Period
to 10 August 2020

The following table provides summary statistics for permanent job vacancies advertised in England 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 August 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
UK > England
6 months to
10 Aug 2020
Same period 2019 Same period 2018
Rank 126 157 175
Rank change year-on-year +31 +18 +3
Permanent jobs citing Data Modelling 1,527 3,072 3,178
As % of all permanent jobs advertised in England 2.58% 2.31% 1.98%
As % of the Processes & Methodologies category 2.79% 2.51% 2.16%
Number of salaries quoted 1,342 2,502 2,464
Median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £40,000 £38,750 £36,250
90th Percentile £87,500 £92,500 £85,000
UK median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -

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 advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 54,739 122,412 147,337
As % of all permanent IT jobs advertised in England 92.37% 92.19% 91.95%
Number of salaries quoted 44,205 97,262 118,290
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £32,500 £30,000 £29,495
90th Percentile £91,250 £86,250 £82,500
UK median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Data Modelling
Job Vacancy Trend in England

Job postings citing Data Modelling as a proportion of all IT jobs advertised in England.

Job vacancy trend for Data Modelling in England

Data Modelling
Salary Trend in England

3-month moving average salary quoted in jobs citing Data Modelling in England.

Salary trend for Data Modelling in England

Data Modelling
Salary Histogram in England

Salary distribution for jobs citing Data Modelling in England over the 6 months to 10 August 2020.

Salary histogram for Data Modelling in England

Data Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the England region over the 6 months to 10 August 2020. 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
Job
Vacancies
London +11 845 £65,000 -5.11% 73
South East +39 248 £57,500 -0.86% 16
North of England +3 150 £50,000 +5.26% 32
Midlands +60 132 £50,000 +11.11% 14
South West +56 87 £47,000 -10.24% 10
North West +7 85 £50,000 -2.24% 19
West Midlands +59 81 £50,000 +11.11% 4
Yorkshire +61 56 £46,250 +2.78% 6
East of England +10 54 £65,000 +36.84% 15
East Midlands +53 49 £50,000 +14.29% 10
North East +11 9 £41,000 -34.40% 7
Data Modelling
UK

For the 6 months to 10 August 2020, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for Data Modelling.

1 773 (50.62%) SQL
2 605 (39.62%) Business Intelligence
3 567 (37.13%) Agile Software Development
4 478 (31.30%) Finance
5 460 (30.12%) Data Warehouse
6 431 (28.23%) SQL Server
7 430 (28.16%) ETL
8 413 (27.05%) Analytics
9 404 (26.46%) Azure
10 372 (24.36%) Power BI
10 372 (24.36%) Power Platform
11 354 (23.18%) Python
12 339 (22.20%) Microsoft
13 290 (18.99%) Analytical Skills
14 283 (18.53%) SQL Server Integration Services
15 264 (17.29%) AWS
16 259 (16.96%) Java
17 238 (15.59%) Big Data
18 221 (14.47%) Visualisation
19 204 (13.36%) SQL Server Reporting Services
20 202 (13.23%) Data Analysis
21 193 (12.64%) Data Lake
22 191 (12.51%) Data Architecture
22 191 (12.51%) SQL Server Analysis Services
23 179 (11.72%) Tableau
24 176 (11.53%) DevOps
25 173 (11.33%) Problem-Solving
26 165 (10.81%) Oracle
26 165 (10.81%) Data Quality
27 162 (10.61%) Degree

