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

6 months to
28 May 2024
Same period 2023 Same period 2022
Rank 106 109 104
Rank change year-on-year +3 -5 +56
Permanent jobs citing Data Modelling 2,480 3,011 5,749
As % of all permanent jobs advertised in the UK 2.42% 3.09% 3.44%
As % of the Processes & Methodologies category 2.87% 3.24% 3.59%
Number of salaries quoted 1,503 1,723 2,683
10th Percentile £40,992 £42,500 £41,250
25th Percentile £50,000 £51,250 £51,250
Median annual salary (50th Percentile) £65,000 £67,500 £65,000
Median % change year-on-year -3.70% +3.85% +13.04%
75th Percentile £87,500 £85,000 £83,750
90th Percentile £100,000 £101,237 £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 86,445 93,025 160,114
As % of all permanent jobs advertised in the UK 84.24% 95.56% 95.90%
Number of salaries quoted 60,550 54,985 83,280
10th Percentile £29,250 £34,000 £33,500
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,000 £60,000
Median % change year-on-year -9.84% +1.67% +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 28 May 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 28 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
England -8 2,099 £67,500 - 591
UK excluding London +20 1,501 £60,000 +4.35% 268
London +1 901 £75,000 -6.25% 329
Work from Home -31 834 £62,500 -3.85% 251
North of England +37 417 £61,206 +2.01% 85
Midlands +35 274 £55,000 +10.00% 58
Scotland +46 273 £65,000 - 17
South East -2 263 £65,000 +8.33% 51
North West +94 255 £67,500 +28.57% 48
West Midlands +23 204 £57,500 +15.00% 42
South West -36 147 £55,000 -8.71% 30
Yorkshire -11 105 £47,500 -26.92% 24
East of England -54 76 £47,143 -18.01% 14
East Midlands +12 70 £45,000 -5.26% 16
North East +7 57 £64,000 -1.54% 13
Wales +6 48 £55,000 +22.22% 9
Northern Ireland +15 5 £50,000 -14.89% 7
Isle of Man - 2 £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
1 161 (6.49%) Apache Spark
2 85 (3.43%) Apache
3 53 (2.14%) SAS
4 51 (2.06%) SharePoint
5 47 (1.90%) Apache Airflow
6 44 (1.77%) Microsoft Exchange
7 24 (0.97%) Confluence
8 21 (0.85%) GemFire
9 4 (0.16%) 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%) Apache Synapse
12 1 (0.040%) Oracle Workflow
Applications
1 110 (4.44%) Microsoft Excel
2 44 (1.77%) Microsoft Office
3 30 (1.21%) MS Visio
4 26 (1.05%) Microsoft PowerPoint
5 15 (0.60%) Trello
6 12 (0.48%) Spreadsheet
7 4 (0.16%) SPSS
8 3 (0.12%) Chatbot
9 1 (0.040%) Windchill
Business Applications
1 42 (1.69%) Dynamics CRM
2 40 (1.61%) Endur
3 15 (0.60%) SAP BPC
4 14 (0.56%) Sparx Enterprise Architect
5 11 (0.44%) SAP S/4HANA
6 7 (0.28%) NetSuite
7 5 (0.20%) Odoo
8 4 (0.16%) SAP ERP
8 4 (0.16%) Teamcenter
9 2 (0.081%) Dynamics AX
9 2 (0.081%) IBM Planning Analytics
9 2 (0.081%) MIS ActiveH
9 2 (0.081%) NEC Housing
9 2 (0.081%) OpenLink RightAngle
9 2 (0.081%) Oracle EBS
9 2 (0.081%) Oracle ERP
9 2 (0.081%) SAP MDG
9 2 (0.081%) SAP MDG-BP
9 2 (0.081%) SAP MDG-F
10 1 (0.040%) Data Workbench
Cloud Services
1 958 (38.63%) Azure
2 695 (28.02%) AWS
3 567 (22.86%) Power Platform
4 356 (14.35%) GCP
5 207 (8.35%) Azure DevOps
6 159 (6.41%) Azure Data Factory
7 138 (5.56%) Snowflake
8 108 (4.35%) Power Automate
9 100 (4.03%) PowerApps
10 98 (3.95%) Amazon S3
11 96 (3.87%) Azure Synapse Analytics
