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

6 months to
2 Jun 2024
Same period 2023 Same period 2022
Rank 113 120 107
Rank change year-on-year +7 -13 +56
Permanent jobs citing Data Modelling 2,473 2,753 5,777
As % of all permanent jobs advertised in the UK 2.35% 2.90% 3.42%
As % of the Processes & Methodologies category 2.81% 3.04% 3.56%
Number of salaries quoted 1,508 1,698 2,655
10th Percentile £41,250 £42,500 £41,250
25th Percentile £50,000 £51,250 £51,250
Median annual salary (50th Percentile) £65,400 £67,500 £65,000
Median % change year-on-year -3.11% +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 87,980 90,493 162,202
As % of all permanent jobs advertised in the UK 83.59% 95.46% 95.93%
Number of salaries quoted 61,356 54,578 82,967
10th Percentile £29,284 £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% +9.38%

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 2 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 2 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 +5 2,097 £67,500 - 631
UK excluding London +35 1,500 £60,000 +4.35% 279
London +3 899 £76,475 -4.41% 357
Work from Home -10 835 £62,500 -3.85% 282
North of England +54 419 £61,206 +2.01% 96
Midlands +41 277 £55,000 +10.00% 46
Scotland +38 269 £65,000 - 24
South East +5 267 £67,500 +12.50% 51
North West +96 253 £67,500 +28.57% 57
West Midlands +24 208 £57,500 +10.58% 32
South West -29 143 £55,000 -8.71% 34
Yorkshire -9 109 £47,500 -25.49% 27
East of England -27 74 £47,143 -18.01% 14
East Midlands +25 69 £51,500 +8.42% 14
North East +20 57 £64,000 -1.54% 12
Wales +12 47 £57,500 +27.78% 8
Northern Ireland +16 5 £50,000 -14.89% 6
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
1 158 (6.39%) Apache Spark
2 84 (3.40%) Apache
3 52 (2.10%) SAS
4 49 (1.98%) SharePoint
5 47 (1.90%) Apache Airflow
6 44 (1.78%) 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
1 111 (4.49%) Microsoft Excel
2 45 (1.82%) Microsoft Office
3 28 (1.13%) MS Visio
4 26 (1.05%) Microsoft PowerPoint
5 15 (0.61%) Trello
6 12 (0.49%) Spreadsheet
7 4 (0.16%) SPSS
8 3 (0.12%) Chatbot
Business Applications
1 40 (1.62%) Dynamics CRM
1 40 (1.62%) Endur
2 15 (0.61%) SAP BPC
3 14 (0.57%) Sparx Enterprise Architect
4 10 (0.40%) 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%) Dynamics AX
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%) FastStats
Cloud Services
1 954 (38.58%) Azure
2 693 (28.02%) AWS
3 572 (23.13%) Power Platform
4 357 (14.44%) GCP
5 205 (8.29%) Azure DevOps
6 159 (6.43%) Azure Data Factory
7 140 (5.66%) Snowflake
8 107 (4.33%) Power Automate
9 101 (4.08%) PowerApps
10 98 (3.96%) Amazon S3
11 97 (3.92%) Azure Synapse Analytics
12 87 (3.52%) Dynamics 365
13 79 (3.19%) Serverless
14 62 (2.51%) Microsoft 365
15 56 (2.26%) SaaS
16 55 (2.22%) dbt
17 53 (2.14%) Amazon Kinesis
17 53 (2.14%) Matillion
18 43 (1.74%) GitHub
19 42 (1.70%) Amazon EC2
Communications & Networking
1 68 (2.75%) Kerberos
2 28 (1.13%) Firewall
3 24 (0.97%) LAN
3 24 (0.97%) WAN
4 23 (0.93%) Internet