Data Modelling
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 101 (6.61%) Apache Spark
2 39 (2.55%) SAS
3 38 (2.49%) Apache
4 36 (2.36%) CMS
5 25 (1.64%) Confluence
6 22 (1.44%) SharePoint
7 17 (1.11%) Elasticsearch
8 14 (0.92%) Apache Airflow
8 14 (0.92%) EPiServer
9 11 (0.72%) Oracle SOA Suite
10 9 (0.59%) Tomcat
11 8 (0.52%) Oracle Coherence
12 7 (0.46%) Jupyter
13 6 (0.39%) Luigi
14 5 (0.33%) Apache Synapse
14 5 (0.33%) IIS
15 4 (0.26%) nginx
15 4 (0.26%) Red Hat Fuse
15 4 (0.26%) WebSphere
16 3 (0.20%) Anypoint
Applications
1 92 (6.02%) Microsoft Excel
2 28 (1.83%) Microsoft Office
3 16 (1.05%) SPSS
4 15 (0.98%) MS Visio
5 9 (0.59%) Microsoft PowerPoint
6 3 (0.20%) Adobe Illustrator
6 3 (0.20%) Microsoft Project
6 3 (0.20%) Photoshop
6 3 (0.20%) Spreadsheet
7 2 (0.13%) S-PLUS
Business Applications
1 52 (3.41%) R3 Corda
2 49 (3.21%) Distributed Ledger
3 11 (0.72%) Dynamics CRM
4 8 (0.52%) SAP MDG
5 5 (0.33%) Sparx Enterprise Architect
6 4 (0.26%) Eikon
6 4 (0.26%) FastStats
6 4 (0.26%) Markit EDM
6 4 (0.26%) Oracle EBS
6 4 (0.26%) Oracle General Ledger
6 4 (0.26%) Oracle Internet Expenses
6 4 (0.26%) Oracle iProcurement
6 4 (0.26%) SAP BPC
6 4 (0.26%) SAP IS-U
7 3 (0.20%) Actimize
7 3 (0.20%) Dynamics NAV
7 3 (0.20%) Oracle EBS R12
7 3 (0.20%) Oracle Procure-to-Pay
7 3 (0.20%) Salesforce.com CRM
7 3 (0.20%) SAP MDM
Cloud Services
1 404 (26.46%) Azure
2 372 (24.36%) Power Platform
3 264 (17.29%) AWS
4 108 (7.07%) GCP
5 80 (5.24%) Azure Data Factory
6 69 (4.52%) SaaS
7 31 (2.03%) Amazon S3
7 31 (2.03%) Serverless
8 23 (1.51%) Cloud Computing
9 22 (1.44%) Salesforce Sales Cloud
10 20 (1.31%) Azure Machine Learning
11 19 (1.24%) Dynamics 365
11 19 (1.24%) Office 365
12 17 (1.11%) iPaaS
13 14 (0.92%) Amazon EC2
14 13 (0.85%) Amazon EMR
14 13 (0.85%) PowerApps
15 12 (0.79%) Logic Apps
16 10 (0.65%) GitHub
17 9 (0.59%) AWS Lambda
Communications & Networking
1 12 (0.79%) Internet
2 9 (0.59%) HTTP
3 4 (0.26%) Firewall
3 4 (0.26%) Intranet
4 2 (0.13%) DNS
4 2 (0.13%) Extranet
5 1 (0.065%) Kerberos
5 1 (0.065%) PSTN
5 1 (0.065%) Software-Defined Networking
5 1 (0.065%) SSH
5 1 (0.065%) TCP/IP
5 1 (0.065%) Wi-Fi
Database & Business Intelligence
1 460 (30.12%) Data Warehouse
2 431 (28.23%) SQL Server
3 372 (24.36%) Power BI
4 283 (18.53%) SQL Server Integration Services
5 238 (15.59%) Big Data
6 204 (13.36%) SQL Server Reporting Services
7 193 (12.64%) Data Lake
8 191 (12.51%) SQL Server Analysis Services
9 155 (10.15%) Relational Database
10 134 (8.78%) Snowflake Schema
11 121 (7.92%) Hadoop
12 119 (7.79%) NoSQL
13 93 (6.09%) Azure SQL Database
14 72 (4.72%) Amazon Redshift
15 71 (4.65%) Azure SQL Data Warehouse
16 69 (4.52%) OLAP
17 65 (4.26%) OLTP
18 61 (3.99%) BusinessObjects
19 58 (3.80%) BigQuery
20 57 (3.73%) Apache Hive
Development Applications
1 64 (4.19%) Git (software)
2 57 (3.73%) JIRA
3 37 (2.42%) ERwin
4 28 (1.83%) Visual Studio
5 26 (1.70%) IntelliJ
6 21 (1.38%) Jenkins
6 21 (1.38%) SQL Server Management Studio (SSMS)
7 20 (1.31%) PowerDesigner
