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 24 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
24 Apr 2024
Same period 2023 Same period 2022
Rank 106 111 105
Rank change year-on-year +5 -6 +53
Permanent jobs citing Data Modelling 2,483 3,294 5,116
As % of all permanent jobs advertised in the UK 2.54% 3.12% 3.32%
As % of the Processes & Methodologies category 2.94% 3.26% 3.48%
Number of salaries quoted 1,536 1,850 2,657
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 84,343 100,922 147,129
As % of all permanent jobs advertised in the UK 86.11% 95.64% 95.57%
Number of salaries quoted 59,769 59,097 83,311
10th Percentile £29,000 £34,000 £33,488
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 24 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 24 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 +1 2,110 £67,500 - 561
UK excluding London +15 1,496 £60,000 +4.35% 250
London +5 902 £75,000 -3.23% 322
Work from Home -26 831 £62,500 -3.85% 277
North of England +49 420 £61,206 -2.07% 84
South East -3 283 £65,500 +9.17% 53
Scotland +43 274 £65,000 - 13
Midlands +18 252 £54,650 +9.30% 44
North West +86 245 £67,500 +28.57% 54
West Midlands +27 186 £55,000 +4.76% 30
South West -32 146 £55,000 -8.71% 17
Yorkshire +2 115 £50,000 -23.08% 25
East of England -38 77 £47,143 -18.01% 27
East Midlands +1 66 £48,750 +2.63% 14
North East +23 60 £63,749 -4.86% 5
Wales -3 43 £55,000 +22.22% 15
Northern Ireland +16 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
1 160 (6.44%) Apache Spark
2 88 (3.54%) Apache
3 61 (2.46%) SAS
4 53 (2.13%) SharePoint
5 49 (1.97%) 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
1 104 (4.19%) Microsoft Excel
2 39 (1.57%) 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 6 (0.24%) NetSuite
6 6 (0.24%) OpenLink RightAngle
7 5 (0.20%) Odoo
8 4 (0.16%) Dynamics AX
8 4 (0.16%) Teamcenter
9 3 (0.12%) SAP ERP
10 2 (0.081%) IBM Planning Analytics
10 2 (0.081%) MIS ActiveH
10 2 (0.081%) NEC Housing
10 2 (0.081%) Oracle EBS
10 2 (0.081%) Oracle ERP
10 2 (0.081%) Temenos T24
11 1 (0.040%) Data Workbench
11 1 (0.040%) SAP MDG
11 1 (0.040%) SAP MDG-F
Cloud Services
1 921 (37.09%) Azure
2 686 (27.63%) AWS
3 530 (21.35%) Power Platform
4 369 (14.86%) GCP
5 200 (8.05%) Azure DevOps
6 147 (5.92%) Snowflake
7 146 (5.88%) Azure Data Factory
8 107 (4.31%) Amazon S3
9 104 (4.19%) Power Automate
10 97 (3.91%) PowerApps
11 93 (3.75%) Serverless
12 91 (3.66%) Dynamics 365
13 84 (3.38%) Azure Synapse Analytics
14 60 (2.42%) Matillion
15 57 (2.30%) SaaS
16 56 (2.26%) Amazon Kinesis
17 55 (2.22%) Microsoft 365
18 54 (2.17%) dbt
19 47 (1.89%) AWS Lambda
20 43 (1.73%) GitHub
Communications & Networking
1 68 (2.74%) Kerberos
2 27 (1.09%) Firewall
2 27 (1.09%) Internet
2 27 (1.09%) LAN
2 27 (1.09%) WAN
3 18 (0.72%) DSL
4 17 (0.68%) 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
1 752 (30.29%) Data Warehouse
