Period
to 18 November 2019

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 November 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
18 Nov 2019
Same period 2018 Same period 2017
Rank 204 157 187
Rank change year-on-year -47 +30 +55
Permanent jobs citing Data Modelling 382 567 551
As % of all permanent IT jobs advertised in the South East 1.53% 2.00% 1.81%
As % of the Processes & Methodologies category 1.69% 2.19% 2.00%
Number of salaries quoted 307 417 482
South East median annual salary £55,000 £55,000 £52,500
Median salary % change year-on-year - +4.76% +5.00%
10th Percentile £36,234 £38,750 £36,250
90th Percentile £86,000 £80,000 £77,500
England 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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 22,595 25,837 27,487
As % of all permanent IT jobs advertised in the South East 90.25% 91.13% 90.37%
Number of salaries quoted 18,269 21,292 22,665
South East median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,250 £28,250 £27,000
90th Percentile £75,000 £72,500 £68,750
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Modelling in the South East

Data Modelling
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Modelling in the South East.

Salary trend for Data Modelling in the South East

Data Modelling
Salary Histogram in the South East

The salary distribution of IT jobs citing Data Modelling in the South East over the 6 months to 18 November 2019.

Salary histogram for Data Modelling in the South East

Data Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 18 November 2019. 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
Thames Valley -6 203 £52,500 - 26
Berkshire -11 127 £55,000 +5.77% 9
Hampshire +5 70 £55,000 +10.00% 10
Surrey -33 50 £62,500 +4.17% 5
West Sussex +2 46 £50,000 -18.37% 7
Oxfordshire +19 41 £62,500 +13.64% 6
Buckinghamshire +10 35 £52,500 - 11
East Sussex -6 6 £47,250 -11.68%
Middlesex -7 3 £67,500 -1.82%
Kent -9 2 £61,250 +104.17% 1
Data Modelling
England

For the 6 months to 18 November 2019, 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 South East region with a requirement for Data Modelling.

1 202 (52.88%) SQL
2 151 (39.53%) Business Intelligence
3 114 (29.84%) Agile Software Development
4 113 (29.58%) SQL Server
5 109 (28.53%) ETL
6 107 (28.01%) Data Architecture
7 99 (25.92%) Data Warehouse
8 85 (22.25%) Oracle
9 77 (20.16%) Analytics
10 73 (19.11%) Microsoft
10 73 (19.11%) Analytical Skills
11 66 (17.28%) Degree
12 63 (16.49%) Finance
13 62 (16.23%) Data Quality
13 62 (16.23%) Power BI
13 62 (16.23%) Power Platform
14 57 (14.92%) Problem-Solving
14 57 (14.92%) Data Management
15 55 (14.40%) Relational Database
16 50 (13.09%) SDLC
17 48 (12.57%) T-SQL
17 48 (12.57%) Python
18 47 (12.30%) Visualisation
19 44 (11.52%) Big Data
20 43 (11.26%) Computer Science
20 43 (11.26%) Data Integration
21 42 (10.99%) Software Engineering
22 41 (10.73%) SQL Server Integration Services
22 41 (10.73%) AWS
23 39 (10.21%) RDBMS