12 88 (3.55%) Dynamics 365
13 80 (3.23%) Serverless
14 62 (2.50%) Microsoft 365
15 57 (2.30%) SaaS
16 54 (2.18%) dbt
17 53 (2.14%) Amazon Kinesis
18 52 (2.10%) Matillion
19 43 (1.73%) GitHub
20 42 (1.69%) Amazon EC2
Communications & Networking
1 68 (2.74%) Kerberos
2 28 (1.13%) Firewall
3 25 (1.01%) LAN
3 25 (1.01%) WAN
4 24 (0.97%) Internet
5 19 (0.77%) DNS
5 19 (0.77%) DSL
6 14 (0.56%) HTTP
7 12 (0.48%) Wireless
8 10 (0.40%) Network Security
8 10 (0.40%) TCP/IP
9 9 (0.36%) VPN
10 8 (0.32%) SSL
11 7 (0.28%) Broadband
12 6 (0.24%) VLAN
13 5 (0.20%) BGP
13 5 (0.20%) Intrusion Detection
13 5 (0.20%) IPsec
13 5 (0.20%) NGFW
13 5 (0.20%) OSPF
Database & Business Intelligence
1 787 (31.73%) Data Warehouse
2 545 (21.98%) Power BI
3 365 (14.72%) SQL Server
4 260 (10.48%) Metadata
5 251 (10.12%) Data Lake
6 242 (9.76%) BigQuery
7 229 (9.23%) Tableau
8 228 (9.19%) Looker
9 217 (8.75%) Relational Database
10 199 (8.02%) Big Data
11 147 (5.93%) NoSQL
12 139 (5.60%) SQL Server Integration Services
13 114 (4.60%) Data Vault
14 107 (4.31%) Amazon Redshift
15 97 (3.91%) Hadoop
16 87 (3.51%) RDBMS
17 79 (3.19%) SQL Server Reporting Services
18 73 (2.94%) SQL Server Analysis Services
19 69 (2.78%) Star Schema
20 66 (2.66%) MySQL
Development Applications
1 212 (8.55%) Git
2 133 (5.36%) Jenkins
3 125 (5.04%) 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 19 (0.77%) 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%) Selenium
13 6 (0.24%) SoapUI
14 4 (0.16%) Subversion
15 3 (0.12%) Cypress.io
15 3 (0.12%) Team Foundation Server
General
1 646 (26.05%) Analytical Skills
2 635 (25.60%) Finance
3 593 (23.91%) Social Skills
4 355 (14.31%) Inclusion and Diversity
5 279 (11.25%) Law
6 225 (9.07%) Marketing
7 166 (6.69%) Banking
8 138 (5.56%) Legal
9 121 (4.88%) Presentation Skills
10 96 (3.87%) Public Sector
11 85 (3.43%) Billing
12 70 (2.82%) Games
13 60 (2.42%) Retail
14 47 (1.90%) Manufacturing
15 45 (1.81%) Financial Institution
15 45 (1.81%) Organisational Skills
16 44 (1.77%) Retail Banking
17 42 (1.69%) Investment Banking
18 32 (1.29%) Pharmaceutical
19 29 (1.17%) Telecoms
Job Titles
1 572 (23.06%) Architect
2 533 (21.49%) Data Engineer
3 469 (18.91%) Senior
4 413 (16.65%) Data Architect
5 314 (12.66%) Developer
6 269 (10.85%) Analyst
7 266 (10.73%) Lead
8 190 (7.66%) Software Engineer
9 121 (4.88%) Data Manager
10 114 (4.60%) Data Analyst
11 111 (4.48%) Business Intelligence Developer
12 110 (4.44%) Solutions Architect
13 105 (4.23%) Lead Software Engineer
14 100 (4.03%) Senior Architect
15 99 (3.99%) Senior Data Engineer
16 89 (3.59%) Engineering Manager
17 76 (3.06%) Consultant
18 69 (2.78%) Senior Analyst
18 69 (2.78%) Senior Developer
19 68 (2.74%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 137 (5.52%) JSON
2 116 (4.68%) RESTful
3 113 (4.56%) Spring Boot
4 109 (4.40%) Kafka
4 109 (4.40%) Web Services
5 106 (4.27%) Spring
5 106 (4.27%) XML
6 78 (3.15%) PySpark
6 78 (3.15%) REST
7 72 (2.90%) CSS
8 71 (2.86%) LDAP
9 69 (2.78%) HTML
10 68 (2.74%) OpenID
11 67 (2.70%) React
12 66 (2.66%) .NET
13 65 (2.62%) JSON-LD
13 65 (2.62%) SAML
14 32 (1.29%) ASP.NET
15 31 (1.25%) Node.js
16 29 (1.17%) OpenTelemetry
Miscellaneous
1 284 (11.45%) Management Information System
2 201 (8.10%) Self-Motivation
