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 4 December 2023 with a comparison to the same period in the previous 2 years.

6 months to
4 Dec 2023
Same period 2022 Same period 2021
Rank 113 114 117
Rank change year-on-year +1 +3 +38
Permanent jobs citing Data Modelling 1,582 3,802 3,977
As % of all permanent jobs advertised in the UK 2.97% 3.07% 3.10%
As % of the Processes & Methodologies category 3.16% 3.20% 3.25%
Number of salaries quoted 1,099 2,276 2,747
10th Percentile £42,500 £41,250 £40,000
25th Percentile £51,250 £51,250 £48,750
Median annual salary (50th Percentile) £67,500 £65,000 £62,500
Median % change year-on-year +3.85% +4.00% +4.17%
75th Percentile £85,000 £85,000 £80,000
90th Percentile £100,000 £100,000 £96,250
UK excluding London median annual salary £56,500 £57,500 £55,000
% change year-on-year -1.74% +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 50,088 118,671 122,416
As % of all permanent jobs advertised in the UK 94.09% 95.74% 95.45%
Number of salaries quoted 36,209 72,079 81,851
10th Percentile £32,500 £34,492 £32,500
25th Percentile £43,750 £45,000 £42,500
Median annual salary (50th Percentile) £60,000 £60,000 £60,000
Median % change year-on-year - - +9.09%
75th Percentile £80,000 £82,000 £77,500
90th Percentile £99,025 £100,000 £95,000
UK excluding London median annual salary £52,500 £53,219 £50,000
% change year-on-year -1.35% +6.44% +4.17%

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 4 December 2023.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 17 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 4 December 2023. 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 1,460 £67,500 +3.85% 764
London +9 740 £77,500 +6.90% 388
Work from Home +10 735 £67,500 +3.85% 388
UK excluding London -6 721 £56,500 -1.74% 393
North of England +30 222 £57,500 +4.55% 136
Midlands +23 172 £55,000 - 56
South East -25 125 £60,000 -4.00% 107
Yorkshire +55 118 £57,500 -7.75% 35
West Midlands +24 108 £65,000 +18.18% 39
South West +37 104 £60,000 +9.33% 35
North West +3 85 £58,500 +11.43% 82
East Midlands +21 64 £47,500 -11.63% 16
Scotland +33 55 £47,557 -20.74% 15
East of England +6 27 £70,000 +12.00% 31
North East +27 19 £55,000 - 21
Wales -11 14 £46,060 +2.36% 16
Northern Ireland +33 5 - - 4

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 72 (4.55%) Apache Spark
2 60 (3.79%) Apache Airflow
3 32 (2.02%) SAS
4 29 (1.83%) Confluence
5 27 (1.71%) Apache
6 26 (1.64%) SharePoint
7 5 (0.32%) JBoss
8 4 (0.25%) nginx
8 4 (0.25%) Oracle Workflow
9 3 (0.19%) Jupyter
9 3 (0.19%) Tomcat
9 3 (0.19%) WebSphere
10 2 (0.13%) CMS
10 2 (0.13%) Red Hat Fuse
11 1 (0.063%) Apache Pulsar
11 1 (0.063%) Apache Solr
