%) Computer Science Degree
3 109 (4.39%) Security Cleared
4 76 (3.06%) Master's Degree
5 57 (2.30%) SC Cleared
6 54 (2.18%) Microsoft Certification
7 38 (1.53%) Azure Certification
8 33 (1.33%) DV Cleared
9 23 (0.93%) Numerate Degree
10 19 (0.77%) MBA
11 18 (0.73%) PhD
12 17 (0.69%) AWS Certification
13 15 (0.60%) CISSP
14 14 (0.56%) CISM
14 14 (0.56%) CRISC
14 14 (0.56%) GIAC
14 14 (0.56%) ISSMP
15 13 (0.52%) BPSS Clearance
16 11 (0.44%) PMI Certification
17 10 (0.40%) IIBA
Quality Assurance & Compliance
1 530 (21.36%) Data Quality
2 181 (7.30%) GDPR
3 168 (6.77%) QA
4 47 (1.89%) Accessibility
5 29 (1.17%) PMO
6 23 (0.93%) SLA
7 14 (0.56%) California Consumer Privacy Act
7 14 (0.56%) COBIT
8 9 (0.36%) Actionable Recommendations
9 5 (0.20%) ISO/IEC 27001
10 4 (0.16%) Solvency II
11 3 (0.12%) GRC
11 3 (0.12%) ISO 20022
11 3 (0.12%) SNOMED CT
11 3 (0.12%) WCAG
12 2 (0.081%) HL7
12 2 (0.081%) ISO 9001
12 2 (0.081%) NCSC
13 1 (0.040%) GxP
13 1 (0.040%) HIPAA
System Software
1 79 (3.18%) Active Directory
2 54 (2.18%) Docker
3 12 (0.48%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 75 (3.02%) Kubernetes
2 59 (2.38%) Terraform
3 27 (1.09%) Ansible
4 24 (0.97%) Grafana
5 23 (0.93%) Kibana
6 22 (0.89%) Prometheus
7 21 (0.85%) HAProxy
7 21 (0.85%) ITRS Geneos
7 21 (0.85%) Zipkin
8 8 (0.32%) Kiali
8 8 (0.32%) logstash
9 4 (0.16%) Active Directory Federation Services
9 4 (0.16%) Oracle Enterprise Manager
10 3 (0.12%) WebSphere Cast Iron
11 2 (0.081%) Single Sign-On
12 1 (0.040%) Enterprise Manager Cloud Control
12 1 (0.040%) Rancher
12 1 (0.040%) ZABBIX
Vendors
1 406 (16.36%) Microsoft
2 304 (12.25%) Databricks
3 260 (10.48%) Google
4 200 (8.06%) Oracle
5 103 (4.15%) Informatica
6 70 (2.82%) SAP
7 66 (2.66%) Salesforce
8 60 (2.42%) Sybase
9 44 (1.77%) TIBCO
10 42 (1.69%) OpenLink
11 39 (1.57%) Alteryx
12 30 (1.21%) Splunk
13 28 (1.13%) Cognos
14 22 (0.89%) IBM
15 21 (0.85%) Atlassian
15 21 (0.85%) Dynatrace
15 21 (0.85%) Fortinet
15 21 (0.85%) Juniper
15 21 (0.85%) Sandvine
16 17 (0.69%) Cloudera