8 18 (1.18%) Team Foundation Server
9 13 (0.85%) ER Studio
10 12 (0.79%) Bitbucket
10 12 (0.79%) LSMW
11 10 (0.65%) JUnit
11 10 (0.65%) Mockito
12 9 (0.59%) Oracle Forms
12 9 (0.59%) Selenium
12 9 (0.59%) Toad
13 8 (0.52%) Maven
14 7 (0.46%) Atlassian Bamboo
14 7 (0.46%) Gradle
General
1 478 (31.30%) Finance
2 120 (7.86%) Marketing
3 65 (4.26%) Banking
4 63 (4.13%) Retail
5 29 (1.90%) Telecoms
6 25 (1.64%) Public Sector
7 21 (1.38%) Law
8 20 (1.31%) Advertising
9 19 (1.24%) Manufacturing
10 16 (1.05%) Back Office
10 16 (1.05%) Financial Institution
11 15 (0.98%) Pharmaceutical
12 12 (0.79%) Games
13 10 (0.65%) Investment Banking
14 9 (0.59%) Police
15 7 (0.46%) Front Office
16 6 (0.39%) Legal
16 6 (0.39%) Military
17 5 (0.33%) Aerospace
17 5 (0.33%) Local Government
Job Titles
1 481 (31.50%) Developer
2 302 (19.78%) Analyst
3 238 (15.59%) Architect
4 170 (11.13%) Business Intelligence Developer
5 169 (11.07%) Data Engineer
6 155 (10.15%) Data Architect
7 113 (7.40%) Data Analyst
8 107 (7.01%) SQL Developer
9 92 (6.02%) Business Analyst
10 81 (5.30%) Data Warehouse Developer
10 81 (5.30%) Senior Developer
11 73 (4.78%) SQL BI Developer
11 73 (4.78%) SSIS Developer
12 65 (4.26%) Consultant
13 57 (3.73%) Business Intelligence Analyst
14 51 (3.34%) Power BI Developer
15 47 (3.08%) SSRS Developer
16 46 (3.01%) Software Engineer
17 45 (2.95%) SQL Analyst
18 44 (2.88%) Java Developer
Libraries, Frameworks & Software Standards
1 145 (9.50%) Web Services
2 136 (8.91%) .NET
3 93 (6.09%) XML
4 86 (5.63%) REST
5 84 (5.50%) HTML
6 71 (4.65%) JSON
7 70 (4.58%) CSS
8 62 (4.06%) Kafka
9 60 (3.93%) SOAP
10 53 (3.47%) OAuth
11 52 (3.41%) MDX
12 46 (3.01%) Spring Boot
13 44 (2.88%) OAuth2
14 38 (2.49%) AngularJS
14 38 (2.49%) ASP.NET
15 33 (2.16%) HTML5
15 33 (2.16%) Spring
16 31 (2.03%) J2EE
16 31 (2.03%) React
17 30 (1.96%) RESTful
Miscellaneous
1 290 (18.99%) Analytical Skills
2 100 (6.55%) Data Structures
3 84 (5.50%) Management Information System
4 56 (3.67%) Algorithms
5 48 (3.14%) Self-Motivation
6 43 (2.82%) Greenfield Project
7 34 (2.23%) Enterprise Software
7 34 (2.23%) Reference Data
7 34 (2.23%) User Experience
8 33 (2.16%) Reinsurance
9 22 (1.44%) Marketing Technology
9 22 (1.44%) N-Tier
10 15 (0.98%) Analytical Mindset
11 14 (0.92%) Cloud Native
12 12 (0.79%) Foreign Exchange (FX)
13 11 (0.72%) Derivative
13 11 (0.72%) Equities
13 11 (0.72%) Hedge funds
14 9 (0.59%) Taxonomies
15 8 (0.52%) Fixed Income
Operating Systems
1 72 (4.72%) Linux
2 49 (3.21%) Unix
3 28 (1.83%) Windows
4 7 (0.46%) HPUX
5 5 (0.33%) AIX
6 4 (0.26%) Ubuntu
7 3 (0.20%) Red Hat Enterprise Linux
7 3 (0.20%) Windows Server
8 1 (0.065%) CentOS
8 1 (0.065%) Windows 10
Processes & Methodologies
1 605 (39.62%) Business Intelligence
2 567 (37.13%) Agile Software Development
3 430 (28.16%) ETL
4 413 (27.05%) Analytics
5 221 (14.47%) Visualisation
6 202 (13.23%) Data Analysis
7 191 (12.51%) Data Architecture
8 176 (11.53%) DevOps
9 173 (11.33%) Problem-Solving
10 160 (10.48%) Data Science
