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

6 months to
20 May 2024
Same period 2023 Same period 2022
Rank 105 113 103
Rank change year-on-year +8 -10 +57
Permanent jobs citing Data Modelling 2,483 3,050 5,600
As % of all permanent jobs advertised in the UK 2.49% 3.07% 3.44%
As % of the Processes & Methodologies category 2.92% 3.21% 3.59%
Number of salaries quoted 1,508 1,758 2,670
10th Percentile £41,250 £42,500 £41,250
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 £87,500 £85,000 £83,750
90th Percentile £100,000 £100,355 £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 85,108 95,066 155,930
As % of all permanent jobs advertised in the UK 85.18% 95.58% 95.78%
Number of salaries quoted 59,794 56,135 83,138
10th Percentile £29,071 £34,000 £33,645
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,180 £60,000
Median % change year-on-year -10.10% +1.97% +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% +10.53%

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 20 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 20 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 -4 2,101 £67,500 - 618
UK excluding London +22 1,490 £60,000 +4.35% 336
London +3 913 £75,000 -5.96% 340
Work from Home -23 845 £62,500 -3.85% 257
North of England +38 412 £61,206 +2.01% 95
Scotland +33 276 £65,000 - 17
Midlands +24 270 £55,000 +10.00% 70
South East +5 261 £64,250 +7.08% 82
North West +77 247 £67,500 +28.57% 55
West Midlands +26 200 £57,500 +14.43% 56
South West -40 149 £55,000 -8.33% 35
Yorkshire -5 106 £47,500 -26.92% 27
East of England -49 74 £47,143 -18.01% 17
East Midlands +9 70 £45,000 -5.26% 14
North East +14 59 £63,874 -1.73% 13
Wales +10 48 £55,000 +22.22% 12
Northern Ireland +25 4 £50,000 -14.89% 9
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
1 163 (6.56%) Apache Spark
2 87 (3.50%) Apache
3 56 (2.26%) SAS
4 53 (2.13%) SharePoint
5 48 (1.93%) Apache Airflow
6 47 (1.89%) 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%) Apache Solr
11 2 (0.081%) BizTalk Server
11 2 (0.081%) Luigi
11 2 (0.081%) Moodle
12 1 (0.040%) Apache Synapse
Applications
1 108 (4.35%) Microsoft Excel
2 43 (1.73%) 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%) Endur
2 41 (1.65%) Dynamics CRM
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
8 4 (0.16%) SAP ERP
8 4 (0.16%) Teamcenter
9 3 (0.12%) Dynamics AX
9 3 (0.12%) OpenLink RightAngle
10 2 (0.081%) IBM Planning Analytics
10 2 (0.081%) MIS ActiveH
10 2 (0.081%) NEC Housing
10 2 (0.081%) SAP MDG
10 2 (0.081%) SAP MDG-BP
10 2 (0.081%) SAP MDG-F
11 1 (0.040%) Data Workbench
11 1 (0.040%) Oracle EBS
11 1 (0.040%) Oracle ERP
Cloud Services
1 947 (38.14%) Azure
2 700 (28.19%) AWS
3 554 (22.31%) Power Platform
4 363 (14.62%) GCP
5 207 (8.34%) Azure DevOps
6 159 (6.40%) Azure Data Factory
7 140 (5.64%) Snowflake
8 109 (4.39%) Power Automate
9 100 (4.03%) Amazon S3
10 98 (3.95%) PowerApps
11 92 (3.71%) Azure Synapse Analytics
12 89 (3.58%) Dynamics 365
13 82 (3.30%) Serverless
14 61 (2.46%) Microsoft 365
15 56 (2.26%) SaaS
16 54 (2.17%) dbt
17 53 (2.13%) Amazon Kinesis
17 53 (2.13%) Matillion
