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

6 months to
18 May 2024
Same period 2023 Same period 2022
Rank 108 112 103
Rank change year-on-year +4 -9 +55
Permanent jobs citing Data Modelling 2,480 3,047 5,532
As % of all permanent jobs advertised in the UK 2.48% 3.07% 3.44%
As % of the Processes & Methodologies category 2.91% 3.21% 3.59%
Number of salaries quoted 1,513 1,753 2,658
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 £100,948 £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 85,135 94,784 153,905
As % of all permanent jobs advertised in the UK 85.22% 95.58% 95.76%
Number of salaries quoted 59,872 55,911 82,488
10th Percentile £29,089 £34,000 £33,635
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% +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 18 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 18 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 -5 2,104 £67,500 - 600
UK excluding London +19 1,484 £60,000 +4.35% 327
London +3 915 £75,000 -5.96% 328
Work from Home -27 852 £62,500 -3.85% 253
North of England +42 412 £61,206 +2.01% 92
Scotland +38 274 £65,000 - 16
Midlands +31 268 £55,000 +10.00% 69
South East 0 263 £65,000 +8.33% 80
North West +87 246 £67,500 +28.57% 55
West Midlands +30 200 £57,500 +15.00% 55
South West -36 147 £55,000 -8.33% 33
Yorkshire -1 106 £47,500 -26.92% 24
East of England -48 74 £47,143 -18.01% 16
East Midlands +16 68 £45,000 -5.26% 14
North East +10 60 £63,874 -1.73% 13
Wales +6 47 £55,000 +22.22% 14
Northern Ireland +14 3 £50,000 -14.89% 8
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 (6.57%) Apache Spark
2 87 (3.51%) Apache
3 56 (2.26%) SAS
4 53 (2.14%) SharePoint
5 48 (1.94%) Apache Airflow
6 47 (1.90%) 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
12 1 (0.040%) JBoss
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%) Dynamics AX
8 4 (0.16%) SAP ERP
8 4 (0.16%) Teamcenter
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%) Oracle EBS
11 1 (0.040%) Temenos T24
11 1 (0.040%) Unica
Cloud Services
1 934 (37.66%) Azure
2 687 (27.70%) AWS
3 541 (21.81%) Power Platform
4 364 (14.68%) GCP
5 207 (8.35%) Azure DevOps
6 159 (6.41%) Azure Data Factory
7 141 (5.69%) Snowflake
8 109 (4.40%) Power Automate
9 100 (4.03%) Amazon S3
10 98 (3.95%) PowerApps
11 92 (3.71%) Azure Synapse Analytics
12 90 (3.63%) Dynamics 365
13 82 (3.31%) Serverless
14 61 (2.46%) Microsoft 365
15 56 (2.26%) SaaS
16 55 (2.22%) dbt
17 54 (2.18%) Matillion
18 52 (2.10%) Amazon Kinesis
19 44 (1.77%) GitHub
20 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
1 765 (30.85%) Data Warehouse
2 519 (20.93%) Power BI
3 369 (14.88%) SQL Server
4 259 (10.44%) Metadata
5 255 (10.28%) Data Lake
6 246 (9.92%) BigQuery
7 230 (9.27%) Looker
8 222 (8.95%) Relational Database
9 209 (8.43%) Tableau
10 202 (8.15%) Big Data
11 150 (6.05%) NoSQL
12 138 (5.56%) SQL Server Integration Services
13 111 (4.48%) Amazon Redshift
14 98 (3.95%) Hadoop
15 91 (3.67%) RDBMS
16 90 (3.63%) Data Vault
17 79 (3.19%) 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
1 212 (8.55%) 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 (0.69%) 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
1 655 (26.41%) Finance
2 651 (26.25%) Analytical Skills
3 602 (24.27%) Social Skills
4 360 (14.52%) Inclusion and Diversity
5 288 (11.61%) Law
6 231 (9.31%) Marketing
7 164 (6.61%) Banking
8 143 (5.77%) Legal
9 100 (4.03%) Presentation Skills
10 97 (3.91%) Public Sector
