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

6 months to
10 May 2024
Same period 2023 Same period 2022
Rank 106 113 103
Rank change year-on-year +7 -10 +55
Permanent jobs citing Data Modelling 2,487 3,094 5,357
As % of all permanent jobs advertised in the UK 2.51% 3.06% 3.41%
As % of the Processes & Methodologies category 2.93% 3.20% 3.56%
Number of salaries quoted 1,524 1,779 2,631
10th Percentile £41,250 £42,500 £41,503
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 £83,750
90th Percentile £100,000 £100,237 £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 84,917 96,578 150,488
As % of all permanent jobs advertised in the UK 85.59% 95.61% 95.67%
Number of salaries quoted 59,883 56,844 82,330
10th Percentile £29,008 £34,000 £33,515
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,190 £60,000
Median % change year-on-year -10.12% +1.98% +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 10 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 10 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 -2 2,108 £67,500 - 527
UK excluding London +14 1,492 £60,000 +4.35% 257
London +7 911 £75,000 -3.23% 277
Work from Home -24 850 £62,500 -3.85% 249
North of England +47 418 £61,206 +0.34% 83
Scotland +47 275 £65,000 - 12
South East 0 271 £65,000 +8.33% 46
Midlands +23 262 £55,000 +10.00% 55
North West +80 249 £67,500 +28.57% 45
West Midlands +21 194 £57,250 +13.93% 45
South West -31 146 £55,000 -8.33% 28
Yorkshire -2 107 £48,750 -25.00% 25
East of England -37 74 £47,143 -18.01% 19
East Midlands +8 68 £46,250 -2.63% 10
North East +14 62 £63,749 -1.93% 13
Wales +5 47 £55,000 +22.22% 14
Northern Ireland +14 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
1 163 (6.55%) Apache Spark
2 87 (3.50%) Apache
3 58 (2.33%) SAS
4 53 (2.13%) SharePoint
5 49 (1.97%) Apache Airflow
6 42 (1.69%) Microsoft Exchange
7 24 (0.97%) Confluence
8 21 (0.84%) GemFire
9 3 (0.12%) Jupyter
9 3 (0.12%) Tomcat
9 3 (0.12%) WildFly
10 2 (0.080%) Apache Solr
10 2 (0.080%) BizTalk Server
10 2 (0.080%) CMS
10 2 (0.080%) JBoss
10 2 (0.080%) Luigi
10 2 (0.080%) Moodle
11 1 (0.040%) Apache Synapse
Applications
1 107 (4.30%) 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 41 (1.65%) Dynamics CRM
2 38 (1.53%) 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
8 4 (0.16%) Dynamics AX
8 4 (0.16%) OpenLink RightAngle
8 4 (0.16%) SAP ERP
8 4 (0.16%) Teamcenter
9 2 (0.080%) IBM Planning Analytics
9 2 (0.080%) MIS ActiveH
9 2 (0.080%) NEC Housing
9 2 (0.080%) Oracle EBS
9 2 (0.080%) Temenos T24
10 1 (0.040%) Adobe Campaign
10 1 (0.040%) FastStats
10 1 (0.040%) Oracle Subledger Accounting
10 1 (0.040%) Workday HCM
Cloud Services
1 929 (37.35%) Azure
2 691 (27.78%) AWS
3 533 (21.43%) Power Platform
4 370 (14.88%) GCP
5 206 (8.28%) Azure DevOps
6 153 (6.15%) Azure Data Factory
7 143 (5.75%) Snowflake
8 108 (4.34%) Power Automate
9 100 (4.02%) Amazon S3
10 98 (3.94%) PowerApps
11 90 (3.62%) Dynamics 365
12 87 (3.50%) Azure Synapse Analytics
13 86 (3.46%) Serverless
14 60 (2.41%) Microsoft 365
15 58 (2.33%) SaaS
16 55 (2.21%) dbt
16 55 (2.21%) Matillion