11 1 (0.063%) Apache Synapse
11 1 (0.063%) IBM Domino
Applications
1 87 (5.50%) Microsoft Excel
2 28 (1.77%) MS Visio
3 20 (1.26%) Microsoft Office
4 11 (0.70%) Microsoft PowerPoint
5 9 (0.57%) Spreadsheet
6 2 (0.13%) SPSS
6 2 (0.13%) Trello
7 1 (0.063%) Windchill
Business Applications
1 63 (3.98%) Endur
2 14 (0.88%) Dynamics CRM
3 8 (0.51%) Oracle ERP
3 8 (0.51%) SAP S/4HANA
4 6 (0.38%) Oracle EBS
4 6 (0.38%) SAP ERP
4 6 (0.38%) Siebel CRM
5 5 (0.32%) Dynamics NAV
5 5 (0.32%) HFM
5 5 (0.32%) OpenLink RightAngle
6 4 (0.25%) Aladdin
6 4 (0.25%) Bloomberg AIM
6 4 (0.25%) SimCorp Dimension
7 3 (0.19%) Dynamics AX
8 2 (0.13%) Demantra
8 2 (0.13%) Magento
8 2 (0.13%) NetSuite
8 2 (0.13%) Oracle ASCP
8 2 (0.13%) Oracle EBS R12
8 2 (0.13%) Temenos T24
Cloud Services
1 589 (37.23%) Azure
2 455 (28.76%) Power Platform
3 358 (22.63%) AWS
4 190 (12.01%) GCP
5 149 (9.42%) Azure Data Factory
6 95 (6.01%) Serverless
7 90 (5.69%) Azure DevOps
8 83 (5.25%) Azure Synapse Analytics
9 76 (4.80%) Snowflake
10 64 (4.05%) PowerApps
11 57 (3.60%) Amazon S3
12 47 (2.97%) Power Automate
13 43 (2.72%) Dynamics 365
14 42 (2.65%) SaaS
15 34 (2.15%) dbt
16 32 (2.02%) AWS Lambda
17 28 (1.77%) PaaS
18 25 (1.58%) Microsoft 365
19 24 (1.52%) Azure Functions
20 22 (1.39%) Matillion
Communications & Networking
1 6 (0.38%) Internet
2 5 (0.32%) Firewall
3 4 (0.25%) LAN
3 4 (0.25%) Network Security
3 4 (0.25%) WAN
3 4 (0.25%) Wireless
4 3 (0.19%) DSL
4 3 (0.19%) HTTP
4 3 (0.19%) Kerberos
5 2 (0.13%) Broadband
5 2 (0.13%) FTP
6 1 (0.063%) DMZ
6 1 (0.063%) Junos
6 1 (0.063%) SMTP
6 1 (0.063%) VLAN
Database & Business Intelligence
1 442 (27.94%) Power BI
2 401 (25.35%) Data Warehouse
3 251 (15.87%) SQL Server
4 186 (11.76%) Data Lake
5 148 (9.36%) Relational Database
6 144 (9.10%) Tableau
7 140 (8.85%) Metadata
8 132 (8.34%) Big Data
9 125 (7.90%) SQL Server Integration Services
10 109 (6.89%) NoSQL
11 96 (6.07%) Hadoop
12 87 (5.50%) Amazon Redshift
13 77 (4.87%) SQL Server Analysis Services
13 77 (4.87%) SQL Server Reporting Services
14 71 (4.49%) Azure SQL Database
15 68 (4.30%) RDBMS
16 53 (3.35%) BigQuery
17 52 (3.29%) Amazon QuickSight
18 49 (3.10%) Power Query
19 48 (3.03%) Star Schema
Development Applications
1 79 (4.99%) JIRA
2 49 (3.10%) Git
3 32 (2.02%) ERwin
4 12 (0.76%) Jenkins
5 8 (0.51%) ER Studio
5 8 (0.51%) Visual Studio
6 6 (0.38%) Visual Studio Team System
7 5 (0.32%) CircleCI
7 5 (0.32%) Oracle Forms
7 5 (0.32%) PowerDesigner
7 5 (0.32%) SQL Server Management Studio (SSMS)
8 4 (0.25%) Selenium
9 3 (0.19%) SonarQube
9 3 (0.19%) SpecFlow
10 2 (0.13%) Cucumber
10 2 (0.13%) Postman
10 2 (0.13%) Subversion
10 2 (0.13%) Team Foundation Server
11 1 (0.063%) JMeter
11 1 (0.063%) Maven
General
