Data Modelling Jobs

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 4 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
4 Jun 2024
Same period 2023 Same period 2022
Rank 111 121 107
Rank change year-on-year +10 -14 +54
Permanent jobs citing Data Modelling 2,484 2,732 5,805
As % of all permanent jobs advertised in the UK 2.35% 2.91% 3.41%
As % of the Processes & Methodologies category 2.81% 3.05% 3.55%
Number of salaries quoted 1,518 1,686 2,672
10th Percentile £41,250 £42,500 £41,250
25th Percentile £50,000 £51,250 £51,250
Median annual salary (50th Percentile) £66,500 £67,500 £65,000
Median % change year-on-year -1.48% +3.85% +13.04%
75th Percentile £87,500 £85,000 £83,750
90th Percentile £100,000 £101,250 £97,500
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 88,299 89,649 163,421
As % of all permanent jobs advertised in the UK 83.45% 95.47% 95.93%
Number of salaries quoted 61,362 54,142 83,553
10th Percentile £29,290 £34,000 £33,500
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £60,899 £60,000
Median % change year-on-year -9.69% +1.50% +9.09%
75th Percentile £72,500 £81,250 £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% +9.10%

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 4 June 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 4 June 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 +2 2,108 £67,500 - 586
UK excluding London +32 1,506 £60,000 +4.35% 274
London +3 904 £77,500 -3.13% 314
Work from Home -10 840 £62,900 -3.23% 267
North of England +52 421 £62,000 +3.33% 100
Midlands +37 278 £55,000 +10.00% 49
Scotland +47 269 £65,000 - 20
South East +13 269 £67,500 +12.50% 48
North West +98 254 £67,500 +28.57% 55
West Midlands +29 209 £57,500 +10.05% 34
South West -33 144 £55,000 -8.71% 30
Yorkshire -7 110 £48,750 -22.00% 30
East of England -31 74 £47,143 -18.01% 14
East Midlands +17 69 £51,500 +8.42% 15
North East +18 57 £64,000 -1.54% 15
Wales +17 47 £57,500 +27.78% 8
Northern Ireland +21 5 £50,000 -20.00% 5
Isle of Man - 3 £82,500 -

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
1 157 (6.32%) Apache Spark
2 84 (3.38%) Apache
3 52 (2.09%) SAS
4 49 (1.97%) SharePoint
5 47 (1.89%) Apache Airflow
6 44 (1.77%) Microsoft Exchange
7 23 (0.93%) Confluence
8 21 (0.85%) GemFire
9 5 (0.20%) CMS
10 3 (0.12%) Jupyter
10 3 (0.12%) Tomcat
10 3 (0.12%) WildFly
11 2 (0.081%) BizTalk Server
11 2 (0.081%) Luigi
11 2 (0.081%) Moodle
12 1 (0.040%) Apache Pulsar
12 1 (0.040%) Apache Solr
12 1 (0.040%) Oracle Workflow
Applications
1 112 (4.51%) Microsoft Excel
2 45 (1.81%) Microsoft Office
3 28 (1.13%) MS Visio
4 26 (1.05%) Microsoft PowerPoint
5 15 (0.60%) Trello
6 12 (0.48%) Spreadsheet
7 4 (0.16%) Chatbot
7 4 (0.16%) SPSS
Business Applications
1 40 (1.61%) Dynamics CRM
1 40 (1.61%) Endur
2 15 (0.60%) SAP BPC
3 14 (0.56%) Sparx Enterprise Architect
4 11 (0.44%) SAP S/4HANA
5 7 (0.28%) NetSuite
6 5 (0.20%) Odoo
7 4 (0.16%) SAP ERP
7 4 (0.16%) Teamcenter
8 2 (0.081%) IBM Planning Analytics
8 2 (0.081%) MIS ActiveH
8 2 (0.081%) NEC Housing
8 2 (0.081%) OpenLink RightAngle
8 2 (0.081%) Oracle EBS
8 2 (0.081%) Oracle ERP
8 2 (0.081%) SAP MDG
8 2 (0.081%) SAP MDG-BP
8 2 (0.081%) SAP MDG-F
9 1 (0.040%) Data Workbench
9 1 (0.040%) Shopify
Cloud Services
1 961 (38.69%) Azure
2 693 (27.90%) AWS
3 578 (23.27%) Power Platform
4 357 (14.37%) GCP
5 205 (8.25%) Azure DevOps
6 159 (6.40%) Azure Data Factory
7 141 (5.68%) Snowflake
8 108 (4.35%) Power Automate
9 103 (4.15%) PowerApps
10 100 (4.03%) Azure Synapse Analytics
