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

6 months to
2 May 2024
Same period 2023 Same period 2022
Rank 106 110 105
Rank change year-on-year +4 -5 +50
Permanent jobs citing Data Modelling 2,487 3,220 5,229
As % of all permanent jobs advertised in the UK 2.52% 3.10% 3.35%
As % of the Processes & Methodologies category 2.94% 3.24% 3.50%
Number of salaries quoted 1,539 1,834 2,644
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 £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 84,683 99,249 149,267
As % of all permanent jobs advertised in the UK 85.94% 95.61% 95.60%
Number of salaries quoted 59,831 58,284 83,142
10th Percentile £29,000 £34,182 £33,500
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,500 £60,000
Median % change year-on-year -10.57% +2.50% +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 2 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 2 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 -1 2,113 £67,500 - 486
UK excluding London +11 1,495 £60,000 +4.35% 251
London +6 909 £75,000 -3.23% 253
Work from Home -27 843 £62,500 -3.85% 243
North of England +41 422 £61,206 -0.88% 79
South East -10 277 £65,000 +8.33% 42
Scotland +46 274 £65,000 - 20
Midlands +20 255 £54,825 +9.65% 52
North West +77 250 £65,000 +23.81% 49
West Midlands +25 191 £55,000 +8.91% 37
South West -39 146 £55,000 -8.71% 22
Yorkshire +3 111 £50,000 -23.08% 22
East of England -44 76 £47,143 -18.01% 22
East Midlands +1 64 £46,250 -2.63% 15
North East +13 61 £63,874 -1.73% 8
Wales +5 44 £55,000 +22.22% 16
Northern Ireland +27 3 £50,000 -9.09% 3
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
1 162 (6.51%) Apache Spark
2 88 (3.54%) Apache
3 58 (2.33%) SAS
4 54 (2.17%) SharePoint
5 49 (1.97%) Apache Airflow
6 43 (1.73%) Microsoft Exchange
7 23 (0.92%) Confluence
8 21 (0.84%) GemFire
9 4 (0.16%) Jupyter
10 3 (0.12%) Tomcat
10 3 (0.12%) WildFly
11 2 (0.080%) Apache Solr
11 2 (0.080%) BizTalk Server
11 2 (0.080%) CMS
11 2 (0.080%) JBoss
11 2 (0.080%) Luigi
11 2 (0.080%) Moodle
12 1 (0.040%) Apache Synapse
12 1 (0.040%) Red Hat Fuse
Applications
1 106 (4.26%) Microsoft Excel
2 41 (1.65%) 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 44 (1.77%) Dynamics CRM
2 39 (1.57%) 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 5 (0.20%) Odoo
7 5 (0.20%) OpenLink RightAngle
8 4 (0.16%) Dynamics AX
8 4 (0.16%) Teamcenter
9 3 (0.12%) SAP ERP
10 2 (0.080%) IBM Planning Analytics
10 2 (0.080%) MIS ActiveH
10 2 (0.080%) NEC Housing
10 2 (0.080%) Oracle EBS
10 2 (0.080%) Oracle ERP
10 2 (0.080%) Temenos T24
11 1 (0.040%) FastStats
11 1 (0.040%) Oracle Subledger Accounting
11 1 (0.040%) Shopify
Cloud Services
1 929 (37.35%) Azure
2 691 (27.78%) AWS
3 536 (21.55%) Power Platform
4 372 (14.96%) GCP
5 202 (8.12%) Azure DevOps
6 148 (5.95%) Azure Data Factory
7 146 (5.87%) Snowflake
8 108 (4.34%) Power Automate
9 103 (4.14%) Amazon S3
10 100 (4.02%) PowerApps
11 93 (3.74%) Dynamics 365
12 92 (3.70%) Serverless
13 87 (3.50%) Azure Synapse Analytics
14 59 (2.37%) Microsoft 365
14 59 (2.37%) SaaS
15 57 (2.29%) Matillion
16 55 (2.21%) dbt
17 54 (2.17%) Amazon Kinesis
18 47 (1.89%) AWS Lambda
19 44 (1.77%) GitHub
Communications & Networking