18 44 (1.77%) GitHub
19 43 (1.73%) 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 20 (0.81%) DSL
6 19 (0.77%) DNS
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
1 776 (31.25%) Data Warehouse
2 532 (21.43%) Power BI
3 368 (14.82%) SQL Server
4 259 (10.43%) Metadata
5 255 (10.27%) Data Lake
6 245 (9.87%) BigQuery
7 229 (9.22%) Looker
8 222 (8.94%) Tableau
9 221 (8.90%) Relational Database
10 202 (8.14%) Big Data
11 151 (6.08%) NoSQL
12 138 (5.56%) SQL Server Integration Services
13 110 (4.43%) Amazon Redshift
14 102 (4.11%) Data Vault
15 98 (3.95%) Hadoop
16 90 (3.62%) RDBMS
17 79 (3.18%) SQL Server Reporting Services
18 72 (2.90%) SQL Server Analysis Services
19 71 (2.86%) Star Schema
20 68 (2.74%) MySQL
Development Applications
1 213 (8.58%) Git
2 136 (5.48%) Jenkins
3 129 (5.20%) JIRA
4 76 (3.06%) Bitbucket
5 72 (2.90%) GitLab
6 65 (2.62%) Artifactory
7 33 (1.33%) Postman
8 29 (1.17%) Jaeger
9 19 (0.77%) Visual Studio
10 17 (0.68%) ERwin
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 6 (0.24%) ER Studio
12 6 (0.24%) Selenium
12 6 (0.24%) SoapUI
13 3 (0.12%) Cypress.io
13 3 (0.12%) GoCD
13 3 (0.12%) Team Foundation Server
General
1 653 (26.30%) Analytical Skills
2 649 (26.14%) Finance
3 598 (24.08%) Social Skills
4 360 (14.50%) Inclusion and Diversity
5 288 (11.60%) Law
6 231 (9.30%) Marketing
7 164 (6.60%) Banking
8 141 (5.68%) Legal
9 112 (4.51%) Presentation Skills
10 97 (3.91%) Public Sector
11 85 (3.42%) Billing
12 73 (2.94%) Games
13 61 (2.46%) Retail
14 46 (1.85%) Manufacturing
14 46 (1.85%) Organisational Skills
14 46 (1.85%) Retail Banking
15 45 (1.81%) Financial Institution
16 43 (1.73%) Investment Banking
17 31 (1.25%) Pharmaceutical
18 29 (1.17%) Telecoms
Job Titles
1 562 (22.63%) Architect
2 545 (21.95%) Data Engineer
3 472 (19.01%) Senior
4 403 (16.23%) Data Architect
5 315 (12.69%) Developer
6 265 (10.67%) Lead
7 262 (10.55%) Analyst
8 190 (7.65%) Software Engineer
9 120 (4.83%) Data Manager
10 112 (4.51%) Business Intelligence Developer
10 112 (4.51%) Solutions Architect
11 110 (4.43%) Data Analyst
12 106 (4.27%) Lead Software Engineer
13 103 (4.15%) Senior Data Engineer
14 100 (4.03%) Senior Architect
15 90 (3.62%) Engineering Manager
16 80 (3.22%) Consultant
17 69 (2.78%) Senior Data Architect
18 67 (2.70%) Senior Developer
19 66 (2.66%) Senior Analyst
Libraries, Frameworks & Software Standards
1 138 (5.56%) JSON
2 115 (4.63%) Spring Boot
3 114 (4.59%) RESTful
4 110 (4.43%) Kafka
5 108 (4.35%) Spring
6 107 (4.31%) Web Services
7 103 (4.15%) XML
8 81 (3.26%) PySpark
9 78 (3.14%) REST
10 71 (2.86%) CSS
10 71 (2.86%) LDAP
11 68 (2.74%) HTML
11 68 (2.74%) OpenID
12 67 (2.70%) .NET
13 66 (2.66%) React
14 65 (2.62%) JSON-LD
14 65 (2.62%) SAML
15 31 (1.25%) ASP.NET
16 29 (1.17%) Node.js
16 29 (1.17%) OpenTelemetry
Miscellaneous
1 284 (11.44%) Management Information System
2 202 (8.14%) Self-Motivation
3 194 (7.81%) Product Ownership
4 175 (7.05%) Algorithms
5 174 (7.01%) Data Structures
6 164 (6.60%) Cloud Native
7 97 (3.91%) Public Cloud
8 96 (3.87%) Reference Data
9 69 (2.78%) Enterprise Cloud
10 60 (2.42%) Reinsurance