5 19 (0.77%) DNS
6 18 (0.73%) DSL
7 14 (0.57%) HTTP
8 12 (0.49%) 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
1 790 (31.95%) Data Warehouse
2 551 (22.28%) Power BI
3 366 (14.80%) SQL Server
4 257 (10.39%) Metadata
5 252 (10.19%) Data Lake
6 242 (9.79%) BigQuery
7 230 (9.30%) Tableau
8 228 (9.22%) Looker
9 215 (8.69%) Relational Database
10 194 (7.84%) Big Data
11 144 (5.82%) NoSQL
12 138 (5.58%) SQL Server Integration Services
13 112 (4.53%) Data Vault
14 106 (4.29%) Amazon Redshift
15 96 (3.88%) Hadoop
16 86 (3.48%) RDBMS
17 78 (3.15%) SQL Server Reporting Services
18 72 (2.91%) SQL Server Analysis Services
19 68 (2.75%) Star Schema
20 64 (2.59%) MySQL
Development Applications
1 212 (8.57%) Git
2 133 (5.38%) Jenkins
3 125 (5.05%) JIRA
4 76 (3.07%) Bitbucket
5 73 (2.95%) GitLab
6 65 (2.63%) Artifactory
7 33 (1.33%) Postman
8 29 (1.17%) Jaeger
9 18 (0.73%) Visual Studio
10 16 (0.65%) ERwin
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%) CircleCI
13 6 (0.24%) ER Studio
13 6 (0.24%) SoapUI
14 5 (0.20%) Selenium
15 4 (0.16%) Subversion
16 3 (0.12%) Cypress.io
16 3 (0.12%) Team Foundation Server
General
1 643 (26.00%) Analytical Skills
2 635 (25.68%) Finance
3 594 (24.02%) Social Skills
4 353 (14.27%) Inclusion and Diversity
5 272 (11.00%) Law
6 219 (8.86%) Marketing
7 166 (6.71%) Banking
8 135 (5.46%) Legal
9 114 (4.61%) Presentation Skills
10 95 (3.84%) Public Sector
11 85 (3.44%) Billing
12 70 (2.83%) Games
13 60 (2.43%) Retail
14 47 (1.90%) Manufacturing
15 45 (1.82%) Financial Institution
15 45 (1.82%) Organisational Skills
15 45 (1.82%) Retail Banking
16 41 (1.66%) Investment Banking
17 32 (1.29%) Pharmaceutical
18 28 (1.13%) Telecoms
Job Titles
1 568 (22.97%) Architect
2 530 (21.43%) Data Engineer
3 474 (19.17%) Senior
4 410 (16.58%) Data Architect
5 316 (12.78%) Developer
6 274 (11.08%) Analyst
7 263 (10.63%) Lead
8 188 (7.60%) Software Engineer
9 121 (4.89%) Data Manager
10 120 (4.85%) Data Analyst
11 110 (4.45%) Solutions Architect
12 109 (4.41%) Business Intelligence Developer
13 104 (4.21%) Lead Software Engineer
14 102 (4.12%) Senior Data Engineer
15 100 (4.04%) Senior Architect
16 89 (3.60%) Engineering Manager
17 77 (3.11%) Consultant
18 72 (2.91%) Senior Developer
19 71 (2.87%) Senior Analyst
20 68 (2.75%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 135 (5.46%) JSON
2 117 (4.73%) RESTful
3 112 (4.53%) Spring Boot
4 107 (4.33%) Kafka
4 107 (4.33%) Web Services
5 105 (4.25%) Spring
6 104 (4.21%) XML
7 78 (3.15%) PySpark
8 77 (3.11%) REST
9 72 (2.91%) CSS
10 71 (2.87%) LDAP
11 70 (2.83%) HTML
12 68 (2.75%) OpenID
13 67 (2.71%) .NET
13 67 (2.71%) React
14 65 (2.63%) JSON-LD
14 65 (2.63%) SAML
15 33 (1.33%) ASP.NET
16 32 (1.29%) Node.js
17 29 (1.17%) AngularJS
Miscellaneous
1 284 (11.48%) Management Information System
2 201 (8.13%) Self-Motivation
3 184 (7.44%) Product Ownership
4 179 (7.24%) Algorithms
5 176 (7.12%) Data Structures
6 158 (6.39%) Cloud Native
7 99 (4.00%) Reference Data
8 89 (3.60%) Public Cloud