2 509 (20.50%) Power BI
3 358 (14.42%) SQL Server
4 261 (10.51%) Metadata
5 253 (10.19%) Data Lake
6 247 (9.95%) BigQuery
7 229 (9.22%) Looker
8 215 (8.66%) Relational Database
9 210 (8.46%) Tableau
10 194 (7.81%) Big Data
11 152 (6.12%) NoSQL
12 134 (5.40%) SQL Server Integration Services
13 115 (4.63%) Amazon Redshift
14 107 (4.31%) Hadoop
15 94 (3.79%) Data Vault
16 89 (3.58%) RDBMS
17 77 (3.10%) SQL Server Reporting Services
18 75 (3.02%) SQL Server Analysis Services
18 75 (3.02%) Star Schema
19 69 (2.78%) MySQL
Development Applications
1 204 (8.22%) Git
2 132 (5.32%) Jenkins
3 123 (4.95%) 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
12 7 (0.28%) SoapUI
12 7 (0.28%) SQL Server Management Studio (SSMS)
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%) TeamCity
General
1 680 (27.39%) Finance
2 638 (25.69%) Analytical Skills
3 585 (23.56%) Social Skills
4 346 (13.93%) Inclusion and Diversity
5 294 (11.84%) Law
6 232 (9.34%) Marketing
7 165 (6.65%) Banking
8 145 (5.84%) Legal
9 111 (4.47%) Presentation Skills
10 94 (3.79%) Public Sector
11 85 (3.42%) Billing
12 75 (3.02%) Games
13 61 (2.46%) Retail
14 44 (1.77%) Financial Institution
14 44 (1.77%) Investment Banking
15 43 (1.73%) Manufacturing
15 43 (1.73%) Organisational Skills
16 40 (1.61%) Retail Banking
17 31 (1.25%) Telecoms
18 27 (1.09%) Influencing Skills
Job Titles
1 575 (23.16%) Architect
2 544 (21.91%) Data Engineer
3 464 (18.69%) Senior
4 416 (16.75%) Data Architect
5 307 (12.36%) Developer
6 274 (11.04%) Analyst
7 259 (10.43%) Lead
8 188 (7.57%) Software Engineer
9 123 (4.95%) Solutions Architect
10 118 (4.75%) Data Manager
11 114 (4.59%) Data Analyst
12 113 (4.55%) Business Intelligence Developer
13 106 (4.27%) Lead Software Engineer
13 106 (4.27%) Senior Data Engineer
14 97 (3.91%) Senior Architect
15 90 (3.62%) Engineering Manager
16 83 (3.34%) Consultant
17 69 (2.78%) Senior Analyst
18 68 (2.74%) Senior Data Architect
18 68 (2.74%) Senior Developer
Libraries, Frameworks & Software Standards
1 141 (5.68%) JSON
2 116 (4.67%) Spring Boot
3 110 (4.43%) Spring
4 109 (4.39%) Kafka
4 109 (4.39%) RESTful
5 107 (4.31%) XML
6 104 (4.19%) Web Services
7 77 (3.10%) REST
8 72 (2.90%) 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
1 271 (10.91%) Management Information System
2 204 (8.22%) Self-Motivation
3 199 (8.01%) Product Ownership
4 172 (6.93%) Data Structures
5 166 (6.69%) Algorithms
6 165 (6.65%) Cloud Native
7 105 (4.23%) Public Cloud
8 92 (3.71%) Reference Data
9 69 (2.78%) Enterprise Cloud
10 65 (2.62%) Reinsurance
11 61 (2.46%) Taxonomies
12 49 (1.97%) Onboarding
13 43 (1.73%) Legacy Code
14 41 (1.65%) Distributed Systems
14 41 (1.65%) Swaptions
15 30 (1.21%) Replication
16 29 (1.17%) NHS
17 27 (1.09%) Legacy Systems
18 25 (1.01%) Foreign Exchange (FX)
19 24 (0.97%) Greenfield Project
Operating Systems
1 32 (1.29%) Linux
2 20 (0.81%) Windows
3 12 (0.48%) Apple iOS