11 85 (3.43%) Billing
12 74 (2.98%) 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
1 551 (22.22%) Architect
2 545 (21.98%) Data Engineer
3 474 (19.11%) Senior
4 392 (15.81%) Data Architect
5 316 (12.74%) Developer
6 266 (10.73%) Analyst
7 264 (10.65%) Lead
8 191 (7.70%) Software Engineer
9 120 (4.84%) Data Manager
10 113 (4.56%) Business Intelligence Developer
11 112 (4.52%) Solutions Architect
12 109 (4.40%) Data Analyst
13 106 (4.27%) Lead Software Engineer
14 103 (4.15%) Senior Data Engineer
15 101 (4.07%) Senior Architect
16 90 (3.63%) Engineering Manager
17 81 (3.27%) Consultant
18 70 (2.82%) Senior Data Architect
19 67 (2.70%) Senior Developer
20 66 (2.66%) Java Engineer
Libraries, Frameworks & Software Standards
1 138 (5.56%) JSON
2 115 (4.64%) Spring Boot
3 114 (4.60%) RESTful
4 110 (4.44%) Kafka
5 108 (4.35%) Spring
6 107 (4.31%) Web Services
7 103 (4.15%) XML
8 81 (3.27%) PySpark
9 78 (3.15%) 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 (11.45%) Management Information System
2 202 (8.15%) Self-Motivation
3 194 (7.82%) Product Ownership
4 175 (7.06%) Algorithms
5 173 (6.98%) Data Structures
6 164 (6.61%) 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 59 (2.38%) Taxonomies
12 52 (2.10%) Onboarding
13 43 (1.73%) Legacy Code
14 42 (1.69%) Swaptions
15 38 (1.53%) 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
1 917 (36.98%) ETL
2 863 (34.80%) Analytics
3 778 (31.37%) Agile
4 726 (29.27%) Business Intelligence
5 715 (28.83%) Problem-Solving
6 613 (24.72%) Data Engineering
7 519 (20.93%) Data Architecture
8 466 (18.79%) CI/CD
9 456 (18.39%) Visualisation
10 453 (18.27%) DevOps
11 447 (18.02%) Data Science
12 439 (17.70%) Data Governance
13 417 (16.81%) Data Integration
14 414 (16.69%) Data Pipeline
15 358 (14.44%) Software Engineering
16 355 (14.31%) Data Analysis
17 353 (14.23%) Machine Learning
18 345 (13.91%) Data Management
18 345 (13.91%) Roadmaps
19 318 (12.82%) Data Analytics
Programming Languages
1 1,084 (43.71%) SQL
2 669 (26.98%) Python
3 256 (10.32%) Java
4 128 (5.16%) C#
5 123 (4.96%) Data Analysis Expressions
6 109 (4.40%) JavaScript
7 105 (4.23%) T-SQL
8 103 (4.15%) R
9 82 (3.31%) Scala
10 76 (3.06%) Go
11 70 (2.82%) SPARQL
12 65 (2.62%) Prolog
13 47 (1.90%) VB
14 32 (1.29%) MATLAB
15 31 (1.25%) PowerShell
16 30 (1.21%) PL/SQL
17 28 (1.13%) Apex Code
17 28 (1.13%) C
17 28 (1.13%) PHP
18 21 (0.85%) Groovy
Qualifications
1 482 (19.44%) Degree
2 184 (7.42%) Computer Science Degree
3 104 (4.19%) Security Cleared
4 88 (3.55%) Master's Degree
5 54 (2.18%) Microsoft Certification
6 53 (2.14%) SC Cleared
7 43 (1.73%) Azure Certification
8 33 (1.33%) DV Cleared
9 27 (1.09%) PhD
10 22 (0.89%) 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 (0.56%) DBS Check
16 13 (0.52%) BPSS Clearance
17 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 534 (21.53%) Data Quality
2 181 (7.30%) GDPR
3 168 (6.77%) QA
4 50 (2.02%) Accessibility
5 23 (0.93%) PMO
5 23 (0.93%) SLA
6 16 (0.65%) 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%) Good Clinical Practice
13 1 (0.040%) GxP
13 1 (0.040%) HIPAA
System Software
1 79 (3.19%) Active Directory
2 53 (2.14%) 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
1 416 (16.77%) Microsoft
2 315 (12.70%) Databricks
3 255 (10.28%) Google
4 202 (8.15%) Oracle
5 101 (4.07%) Informatica
6 69 (2.78%) Salesforce
7 68 (2.74%) 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 (0.69%) Cloudera
16 17 (0.69%) IBM