11 98 (3.95%) Amazon S3
12 87 (3.50%) Dynamics 365
13 79 (3.18%) Serverless
14 63 (2.54%) Microsoft 365
15 56 (2.25%) SaaS
16 55 (2.21%) dbt
17 54 (2.17%) Amazon Kinesis
18 53 (2.13%) Matillion
19 42 (1.69%) Amazon EC2
19 42 (1.69%) GitHub
Communications & Networking
1 68 (2.74%) Kerberos
2 28 (1.13%) Firewall
3 24 (0.97%) LAN
3 24 (0.97%) WAN
4 23 (0.93%) Internet
5 19 (0.76%) DNS
6 18 (0.72%) DSL
7 14 (0.56%) HTTP
8 12 (0.48%) Wireless
9 10 (0.40%) Network Security
9 10 (0.40%) TCP/IP
10 9 (0.36%) VPN
11 8 (0.32%) SSL
12 7 (0.28%) Broadband
13 6 (0.24%) VLAN
14 5 (0.20%) BGP
14 5 (0.20%) Intrusion Detection
14 5 (0.20%) IPsec
14 5 (0.20%) NGFW
14 5 (0.20%) OSPF
Database & Business Intelligence
1 788 (31.72%) Data Warehouse
2 556 (22.38%) Power BI
3 370 (14.90%) SQL Server
4 258 (10.39%) Metadata
5 253 (10.19%) Data Lake
6 243 (9.78%) BigQuery
7 230 (9.26%) Tableau
8 228 (9.18%) Looker
9 216 (8.70%) Relational Database
10 194 (7.81%) Big Data
11 143 (5.76%) NoSQL
12 139 (5.60%) SQL Server Integration Services
13 112 (4.51%) Data Vault
14 107 (4.31%) Amazon Redshift
15 95 (3.82%) Hadoop
16 86 (3.46%) RDBMS
17 78 (3.14%) SQL Server Reporting Services
18 74 (2.98%) SQL Server Analysis Services
19 68 (2.74%) Star Schema
20 64 (2.58%) MySQL
Development Applications
1 213 (8.57%) Git
2 133 (5.35%) Jenkins
3 127 (5.11%) JIRA
4 76 (3.06%) Bitbucket
5 73 (2.94%) GitLab
6 65 (2.62%) Artifactory
7 33 (1.33%) Postman
8 29 (1.17%) Jaeger
9 20 (0.81%) Visual Studio
10 16 (0.64%) ERwin
11 8 (0.32%) Oracle Forms
11 8 (0.32%) Sonatype Nexus
11 8 (0.32%) SQL Server Management Studio (SSMS)
12 6 (0.24%) CircleCI
12 6 (0.24%) ER Studio
12 6 (0.24%) SoapUI
13 5 (0.20%) Selenium
13 5 (0.20%) Team Foundation Server
14 4 (0.16%) Subversion
15 3 (0.12%) Cypress.io
General
1 642 (25.85%) Analytical Skills
2 632 (25.44%) Finance
3 597 (24.03%) Social Skills
4 354 (14.25%) Inclusion and Diversity
5 272 (10.95%) Law
6 219 (8.82%) Marketing
7 167 (6.72%) Banking
8 135 (5.43%) Legal
9 114 (4.59%) Presentation Skills
10 96 (3.86%) Public Sector
11 85 (3.42%) Billing
12 70 (2.82%) Games
13 60 (2.42%) Retail
14 47 (1.89%) Manufacturing
15 45 (1.81%) Financial Institution
15 45 (1.81%) Organisational Skills
16 44 (1.77%) Retail Banking
17 41 (1.65%) Investment Banking
18 32 (1.29%) Pharmaceutical
19 28 (1.13%) Telecoms
Job Titles
1 571 (22.99%) Architect
2 531 (21.38%) Data Engineer
3 475 (19.12%) Senior
4 412 (16.59%) Data Architect
5 317 (12.76%) Developer
6 276 (11.11%) Analyst
7 265 (10.67%) Lead
8 188 (7.57%) Software Engineer
9 122 (4.91%) Data Manager
10 121 (4.87%) Data Analyst
11 110 (4.43%) Business Intelligence Developer
11 110 (4.43%) Solutions Architect
12 104 (4.19%) Lead Software Engineer
13 101 (4.07%) Senior Architect
13 101 (4.07%) Senior Data Engineer
14 89 (3.58%) Engineering Manager
15 77 (3.10%) Consultant
16 72 (2.90%) Senior Analyst
16 72 (2.90%) Senior Developer
17 69 (2.78%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 135 (5.43%) JSON
2 117 (4.71%) RESTful
3 112 (4.51%) Spring Boot
4 107 (4.31%) Kafka
4 107 (4.31%) Web Services
5 105 (4.23%) Spring
6 104 (4.19%) XML
7 80 (3.22%) PySpark
8 77 (3.10%) REST
9 72 (2.90%) CSS
10 71 (2.86%) LDAP
11 70 (2.82%) HTML
12 68 (2.74%) OpenID
13 67 (2.70%) .NET
13 67 (2.70%) React
14 65 (2.62%) JSON-LD
14 65 (2.62%) SAML
15 33 (1.33%) ASP.NET
16 32 (1.29%) Node.js
17 29 (1.17%) AngularJS
Miscellaneous
1 285 (11.47%) Management Information System
2 201 (8.09%) Self-Motivation
3 185 (7.45%) Product Ownership