1 465 (29.39%) Finance
2 442 (27.94%) Social Skills
3 317 (20.04%) Analytical Skills
4 106 (6.70%) Inclusion and Diversity
5 100 (6.32%) Marketing
6 78 (4.93%) Banking
7 73 (4.61%) Games
7 73 (4.61%) Presentation Skills
8 64 (4.05%) Retail
9 61 (3.86%) Law
10 59 (3.73%) Public Sector
11 48 (3.03%) Influencing Skills
12 44 (2.78%) Legal
13 39 (2.47%) Manufacturing
14 24 (1.52%) Electronics
15 22 (1.39%) Documentation Skills
16 19 (1.20%) Publishing
17 18 (1.14%) Advertising
17 18 (1.14%) Organisational Skills
18 16 (1.01%) Aviation
Job Titles
1 348 (22.00%) Data Engineer
2 331 (20.92%) Architect
3 293 (18.52%) Senior
4 273 (17.26%) Analyst
5 211 (13.34%) Developer
6 177 (11.19%) Data Architect
7 134 (8.47%) Data Analyst
8 113 (7.14%) Business Intelligence Developer
9 112 (7.08%) Lead
10 94 (5.94%) Solutions Architect
11 88 (5.56%) Senior Data Engineer
12 84 (5.31%) Consultant
13 73 (4.61%) Power BI Developer
14 61 (3.86%) Senior Analyst
15 59 (3.73%) Business Analyst
16 48 (3.03%) Enterprise Architect
17 44 (2.78%) Business Intelligence Analyst
18 42 (2.65%) Data Consultant
18 42 (2.65%) Senior Developer
19 41 (2.59%) Data Manager
Libraries, Frameworks & Software Standards
1 63 (3.98%) PySpark
1 63 (3.98%) REST
2 47 (2.97%) .NET
3 46 (2.91%) JSON
4 44 (2.78%) HTML
5 43 (2.72%) Kafka
6 42 (2.65%) XML
7 36 (2.28%) SOAP
8 35 (2.21%) React
9 30 (1.90%) Middleware
10 22 (1.39%) Spring
11 20 (1.26%) Web Services
12 18 (1.14%) NumPy
13 17 (1.07%) TensorFlow
14 14 (0.88%) Node.js
15 13 (0.82%) CSS
15 13 (0.82%) Flask
15 13 (0.82%) Keras
15 13 (0.82%) Lightning Web Components
16 12 (0.76%) JDBC
Miscellaneous
1 90 (5.69%) Public Cloud
2 85 (5.37%) Data Structures
3 74 (4.68%) Product Ownership
4 69 (4.36%) Algorithms
5 67 (4.24%) Management Information System
6 62 (3.92%) Swaptions
7 57 (3.60%) Virtual Team
8 56 (3.54%) Cloud Native
9 52 (3.29%) Enterprise Software
10 46 (2.91%) Onboarding
11 39 (2.47%) Self-Motivation
12 36 (2.28%) Distributed Systems
13 29 (1.83%) Data Centre
14 25 (1.58%) Reference Data
15 24 (1.52%) Cyberattack
16 22 (1.39%) Renewable Energy
17 19 (1.20%) Greenfield Project
17 19 (1.20%) Reinsurance
18 18 (1.14%) Legacy Systems
19 17 (1.07%) Taxonomies
Operating Systems
1 26 (1.64%) Linux
2 17 (1.07%) Unix
3 12 (0.76%) Windows
4 11 (0.70%) Ubuntu
5 1 (0.063%) Windows 10
Processes & Methodologies
1 631 (39.89%) Business Intelligence
2 628 (39.70%) Analytics
3 538 (34.01%) Agile
4 523 (33.06%) ETL
5 358 (22.63%) Problem-Solving
6 340 (21.49%) Visualisation
7 309 (19.53%) Data Science
8 307 (19.41%) Data Architecture
9 302 (19.09%) Data Management
10 254 (16.06%) Data Analysis
11 246 (15.55%) DevOps
12 229 (14.48%) Data Integration
13 227 (14.35%) Data Pipeline