1 68 (2.73%) Kerberos
2 27 (1.09%) Firewall
3 26 (1.05%) Internet
3 26 (1.05%) LAN
3 26 (1.05%) WAN
4 18 (0.72%) DNS
4 18 (0.72%) DSL
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
1 753 (30.28%) Data Warehouse
2 513 (20.63%) Power BI
3 360 (14.48%) SQL Server
4 264 (10.62%) Metadata
5 257 (10.33%) Data Lake
6 250 (10.05%) BigQuery
7 231 (9.29%) Looker
8 216 (8.69%) Relational Database
9 210 (8.44%) Tableau
10 198 (7.96%) Big Data
11 149 (5.99%) NoSQL
12 137 (5.51%) SQL Server Integration Services
13 116 (4.66%) Amazon Redshift
14 106 (4.26%) Hadoop
15 93 (3.74%) Data Vault
16 85 (3.42%) RDBMS
17 79 (3.18%) SQL Server Reporting Services
18 74 (2.98%) SQL Server Analysis Services
18 74 (2.98%) Star Schema
19 69 (2.77%) MySQL
Development Applications
1 206 (8.28%) Git
2 135 (5.43%) Jenkins
3 123 (4.95%) JIRA
4 77 (3.10%) Bitbucket
5 73 (2.94%) GitLab
6 65 (2.61%) Artifactory
7 32 (1.29%) Postman
8 29 (1.17%) Jaeger
9 19 (0.76%) ERwin
10 18 (0.72%) 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%) Selenium
15 3 (0.12%) Visual Studio Team System
16 2 (0.080%) Mercurial
16 2 (0.080%) WebDriver
General
1 674 (27.10%) Finance
2 638 (25.65%) Analytical Skills
3 588 (23.64%) Social Skills
4 355 (14.27%) Inclusion and Diversity
5 292 (11.74%) Law
6 230 (9.25%) Marketing
7 166 (6.67%) Banking
8 145 (5.83%) Legal
9 111 (4.46%) Presentation Skills
10 96 (3.86%) Public Sector
11 85 (3.42%) Billing
12 72 (2.90%) Games
13 63 (2.53%) Retail
14 46 (1.85%) Financial Institution
14 46 (1.85%) Organisational Skills
15 44 (1.77%) Investment Banking
15 44 (1.77%) Retail Banking
16 43 (1.73%) Manufacturing
17 30 (1.21%) Telecoms
18 29 (1.17%) Influencing Skills
Job Titles
1 576 (23.16%) Architect
2 545 (21.91%) Data Engineer
3 466 (18.74%) Senior
4 414 (16.65%) Data Architect
5 309 (12.42%) Developer
6 273 (10.98%) Analyst
7 262 (10.53%) Lead
8 189 (7.60%) Software Engineer
9 123 (4.95%) Solutions Architect
10 119 (4.78%) Data Manager
11 113 (4.54%) Data Analyst
12 112 (4.50%) Business Intelligence Developer
13 106 (4.26%) Lead Software Engineer
14 105 (4.22%) Senior Data Engineer
15 101 (4.06%) Senior Architect
16 91 (3.66%) Engineering Manager
17 83 (3.34%) Consultant
18 70 (2.81%) Senior Data Architect
19 68 (2.73%) Senior Analyst
19 68 (2.73%) Senior Developer
Libraries, Frameworks & Software Standards
1 141 (5.67%) JSON
2 116 (4.66%) Spring Boot
3 111 (4.46%) RESTful
3 111 (4.46%) Spring
4 110 (4.42%) Kafka
5 108 (4.34%) Web Services
5 108 (4.34%) XML
6 77 (3.10%) REST
7 76 (3.06%) PySpark
8 71 (2.85%) LDAP
9 68 (2.73%) CSS
9 68 (2.73%) OpenID
10 65 (2.61%) .NET
10 65 (2.61%) HTML
10 65 (2.61%) JSON-LD
10 65 (2.61%) SAML
11 61 (2.45%) React
12 30 (1.21%) ASP.NET
13 29 (1.17%) OpenTelemetry
14 28 (1.13%) Lightning Web Components
Miscellaneous
1 275 (11.06%) Management Information System
2 203 (8.16%) Self-Motivation
3 196 (7.88%) Product Ownership
4 175 (7.04%) Data Structures
5 165 (6.63%) Algorithms
5 165 (6.63%) Cloud Native
6 104 (4.18%) Public Cloud
7 95 (3.82%) Reference Data
8 69 (2.77%) Enterprise Cloud
9 64 (2.57%) Reinsurance
10 62 (2.49%) Taxonomies
11 51 (2.05%) Onboarding
12 43 (1.73%) Legacy Code
13 40 (1.61%) Distributed Systems