17 51 (2.05%) Amazon Kinesis
18 44 (1.77%) AWS Lambda
18 44 (1.77%) GitHub
Communications & Networking
1 68 (2.73%) Kerberos
2 28 (1.13%) Firewall
3 26 (1.05%) LAN
3 26 (1.05%) WAN
4 25 (1.01%) Internet
5 20 (0.80%) DSL
6 19 (0.76%) DNS
7 14 (0.56%) HTTP
8 13 (0.52%) 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
1 763 (30.68%) Data Warehouse
2 511 (20.55%) Power BI
3 363 (14.60%) SQL Server
4 265 (10.66%) Metadata
5 254 (10.21%) Data Lake
6 248 (9.97%) BigQuery
7 231 (9.29%) Looker
8 217 (8.73%) Relational Database
9 211 (8.48%) Tableau
10 202 (8.12%) Big Data
11 148 (5.95%) NoSQL
12 138 (5.55%) SQL Server Integration Services
13 112 (4.50%) Amazon Redshift
14 101 (4.06%) Hadoop
15 92 (3.70%) Data Vault
16 86 (3.46%) RDBMS
17 78 (3.14%) SQL Server Reporting Services
18 75 (3.02%) Star Schema
19 72 (2.90%) SQL Server Analysis Services
20 68 (2.73%) MySQL
Development Applications
1 209 (8.40%) Git
2 137 (5.51%) Jenkins
3 128 (5.15%) JIRA
4 76 (3.06%) Bitbucket
5 72 (2.90%) GitLab
6 65 (2.61%) Artifactory
7 33 (1.33%) Postman
8 29 (1.17%) Jaeger
9 18 (0.72%) ERwin
10 17 (0.68%) 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 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
14 2 (0.080%) Vite
General
1 668 (26.86%) Finance
2 644 (25.89%) Analytical Skills
3 599 (24.09%) Social Skills
4 360 (14.48%) Inclusion and Diversity
5 290 (11.66%) Law
6 228 (9.17%) Marketing
7 166 (6.67%) Banking
8 144 (5.79%) Legal
9 106 (4.26%) Presentation Skills
10 97 (3.90%) Public Sector
11 85 (3.42%) Billing
12 71 (2.85%) Games
13 62 (2.49%) Retail
14 46 (1.85%) Manufacturing
14 46 (1.85%) Organisational Skills
14 46 (1.85%) Retail Banking
15 45 (1.81%) Investment Banking
16 44 (1.77%) Financial Institution
17 30 (1.21%) Influencing Skills
17 30 (1.21%) Telecoms
Job Titles
1 561 (22.56%) Architect
2 545 (21.91%) Data Engineer
3 472 (18.98%) Senior
4 403 (16.20%) Data Architect
5 312 (12.55%) Developer
6 271 (10.90%) Analyst
7 262 (10.53%) Lead
8 192 (7.72%) Software Engineer
9 120 (4.83%) Data Manager
10 117 (4.70%) Solutions Architect
11 112 (4.50%) Business Intelligence Developer
12 111 (4.46%) Data Analyst
13 106 (4.26%) Lead Software Engineer
14 104 (4.18%) Senior Data Engineer
15 102 (4.10%) Senior Architect
16 91 (3.66%) Engineering Manager
17 81 (3.26%) Consultant
18 71 (2.85%) Senior Data Architect
19 67 (2.69%) Senior Analyst
19 67 (2.69%) Senior Developer
Libraries, Frameworks & Software Standards
1 139 (5.59%) JSON
2 116 (4.66%) Spring Boot
3 114 (4.58%) RESTful
4 110 (4.42%) Kafka
5 109 (4.38%) Spring
5 109 (4.38%) Web Services
6 104 (4.18%) XML
7 79 (3.18%) PySpark
8 77 (3.10%) REST
9 71 (2.85%) LDAP
10 69 (2.77%) CSS
11 68 (2.73%) OpenID
12 66 (2.65%) HTML
13 65 (2.61%) .NET
13 65 (2.61%) JSON-LD
13 65 (2.61%) React
13 65 (2.61%) SAML
14 30 (1.21%) ASP.NET
15 29 (1.17%) OpenTelemetry
16 28 (1.13%) Lightning Web Components
Miscellaneous
1 280 (11.26%) Management Information System
2 202 (8.12%) Self-Motivation
3 195 (7.84%) Product Ownership
4 177 (7.12%) Data Structures
5 169 (6.80%) Algorithms
6 165 (6.63%) Cloud Native