11 149 (9.76%) Data Management
12 146 (9.56%) Data Integration
12 146 (9.56%) Machine Learning
13 138 (9.04%) Data Analytics
14 135 (8.84%) Data Engineering
14 135 (8.84%) Scrum
15 134 (8.78%) Data Governance
15 134 (8.78%) Data Visualisation
16 132 (8.64%) Stakeholder Management
17 127 (8.32%) Data Strategy
Programming Languages
1 773 (50.62%) SQL
2 354 (23.18%) Python
3 259 (16.96%) Java
4 146 (9.56%) C#
5 139 (9.10%) T-SQL
6 125 (8.19%) R
7 122 (7.99%) JavaScript
8 70 (4.58%) Data Analysis Expressions (DAX)
9 59 (3.86%) Scala
10 54 (3.54%) Kotlin
11 36 (2.36%) PowerShell
12 35 (2.29%) PL/SQL
13 29 (1.90%) Apex Code
13 29 (1.90%) C++
13 29 (1.90%) Shell Script
14 27 (1.77%) TypeScript
15 24 (1.57%) VB.NET
16 20 (1.31%) Java 8
17 18 (1.18%) VB
18 17 (1.11%) C
Qualifications
1 162 (10.61%) Degree
2 65 (4.26%) Security Cleared
3 49 (3.21%) SC Cleared
4 31 (2.03%) Computer Science Degree
5 23 (1.51%) Master's Degree
6 16 (1.05%) AWS Certification
6 16 (1.05%) Microsoft Certification
7 11 (0.72%) DV Cleared
7 11 (0.72%) PhD
8 8 (0.52%) TOGAF Certification
9 5 (0.33%) ITIL Certification
10 4 (0.26%) ISEB
10 4 (0.26%) Numerate Degree
10 4 (0.26%) Postgraduate
11 3 (0.20%) HNC
11 3 (0.20%) MBA
11 3 (0.20%) MBCS
12 2 (0.13%) DBS Check
12 2 (0.13%) IIBA
12 2 (0.13%) MCITP
Quality Assurance & Compliance
1 165 (10.81%) Data Quality
2 60 (3.93%) QA
3 59 (3.86%) GDPR
4 22 (1.44%) SLA
5 10 (0.65%) NIST
6 7 (0.46%) Actionable Recommendations
7 6 (0.39%) PMO
8 5 (0.33%) Sarbanes-Oxley
9 4 (0.26%) Government Security Classifications
9 4 (0.26%) MiFID
9 4 (0.26%) NCSC
10 3 (0.20%) ISO/IEC 27001
10 3 (0.20%) Solvency II
11 1 (0.065%) Basel III
11 1 (0.065%) COBIT
System Software
1 47 (3.08%) Docker
2 16 (1.05%) HDFS
3 12 (0.79%) Apache ZooKeeper
4 11 (0.72%) Active Directory
5 6 (0.39%) vSphere
6 5 (0.33%) VMware ESXi
6 5 (0.33%) VMware Infrastructure
7 4 (0.26%) Apache Flume
7 4 (0.26%) Microsoft App-V
7 4 (0.26%) Varnish
7 4 (0.26%) Xen
8 3 (0.20%) Virtual Machines
9 2 (0.13%) Terminal Services
10 1 (0.065%) NDS
10 1 (0.065%) Virtual Servers
Systems Management
1 46 (3.01%) Kubernetes
2 32 (2.10%) Terraform
3 19 (1.24%) Hadoop YARN
4 10 (0.65%) Marathon
4 10 (0.65%) Mesos
5 6 (0.39%) Ansible
5 6 (0.39%) Oozie
5 6 (0.39%) Opscode Chef
5 6 (0.39%) Puppet
5 6 (0.39%) vCenter Server
6 5 (0.33%) CA Single Sign-On
7 4 (0.26%) Ambari
7 4 (0.26%) Control-M
7 4 (0.26%) IBM BigFix
7 4 (0.26%) SCCM
7 4 (0.26%) ZABBIX
8 3 (0.20%) Argo
8 3 (0.20%) Kibana
8 3 (0.20%) NetIQ Identity Manager
9 2 (0.13%) Grafana
Vendors
1 339 (22.20%) Microsoft
2 179 (11.72%) Tableau
3 165 (10.81%) Oracle
4 77 (5.04%) Salesforce.com
5 60 (3.93%) SAP
6 53 (3.47%) Google
7 51 (3.34%) Databricks
8 45 (2.95%) Informatica
9 33 (2.16%) Cognos
9 33 (2.16%) Talend
10 31 (2.03%) Teradata
11 26 (1.70%) Pardot
12 25 (1.64%) IBM
13 23 (1.51%) Hortonworks
14 16 (1.05%) Alteryx
14 16 (1.05%) MicroStrategy
15 15 (0.98%) Cloudera
15 15 (0.98%) Netezza
16 14 (0.92%) Guidewire
16 14 (0.92%) MuleSoft