3 189 (7.62%) Product Ownership
4 179 (7.22%) Algorithms
5 174 (7.02%) Data Structures
6 161 (6.49%) Cloud Native
7 97 (3.91%) Reference Data
8 92 (3.71%) Public Cloud
9 69 (2.78%) Enterprise Cloud
10 57 (2.30%) Reinsurance
11 53 (2.14%) Onboarding
11 53 (2.14%) Taxonomies
12 42 (1.69%) Legacy Code
13 39 (1.57%) Swaptions
14 37 (1.49%) Distributed Systems
15 33 (1.33%) NHS
16 31 (1.25%) Replication
17 30 (1.21%) Legacy Systems
18 22 (0.89%) Foreign Exchange (FX)
18 22 (0.89%) IoT
Operating Systems
1 39 (1.57%) Linux
2 25 (1.01%) Windows
3 13 (0.52%) Apple iOS
4 9 (0.36%) Android
5 7 (0.28%) Unix
6 3 (0.12%) Windows Server
Processes & Methodologies
1 894 (36.05%) ETL
2 881 (35.52%) Analytics
3 773 (31.17%) Agile
4 746 (30.08%) Business Intelligence
5 734 (29.60%) Problem-Solving
6 608 (24.52%) Data Engineering
7 537 (21.65%) Data Architecture
8 471 (18.99%) DevOps
9 464 (18.71%) Data Science
10 461 (18.59%) CI/CD
11 457 (18.43%) Visualisation
12 443 (17.86%) Data Governance
13 416 (16.77%) Data Integration
14 403 (16.25%) Data Pipeline
15 379 (15.28%) Data Analysis
16 352 (14.19%) Software Engineering
17 350 (14.11%) Machine Learning
18 349 (14.07%) Data Management
19 343 (13.83%) Roadmaps
20 337 (13.59%) Data Analytics
Programming Languages
1 1,074 (43.31%) SQL
2 653 (26.33%) Python
3 247 (9.96%) Java
4 129 (5.20%) C#
5 120 (4.84%) Data Analysis Expressions
6 111 (4.48%) JavaScript
7 107 (4.31%) T-SQL
8 101 (4.07%) R
9 80 (3.23%) Scala
10 77 (3.10%) Go
11 70 (2.82%) SPARQL
12 65 (2.62%) Prolog
13 44 (1.77%) VB
14 32 (1.29%) MATLAB
15 31 (1.25%) PL/SQL
15 31 (1.25%) PowerShell
16 28 (1.13%) Apex Code
16 28 (1.13%) C
16 28 (1.13%) PHP
17 21 (0.85%) Groovy
Qualifications
1 482 (19.44%) Degree
2 187 (7.54%) Computer Science Degree
3 101 (4.07%) Security Cleared
4 93 (3.75%) Master's Degree
5 52 (2.10%) SC Cleared
6 49 (1.98%) Microsoft Certification
7 41 (1.65%) Azure Certification
8 33 (1.33%) DV Cleared
9 27 (1.09%) PhD
10 21 (0.85%) Numerate Degree
11 19 (0.77%) MBA
12 17 (0.69%) AWS Certification
12 17 (0.69%) CISSP
13 16 (0.65%) CISM
13 16 (0.65%) CRISC
13 16 (0.65%) GIAC
13 16 (0.65%) ISSMP
14 14 (0.56%) DBS Check
15 12 (0.48%) BPSS Clearance
16 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 544 (21.94%) Data Quality
2 181 (7.30%) GDPR
3 161 (6.49%) QA
4 50 (2.02%) Accessibility
5 23 (0.93%) SLA
6 21 (0.85%) PMO
7 16 (0.65%) 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%) Good Clinical Practice
14 1 (0.040%) GxP
14 1 (0.040%) HIPAA
System Software
1 79 (3.19%) Active Directory
2 56 (2.26%) Docker
3 12 (0.48%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 76 (3.06%) Kubernetes
2 71 (2.86%) 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%) Active Directory Federation Services
8 3 (0.12%) Oracle Enterprise Manager
9 2 (0.081%) Single Sign-On
Vendors
1 414 (16.69%) Microsoft
2 311 (12.54%) Databricks
3 253 (10.20%) Google
4 195 (7.86%) Oracle
5 101 (4.07%) Informatica
6 68 (2.74%) Salesforce
6 68 (2.74%) SAP
7 57 (2.30%) Sybase
8 42 (1.69%) TIBCO
9 40 (1.61%) OpenLink
10 38 (1.53%) Alteryx
11 29 (1.17%) Splunk
12 27 (1.09%) Cognos
13 21 (0.85%) Dynatrace
14 20 (0.81%) Fortinet
14 20 (0.81%) Juniper
14 20 (0.81%) Sandvine
15 19 (0.77%) Atlassian
16 16 (0.65%) Alibaba
16 16 (0.65%) Cloudera