4 178 (7.17%) Algorithms
5 175 (7.05%) Data Structures
6 158 (6.36%) Cloud Native
7 100 (4.03%) Reference Data
8 90 (3.62%) Public Cloud
9 69 (2.78%) Enterprise Cloud
10 57 (2.29%) Reinsurance
11 54 (2.17%) Onboarding
12 51 (2.05%) Taxonomies
13 41 (1.65%) Legacy Code
14 39 (1.57%) Swaptions
15 37 (1.49%) Distributed Systems
16 33 (1.33%) NHS
17 31 (1.25%) Legacy Systems
17 31 (1.25%) Replication
18 22 (0.89%) Foreign Exchange (FX)
19 21 (0.85%) Life Science
Operating Systems
1 37 (1.49%) Linux
2 25 (1.01%) Windows
3 13 (0.52%) Apple iOS
4 9 (0.36%) Android
5 6 (0.24%) Unix
6 3 (0.12%) Windows Server
Processes & Methodologies
1 890 (35.83%) ETL
2 876 (35.27%) Analytics
3 771 (31.04%) Agile
4 753 (30.31%) Business Intelligence
5 735 (29.59%) Problem-Solving
6 610 (24.56%) Data Engineering
7 541 (21.78%) Data Architecture
8 462 (18.60%) DevOps
9 461 (18.56%) Data Science
10 459 (18.48%) Visualisation
11 457 (18.40%) CI/CD
12 446 (17.95%) Data Governance
13 418 (16.83%) Data Integration
14 401 (16.14%) Data Pipeline
15 379 (15.26%) Data Analysis
16 359 (14.45%) Data Management
17 352 (14.17%) Software Engineering
18 349 (14.05%) Machine Learning
19 337 (13.57%) Roadmaps
20 335 (13.49%) Data Analytics
Programming Languages
1 1,085 (43.68%) SQL
2 654 (26.33%) Python
3 244 (9.82%) Java
4 129 (5.19%) C#
5 120 (4.83%) Data Analysis Expressions
6 111 (4.47%) JavaScript
7 109 (4.39%) T-SQL
8 100 (4.03%) R
9 77 (3.10%) Go
9 77 (3.10%) Scala
10 70 (2.82%) SPARQL
11 65 (2.62%) Prolog
12 44 (1.77%) VB
13 32 (1.29%) MATLAB
13 32 (1.29%) PowerShell
14 31 (1.25%) PL/SQL
15 28 (1.13%) Apex Code
15 28 (1.13%) PHP
16 27 (1.09%) C
17 21 (0.85%) Groovy
Qualifications
1 479 (19.28%) Degree
2 188 (7.57%) Computer Science Degree
3 100 (4.03%) Security Cleared
4 90 (3.62%) Master's Degree
5 52 (2.09%) SC Cleared
6 48 (1.93%) Microsoft Certification
7 42 (1.69%) Azure Certification
8 33 (1.33%) DV Cleared
9 26 (1.05%) PhD
10 20 (0.81%) Numerate Degree
11 19 (0.76%) MBA
12 18 (0.72%) AWS Certification
13 17 (0.68%) CISSP
14 16 (0.64%) CISM
14 16 (0.64%) CRISC
14 16 (0.64%) GIAC
14 16 (0.64%) ISSMP
15 14 (0.56%) DBS Check
16 12 (0.48%) BPSS Clearance
17 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 551 (22.18%) Data Quality
2 182 (7.33%) GDPR
3 159 (6.40%) QA
4 51 (2.05%) Accessibility
5 22 (0.89%) SLA
6 20 (0.81%) PMO
7 16 (0.64%) COBIT
8 14 (0.56%) California Consumer Privacy Act
9 10 (0.40%) 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
14 1 (0.040%) GxP
14 1 (0.040%) HIPAA
14 1 (0.040%) HMG Security Policy Framework
System Software
1 80 (3.22%) Active Directory
2 56 (2.25%) Docker
3 11 (0.44%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 75 (3.02%) Kubernetes
2 72 (2.90%) Terraform
3 33 (1.33%) Ansible
4 24 (0.97%) Grafana
5 23 (0.93%) Kibana
6 21 (0.85%) HAProxy
6 21 (0.85%) ITRS Geneos
6 21 (0.85%) Prometheus
6 21 (0.85%) Zipkin
7 8 (0.32%) Kiali
7 8 (0.32%) logstash
8 3 (0.12%) Oracle Enterprise Manager
9 2 (0.081%) Active Directory Federation Services
9 2 (0.081%) Single Sign-On
Vendors
1 416 (16.75%) Microsoft
2 306 (12.32%) Databricks
3 253 (10.19%) Google
4 194 (7.81%) Oracle
5 101 (4.07%) Informatica
6 68 (2.74%) Salesforce
7 65 (2.62%) SAP
8 56 (2.25%) Sybase
9 42 (1.69%) TIBCO
10 40 (1.61%) OpenLink
11 37 (1.49%) Alteryx
12 29 (1.17%) Splunk
13 26 (1.05%) Cognos
14 21 (0.85%) Dynatrace
15 19 (0.76%) Fortinet
15 19 (0.76%) Juniper
15 19 (0.76%) Sandvine
16 18 (0.72%) Atlassian
17 16 (0.64%) Alibaba
18 15 (0.60%) IBM