14 38 (1.53%) Swaptions
15 31 (1.25%) Replication
16 30 (1.21%) NHS
17 27 (1.09%) Legacy Systems
18 25 (1.01%) Foreign Exchange (FX)
19 23 (0.92%) IoT
Operating Systems
1 34 (1.37%) Linux
2 23 (0.92%) Windows
3 12 (0.48%) Apple iOS
4 8 (0.32%) Android
5 5 (0.20%) Unix
6 2 (0.080%) Windows Server
7 1 (0.040%) Ubuntu
Processes & Methodologies
1 921 (37.03%) ETL
2 874 (35.14%) Analytics
3 783 (31.48%) Agile
4 718 (28.87%) Business Intelligence
5 714 (28.71%) Problem-Solving
6 591 (23.76%) Data Engineering
7 532 (21.39%) Data Architecture
8 463 (18.62%) CI/CD
9 451 (18.13%) DevOps
10 450 (18.09%) Data Science
11 442 (17.77%) Visualisation
12 434 (17.45%) Data Governance
13 426 (17.13%) Data Integration
14 417 (16.77%) Data Pipeline
15 367 (14.76%) Machine Learning
16 365 (14.68%) Data Analysis
17 352 (14.15%) Software Engineering
18 348 (13.99%) Roadmaps
19 345 (13.87%) Data Management
20 320 (12.87%) Mentoring
Programming Languages
1 1,084 (43.59%) SQL
2 670 (26.94%) Python
3 261 (10.49%) Java
4 125 (5.03%) C#
5 121 (4.87%) Data Analysis Expressions
6 109 (4.38%) T-SQL
7 104 (4.18%) JavaScript
8 102 (4.10%) R
9 85 (3.42%) Scala
10 76 (3.06%) Go
11 70 (2.81%) SPARQL
12 65 (2.61%) Prolog
13 42 (1.69%) VB
14 34 (1.37%) MATLAB
15 33 (1.33%) PL/SQL
16 30 (1.21%) PowerShell
17 28 (1.13%) Apex Code
17 28 (1.13%) C
17 28 (1.13%) PHP
18 21 (0.84%) Groovy
Qualifications
1 464 (18.66%) Degree
2 179 (7.20%) Computer Science Degree
3 110 (4.42%) Security Cleared
4 76 (3.06%) Master's Degree
5 58 (2.33%) SC Cleared
6 55 (2.21%) Microsoft Certification
7 38 (1.53%) Azure Certification
8 33 (1.33%) DV Cleared
9 23 (0.92%) Numerate Degree
10 19 (0.76%) MBA
11 18 (0.72%) AWS Certification
11 18 (0.72%) PhD
12 16 (0.64%) CISSP
13 15 (0.60%) CISM
13 15 (0.60%) CRISC
13 15 (0.60%) GIAC
13 15 (0.60%) ISSMP
14 13 (0.52%) BPSS Clearance
15 11 (0.44%) PMI Certification
16 10 (0.40%) IIBA
Quality Assurance & Compliance
1 532 (21.39%) Data Quality
2 183 (7.36%) GDPR
3 169 (6.80%) QA
4 47 (1.89%) Accessibility
5 28 (1.13%) PMO
6 23 (0.92%) SLA
7 15 (0.60%) COBIT
8 14 (0.56%) 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 (0.080%) HL7
13 2 (0.080%) ISO 9001
13 2 (0.080%) NCSC
14 1 (0.040%) GxP
14 1 (0.040%) HIPAA
System Software
1 79 (3.18%) Active Directory
2 55 (2.21%) Docker
3 12 (0.48%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 80 (3.22%) Kubernetes
2 65 (2.61%) Terraform
3 31 (1.25%) Ansible
4 24 (0.97%) Grafana
5 23 (0.92%) Kibana
6 22 (0.88%) Prometheus
7 21 (0.84%) HAProxy
7 21 (0.84%) ITRS Geneos
7 21 (0.84%) 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 2 (0.080%) Single Sign-On
10 2 (0.080%) WebSphere Cast Iron
11 1 (0.040%) Enterprise Manager Cloud Control
11 1 (0.040%) Rancher
11 1 (0.040%) ZABBIX
Vendors
1 416 (16.73%) Microsoft
2 304 (12.22%) Databricks
3 262 (10.53%) Google
4 198 (7.96%) Oracle
5 102 (4.10%) Informatica
6 69 (2.77%) SAP
7 66 (2.65%) Salesforce
8 57 (2.29%) Sybase
9 41 (1.65%) TIBCO
10 40 (1.61%) Alteryx
11 39 (1.57%) OpenLink
12 30 (1.21%) Splunk
13 28 (1.13%) Cognos
14 21 (0.84%) Atlassian
14 21 (0.84%) Dynatrace
14 21 (0.84%) Fortinet
14 21 (0.84%) Juniper
14 21 (0.84%) Sandvine
15 20 (0.80%) IBM
16 17 (0.68%) Cloudera