4 8 (0.32%) Android
5 7 (0.28%) Unix
6 1 (0.040%) Ubuntu
Processes & Methodologies
1 927 (37.33%) ETL
2 868 (34.96%) Analytics
3 780 (31.41%) Agile
4 721 (29.04%) Problem-Solving
5 713 (28.72%) Business Intelligence
6 577 (23.24%) Data Engineering
7 526 (21.18%) Data Architecture
8 455 (18.32%) CI/CD
9 453 (18.24%) Data Science
10 444 (17.88%) DevOps
10 444 (17.88%) Visualisation
11 430 (17.32%) Data Governance
12 428 (17.24%) Data Integration
13 415 (16.71%) Data Pipeline
14 366 (14.74%) Machine Learning
15 363 (14.62%) Data Analysis
16 352 (14.18%) Roadmaps
17 348 (14.02%) Software Engineering
18 341 (13.73%) Data Management
19 318 (12.81%) Mentoring
Programming Languages
1 1,089 (43.86%) SQL
2 665 (26.78%) Python
3 261 (10.51%) Java
4 122 (4.91%) Data Analysis Expressions
5 121 (4.87%) C#
6 108 (4.35%) T-SQL
7 102 (4.11%) R
8 100 (4.03%) JavaScript
9 85 (3.42%) Scala
10 76 (3.06%) Go
11 70 (2.82%) SPARQL
12 65 (2.62%) Prolog
13 44 (1.77%) VB
14 35 (1.41%) MATLAB
15 33 (1.33%) PL/SQL
16 28 (1.13%) Apex Code
16 28 (1.13%) C
16 28 (1.13%) PHP
16 28 (1.13%) PowerShell
17 21 (0.85%) Groovy
Qualifications
1 460 (18.53%) Degree
2 179 (7.21%) Computer Science Degree
3 108 (4.35%) Security Cleared
4 77 (3.10%) Master's Degree
5 57 (2.30%) SC Cleared
6 54 (2.17%) Microsoft Certification
7 37 (1.49%) Azure Certification
8 33 (1.33%) DV Cleared
9 23 (0.93%) Numerate Degree
10 19 (0.77%) MBA
11 18 (0.72%) PhD
12 16 (0.64%) 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
1 529 (21.30%) Data Quality
2 181 (7.29%) GDPR
3 169 (6.81%) QA
4 44 (1.77%) Accessibility
5 29 (1.17%) PMO
6 23 (0.93%) SLA
7 14 (0.56%) COBIT
8 13 (0.52%) California Consumer Privacy Act
9 9 (0.36%) Actionable Recommendations
10 5 (0.20%) ISO/IEC 27001
11 4 (0.16%) Solvency II
12 3 (0.12%) GRC
12 3 (0.12%) ISO 20022
12 3 (0.12%) SNOMED CT
12 3 (0.12%) WCAG
13 2 (0.081%) HL7
13 2 (0.081%) ISO 9001
13 2 (0.081%) NCSC
14 1 (0.040%) GxP
14 1 (0.040%) HIPAA
System Software
1 79 (3.18%) Active Directory
2 51 (2.05%) Docker
3 12 (0.48%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 72 (2.90%) Kubernetes
2 59 (2.38%) Terraform
3 27 (1.09%) Ansible
4 23 (0.93%) Kibana
5 22 (0.89%) Grafana
5 22 (0.89%) Prometheus
6 21 (0.85%) HAProxy
6 21 (0.85%) ITRS Geneos
6 21 (0.85%) Zipkin
7 8 (0.32%) Kiali
7 8 (0.32%) logstash
8 4 (0.16%) Active Directory Federation Services
8 4 (0.16%) Oracle Enterprise Manager
9 3 (0.12%) WebSphere Cast Iron
10 2 (0.081%) Single Sign-On
11 1 (0.040%) Enterprise Manager Cloud Control
11 1 (0.040%) Rancher
11 1 (0.040%) ZABBIX
Vendors
1 404 (16.27%) Microsoft
2 300 (12.08%) Databricks
3 261 (10.51%) Google
4 199 (8.01%) Oracle
5 103 (4.15%) Informatica
6 72 (2.90%) 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
14 22 (0.89%) Juniper
15 21 (0.85%) Atlassian
15 21 (0.85%) Dynatrace
15 21 (0.85%) Fortinet
15 21 (0.85%) Sandvine
16 17 (0.68%) Cloudera