14 222 (14.03%) Data Engineering
15 211 (13.34%) Data Visualisation
16 210 (13.27%) Machine Learning
17 207 (13.08%) Roadmaps
18 203 (12.83%) Data Governance
19 171 (10.81%) Decision-Making
20 167 (10.56%) Migration
Programming Languages
1 823 (52.02%) SQL
2 435 (27.50%) Python
3 171 (10.81%) Java
4 124 (7.84%) T-SQL
5 112 (7.08%) Data Analysis Expressions
6 64 (4.05%) VB
7 62 (3.92%) C#
8 57 (3.60%) R
9 56 (3.54%) JavaScript
10 37 (2.34%) Scala
11 34 (2.15%) PL/SQL
12 29 (1.83%) MATLAB
12 29 (1.83%) PowerShell
13 23 (1.45%) Bash
14 19 (1.20%) C++
15 17 (1.07%) TypeScript
16 11 (0.70%) VBA
17 10 (0.63%) Apex Code
18 9 (0.57%) Search Processing Language
19 5 (0.32%) Cypher
Qualifications
1 280 (17.70%) Degree
2 162 (10.24%) Security Cleared
3 111 (7.02%) SC Cleared
4 110 (6.95%) Computer Science Degree
5 58 (3.67%) Master's Degree
6 47 (2.97%) DV Cleared
7 26 (1.64%) Azure Certification
8 25 (1.58%) Microsoft Certification
9 10 (0.63%) CISSP
10 9 (0.57%) (ISC)2 CCSP
10 9 (0.57%) BPSS Clearance
10 9 (0.57%) CCSP
10 9 (0.57%) Cisco Certification
10 9 (0.57%) IIBA
11 7 (0.44%) AWS Certification
11 7 (0.44%) PMI Certification
12 5 (0.32%) Numerate Degree
13 4 (0.25%) HND
14 3 (0.19%) MCSA
14 3 (0.19%) TOGAF Certification
Quality Assurance & Compliance
1 274 (17.32%) Data Quality
2 82 (5.18%) QA
3 37 (2.34%) GDPR
4 24 (1.52%) PMO
5 9 (0.57%) Actionable Recommendations
6 8 (0.51%) SLA
7 7 (0.44%) Accessibility
8 2 (0.13%) Government Security Classifications
8 2 (0.13%) NCSC
9 1 (0.063%) California Consumer Privacy Act
9 1 (0.063%) COBIT
9 1 (0.063%) HIPAA
9 1 (0.063%) ISO/IEC 27001
9 1 (0.063%) NIST
9 1 (0.063%) NIST 800
9 1 (0.063%) PCI DSS
System Software
1 27 (1.71%) Docker
2 3 (0.19%) HDFS
2 3 (0.19%) IAG
3 1 (0.063%) Active Directory
3 1 (0.063%) Apache Flume
3 1 (0.063%) Apache ZooKeeper
3 1 (0.063%) Virtual Machines
Systems Management
1 46 (2.91%) Kubernetes
2 13 (0.82%) Terraform
3 11 (0.70%) Ansible
4 3 (0.19%) Grafana
4 3 (0.19%) Prometheus
4 3 (0.19%) WebSphere Cast Iron
5 2 (0.13%) Active Directory Federation Services
5 2 (0.13%) ZABBIX
6 1 (0.063%) Enterprise Manager Cloud Control
6 1 (0.063%) Kibana
6 1 (0.063%) Oozie
6 1 (0.063%) Oracle Enterprise Manager
6 1 (0.063%) Puppet
6 1 (0.063%) Rancher
Vendors
1 266 (16.81%) Microsoft
2 193 (12.20%) Oracle
3 154 (9.73%) Databricks
4 79 (4.99%) Google
5 69 (4.36%) Informatica
6 66 (4.17%) SAP
6 66 (4.17%) TIBCO
7 64 (4.05%) Sybase
8 63 (3.98%) OpenLink
9 53 (3.35%) Salesforce
10 26 (1.64%) IBM
10 26 (1.64%) Talend
11 20 (1.26%) MuleSoft
12 13 (0.82%) Alteryx
13 12 (0.76%) Teradata
14 11 (0.70%) Splunk
15 10 (0.63%) New Relic
16 9 (0.57%) AppDynamics
17 7 (0.44%) JD Edwards
18 6 (0.38%) Hyperion