7 101 (4.06%) Public Cloud
8 96 (3.86%) Reference Data
9 69 (2.77%) Enterprise Cloud
10 62 (2.49%) Reinsurance
11 61 (2.45%) Taxonomies
12 52 (2.09%) Onboarding
13 43 (1.73%) Legacy Code
14 39 (1.57%) Distributed Systems
15 37 (1.49%) Swaptions
16 32 (1.29%) NHS
17 31 (1.25%) Replication
18 28 (1.13%) Legacy Systems
19 22 (0.88%) Foreign Exchange (FX)
19 22 (0.88%) IoT
Operating Systems
1 38 (1.53%) Linux
2 25 (1.01%) Windows
3 12 (0.48%) Apple iOS
4 8 (0.32%) Android
5 6 (0.24%) Unix
6 3 (0.12%) Windows Server
Processes & Methodologies
1 921 (37.03%) ETL
2 873 (35.10%) Analytics
3 781 (31.40%) Agile
4 724 (29.11%) Business Intelligence
5 714 (28.71%) Problem-Solving
6 601 (24.17%) Data Engineering
7 527 (21.19%) Data Architecture
8 466 (18.74%) CI/CD
9 451 (18.13%) DevOps
10 450 (18.09%) Visualisation
11 446 (17.93%) Data Science
12 440 (17.69%) Data Governance
13 425 (17.09%) Data Integration
14 412 (16.57%) Data Pipeline
15 362 (14.56%) Data Analysis
16 359 (14.44%) Machine Learning
16 359 (14.44%) Software Engineering
17 347 (13.95%) Data Management
18 341 (13.71%) Roadmaps
19 317 (12.75%) Data Analytics
Programming Languages
1 1,091 (43.87%) SQL
2 673 (27.06%) Python
3 254 (10.21%) Java
4 125 (5.03%) C#
5 121 (4.87%) Data Analysis Expressions
6 108 (4.34%) T-SQL
7 107 (4.30%) JavaScript
8 105 (4.22%) R
9 84 (3.38%) Scala
10 76 (3.06%) Go
11 70 (2.81%) SPARQL
12 65 (2.61%) Prolog
13 42 (1.69%) VB
14 33 (1.33%) MATLAB
14 33 (1.33%) 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 (0.84%) Groovy
Qualifications
1 473 (19.02%) Degree
2 180 (7.24%) Computer Science Degree
3 109 (4.38%) Security Cleared
4 82 (3.30%) Master's Degree
5 57 (2.29%) SC Cleared
6 56 (2.25%) Microsoft Certification
7 42 (1.69%) Azure Certification
8 32 (1.29%) DV Cleared
9 23 (0.92%) Numerate Degree
10 22 (0.88%) PhD
11 19 (0.76%) AWS Certification
11 19 (0.76%) MBA
12 17 (0.68%) CISSP
13 16 (0.64%) CISM
13 16 (0.64%) CRISC
13 16 (0.64%) GIAC
13 16 (0.64%) ISSMP
14 13 (0.52%) BPSS Clearance
14 13 (0.52%) DBS Check
15 11 (0.44%) PMI Certification
Quality Assurance & Compliance
1 537 (21.59%) Data Quality
2 184 (7.40%) GDPR
3 170 (6.84%) QA
4 49 (1.97%) Accessibility
5 26 (1.05%) PMO
6 23 (0.92%) SLA
7 16 (0.64%) 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 (0.080%) HL7
13 2 (0.080%) ISO 9001
14 1 (0.040%) Good Clinical Practice
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 79 (3.18%) Kubernetes
2 69 (2.77%) Terraform
3 32 (1.29%) Ansible
4 25 (1.01%) 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%) Oracle Enterprise Manager
10 3 (0.12%) Active Directory Federation Services
11 2 (0.080%) Single Sign-On
12 1 (0.040%) Enterprise Manager Cloud Control
12 1 (0.040%) Rancher
12 1 (0.040%) WebSphere Cast Iron
Vendors
1 417 (16.77%) Microsoft
2 309 (12.42%) Databricks
3 262 (10.53%) Google
4 202 (8.12%) Oracle
5 104 (4.18%) Informatica
6 68 (2.73%) Salesforce
7 67 (2.69%) SAP
8 56 (2.25%) Sybase
9 40 (1.61%) TIBCO
10 39 (1.57%) Alteryx
11 38 (1.53%) 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 18 (0.72%) IBM
16 17 (0.68%) Cloudera