9 69 (2.79%) Enterprise Cloud
10 56 (2.26%) Reinsurance
11 53 (2.14%) Onboarding
12 51 (2.06%) Taxonomies
13 41 (1.66%) Legacy Code
14 39 (1.58%) Swaptions
15 38 (1.54%) Distributed Systems
16 33 (1.33%) NHS
17 31 (1.25%) Replication
18 30 (1.21%) Legacy Systems
19 22 (0.89%) Foreign Exchange (FX)
20 21 (0.85%) Life Science
Operating Systems
1 38 (1.54%) Linux
2 25 (1.01%) Windows
3 13 (0.53%) Apple iOS
4 9 (0.36%) Android
5 6 (0.24%) Unix
6 3 (0.12%) Windows Server
Processes & Methodologies
1 886 (35.83%) ETL
2 878 (35.50%) Analytics
3 767 (31.01%) Agile
4 748 (30.25%) Business Intelligence
5 736 (29.76%) Problem-Solving
6 609 (24.63%) Data Engineering
7 539 (21.80%) Data Architecture
8 462 (18.68%) DevOps
9 461 (18.64%) Data Science
10 458 (18.52%) CI/CD
11 456 (18.44%) Visualisation
12 444 (17.95%) Data Governance
13 417 (16.86%) Data Integration
14 402 (16.26%) Data Pipeline
15 379 (15.33%) Data Analysis
16 354 (14.31%) Data Management
17 353 (14.27%) Software Engineering
18 349 (14.11%) Machine Learning
19 337 (13.63%) Roadmaps
20 336 (13.59%) Data Analytics
Programming Languages
1 1,077 (43.55%) SQL
2 653 (26.41%) Python
3 246 (9.95%) Java
4 128 (5.18%) C#
5 119 (4.81%) Data Analysis Expressions
6 111 (4.49%) JavaScript
7 108 (4.37%) T-SQL
8 100 (4.04%) R
9 79 (3.19%) Scala
10 77 (3.11%) Go
11 70 (2.83%) SPARQL
12 65 (2.63%) Prolog
13 44 (1.78%) VB
14 32 (1.29%) MATLAB
14 32 (1.29%) PowerShell
15 31 (1.25%) PL/SQL
16 28 (1.13%) Apex Code
16 28 (1.13%) C
16 28 (1.13%) PHP
17 21 (0.85%) Groovy
Qualifications
1 477 (19.29%) Degree
2 188 (7.60%) Computer Science Degree
3 98 (3.96%) Security Cleared
4 91 (3.68%) Master's Degree
5 50 (2.02%) SC Cleared
6 48 (1.94%) Microsoft Certification
7 42 (1.70%) Azure Certification
8 33 (1.33%) DV Cleared
9 26 (1.05%) PhD
10 20 (0.81%) Numerate Degree
11 19 (0.77%) MBA
12 18 (0.73%) AWS Certification
13 17 (0.69%) CISSP
14 16 (0.65%) CISM
14 16 (0.65%) CRISC
14 16 (0.65%) GIAC
14 16 (0.65%) ISSMP
15 14 (0.57%) DBS Check
16 12 (0.49%) BPSS Clearance
17 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 549 (22.20%) Data Quality
2 182 (7.36%) GDPR
3 158 (6.39%) QA
4 51 (2.06%) Accessibility
5 21 (0.85%) SLA
6 20 (0.81%) PMO
7 16 (0.65%) COBIT
8 14 (0.57%) 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%) Good Clinical Practice
14 1 (0.040%) GxP
14 1 (0.040%) HIPAA
System Software
1 80 (3.23%) Active Directory
2 56 (2.26%) Docker
3 12 (0.49%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 75 (3.03%) Kubernetes
2 71 (2.87%) 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
1 413 (16.70%) Microsoft
2 305 (12.33%) Databricks
3 253 (10.23%) Google
4 193 (7.80%) Oracle
5 100 (4.04%) Informatica
6 68 (2.75%) Salesforce
7 64 (2.59%) SAP
8 56 (2.26%) Sybase
9 42 (1.70%) TIBCO
10 40 (1.62%) OpenLink
11 37 (1.50%) Alteryx
12 29 (1.17%) Splunk
13 26 (1.05%) Cognos
14 21 (0.85%) Dynatrace
15 19 (0.77%) Fortinet
15 19 (0.77%) Juniper
15 19 (0.77%) Sandvine
16 18 (0.73%) Atlassian
17 16 (0.65%) Alibaba
18 15 (0.61%) Cloudera