11 58 (2.34%) Taxonomies
12 53 (2.13%) Onboarding
13 43 (1.73%) Legacy Code
14 42 (1.69%) Swaptions
15 39 (1.57%) Distributed Systems
16 32 (1.29%) NHS
16 32 (1.29%) Replication
17 29 (1.17%) Legacy Systems
18 23 (0.93%) IoT
19 22 (0.89%) Foreign Exchange (FX)
Operating Systems
1 38 (1.53%) 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
1 913 (36.77%) ETL
2 872 (35.12%) Analytics
3 778 (31.33%) Agile
4 733 (29.52%) Business Intelligence
5 727 (29.28%) Problem-Solving
6 614 (24.73%) Data Engineering
7 529 (21.30%) Data Architecture
8 466 (18.77%) CI/CD
9 465 (18.73%) DevOps
10 458 (18.45%) Data Science
11 455 (18.32%) Visualisation
12 439 (17.68%) Data Governance
13 414 (16.67%) Data Integration
13 414 (16.67%) Data Pipeline
14 368 (14.82%) Data Analysis
15 356 (14.34%) Software Engineering
16 353 (14.22%) Machine Learning
17 345 (13.89%) Data Management
17 345 (13.89%) Roadmaps
18 330 (13.29%) Data Analytics
Programming Languages
1 1,082 (43.58%) SQL
2 670 (26.98%) Python
3 256 (10.31%) Java
4 129 (5.20%) C#
5 122 (4.91%) Data Analysis Expressions
6 109 (4.39%) JavaScript
7 105 (4.23%) T-SQL
8 104 (4.19%) R
9 82 (3.30%) Scala
10 77 (3.10%) Go
11 70 (2.82%) SPARQL
12 65 (2.62%) Prolog
13 47 (1.89%) VB
14 32 (1.29%) MATLAB
14 32 (1.29%) PowerShell
15 30 (1.21%) PL/SQL
16 28 (1.13%) Apex Code
16 28 (1.13%) C
16 28 (1.13%) PHP
17 21 (0.85%) Groovy
Qualifications
1 483 (19.45%) Degree
2 184 (7.41%) Computer Science Degree
3 104 (4.19%) Security Cleared
4 89 (3.58%) Master's Degree
5 53 (2.13%) Microsoft Certification
5 53 (2.13%) SC Cleared
6 43 (1.73%) Azure Certification
7 33 (1.33%) DV Cleared
8 27 (1.09%) PhD
9 22 (0.89%) Numerate Degree
10 19 (0.77%) MBA
11 17 (0.68%) AWS Certification
11 17 (0.68%) CISSP
12 16 (0.64%) CISM
12 16 (0.64%) CRISC
12 16 (0.64%) GIAC
12 16 (0.64%) ISSMP
13 14 (0.56%) DBS Check
14 13 (0.52%) BPSS Clearance
15 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 533 (21.47%) Data Quality
2 181 (7.29%) GDPR
3 162 (6.52%) QA
4 50 (2.01%) Accessibility
5 23 (0.93%) PMO
5 23 (0.93%) SLA
6 16 (0.64%) COBIT
7 14 (0.56%) California Consumer Privacy Act
8 11 (0.44%) Actionable Recommendations
9 5 (0.20%) ISO/IEC 27001
10 4 (0.16%) Solvency II
11 3 (0.12%) GRC
11 3 (0.12%) ISO 20022
11 3 (0.12%) SNOMED CT
11 3 (0.12%) WCAG
12 2 (0.081%) HL7
12 2 (0.081%) ISO 9001
13 1 (0.040%) GxP
13 1 (0.040%) HIPAA
13 1 (0.040%) HMG Security Policy Framework
System Software
1 79 (3.18%) Active Directory
2 53 (2.13%) Docker
3 12 (0.48%) HDFS
4 4 (0.16%) Virtual Machines
Systems Management
1 77 (3.10%) Kubernetes
2 71 (2.86%) Terraform
3 32 (1.29%) 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 (16.67%) Microsoft
2 315 (12.69%) Databricks
3 254 (10.23%) Google
4 200 (8.05%) Oracle
5 101 (4.07%) Informatica
6 68 (2.74%) Salesforce
7 67 (2.70%) SAP
8 61 (2.46%) Sybase
9 45 (1.81%) TIBCO
10 43 (1.73%) OpenLink
11 38 (1.53%) Alteryx
12 29 (1.17%) Splunk
13 28 (1.13%) Cognos
14 21 (0.85%) Atlassian
14 21 (0.85%) Dynatrace
15 20 (0.81%) Fortinet
15 20 (0.81%) Juniper
15 20 (0.81%) Sandvine
16 17 (0.68%) Cloudera
17 16 (0.64%) Alibaba