Data Modelling
Co-occurring IT Skills in the South East 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 19 (4.97%) Oracle SOA Suite
2 18 (4.71%) Oracle Workflow
3 14 (3.66%) Apache Spark
4 7 (1.83%) Confluence
5 6 (1.57%) CMS
6 5 (1.31%) Apache Airflow
6 5 (1.31%) Joomla!
7 4 (1.05%) SAS
7 4 (1.05%) Tomcat
8 3 (0.79%) Apache
8 3 (0.79%) Elasticsearch
8 3 (0.79%) Luigi
8 3 (0.79%) WebLogic
9 2 (0.52%) WebLogic Portal
10 1 (0.26%) JBoss
10 1 (0.26%) MS Exchange
10 1 (0.26%) SharePoint
10 1 (0.26%) WebSphere
Applications
1 25 (6.54%) Microsoft Excel
2 13 (3.40%) MS Visio
3 7 (1.83%) Microsoft PowerPoint
4 6 (1.57%) Microsoft Office
5 5 (1.31%) Spreadsheet
6 1 (0.26%) Maya
6 1 (0.26%) SPSS
Business Applications
1 16 (4.19%) Oracle EBS
2 14 (3.66%) Oracle EBS R12
3 13 (3.40%) Oracle Applications
4 11 (2.88%) Oracle ERP
5 7 (1.83%) Oracle BPM
5 7 (1.83%) SAP HCM
6 4 (1.05%) Oracle Receivables
7 2 (0.52%) Oracle Procure-to-Pay
7 2 (0.52%) Sparx Enterprise Architect
8 1 (0.26%) Dynamics AX
8 1 (0.26%) Dynamics CRM
8 1 (0.26%) Magento
8 1 (0.26%) SAP Hybris
8 1 (0.26%) SAP Retail
8 1 (0.26%) SAP S/4HANA
Cloud Services
1 62 (16.23%) Power Platform
2 41 (10.73%) AWS
3 29 (7.59%) Azure
4 21 (5.50%) SaaS
5 14 (3.66%) GCP
6 11 (2.88%) Dynamics 365
7 7 (1.83%) Amazon S3
7 7 (1.83%) SuccessFactors
8 6 (1.57%) AWS Lambda
8 6 (1.57%) Google Analytics
8 6 (1.57%) PaaS
8 6 (1.57%) Serverless
9 5 (1.31%) AdWords
9 5 (1.31%) IaaS
10 4 (1.05%) Amazon EMR
10 4 (1.05%) AWS CloudFormation
10 4 (1.05%) Boomi
11 3 (0.79%) Amazon EC2
12 2 (0.52%) G Suite
12 2 (0.52%) Office 365
Communications & Networking
1 1 (0.26%) Internet
Database & Business Intelligence
1 113 (29.58%) SQL Server
2 99 (25.92%) Data Warehouse
3 62 (16.23%) Power BI
4 55 (14.40%) Relational Database
5 44 (11.52%) Big Data
6 41 (10.73%) SQL Server Integration Services
7 39 (10.21%) RDBMS
8 29 (7.59%) NoSQL
9 28 (7.33%) MySQL
9 28 (7.33%) Oracle Database
10 27 (7.07%) SQL Server Reporting Services
11 18 (4.71%) Hadoop
11 18 (4.71%) QlikView
11 18 (4.71%) Star Schema
12 16 (4.19%) Oracle BI Publisher
12 16 (4.19%) Oracle Reports
12 16 (4.19%) SQL Server Analysis Services
13 13 (3.40%) Oracle ODI
14 12 (3.14%) Data Lake
15 11 (2.88%) PostgreSQL
Development Applications
1 26 (6.81%) Git (software)
2 21 (5.50%) JIRA
3 17 (4.45%) Oracle Forms
4 11 (2.88%) Jenkins
5 8 (2.09%) ProC
5 8 (2.09%) PVCS
6 7 (1.83%) ERwin
6 7 (1.83%) Travis CI
7 5 (1.31%) ER Studio
7 5 (1.31%) Team Foundation Server
7 5 (1.31%) Visual Studio
8 4 (1.05%) JUnit
8 4 (1.05%) Maven
9 3 (0.79%) Cucumber
9 3 (0.79%) Selenium
9 3 (0.79%) Spinnaker
10 2 (0.52%) Oracle APEX
10 2 (0.52%) Rational Rose
11 1 (0.26%) Subversion
11 1 (0.26%) Visual Studio Team System
General
1 63 (16.49%) Finance
2 22 (5.76%) Telecoms
3 20 (5.24%) Marketing
4 11 (2.88%) Manufacturing
5 8 (2.09%) Billing
6 6 (1.57%) Banking
6 6 (1.57%) Public Sector
6 6 (1.57%) Retail
7 5 (1.31%) Legal
8 3 (0.79%) Advertising
8 3 (0.79%) Pharmaceutical
8 3 (0.79%) Publishing
9 2 (0.52%) Aerospace
9 2 (0.52%) Police
10 1 (0.26%) Automotive
10 1 (0.26%) Electronics
10 1 (0.26%) Local Government
10 1 (0.26%) Multimedia
Job Titles
1 86 (22.51%) Architect
2 82 (21.47%) Developer
3 76 (19.90%) Data Architect
4 63 (16.49%) Analyst
5 38 (9.95%) DBA
6 30 (7.85%) Business Analyst
7 28 (7.33%) Business Intelligence Developer
8 22 (5.76%) Enterprise Data Architect
9 21 (5.50%) Administrator
9 21 (5.50%) Enterprise Architect
10 17 (4.45%) MySQL DBA
11 16 (4.19%) Data Engineer
12 14 (3.66%) Business Intelligence Analyst
12 14 (3.66%) Data Analyst
12 14 (3.66%) Software Engineer
12 14 (3.66%) SQL Developer
13 13 (3.40%) Test Engineer
14 11 (2.88%) Oracle Developer
14 11 (2.88%) SQL DBA
15 10 (2.62%) Solutions Architect
Libraries, Frameworks & Software Standards
1 19 (4.97%) Web Services
2 18 (4.71%) XML
3 13 (3.40%) HTML
3 13 (3.40%) JSON
4 12 (3.14%) CSS
4 12 (3.14%) REST
4 12 (3.14%) SOAP
5 10 (2.62%) .NET
5 10 (2.62%) jQuery
6 9 (2.36%) Kafka
7 7 (1.83%) AngularJS
7 7 (1.83%) Oracle Fusion
7 7 (1.83%) Oracle GoldenGate
8 6 (1.57%) Apache NiFi
8 6 (1.57%) RESTful
9 5 (1.31%) ASP.NET
9 5 (1.31%) CakePHP
9 5 (1.31%) CodeIgniter
9 5 (1.31%) Spring
9 5 (1.31%) XML Schema
Miscellaneous
1 73 (19.11%) Analytical Skills
2 28 (7.33%) Data Structures
2 28 (7.33%) Replication
3 26 (6.81%) Management Information System
4 23 (6.02%) Self-Motivation
5 18 (4.71%) Algorithms
6 12 (3.14%) Greenfield Project
7 10 (2.62%) Enterprise Software
8 6 (1.57%) Cloud Native
8 6 (1.57%) Reinsurance
9 5 (1.31%) Reference Data
10 3 (0.79%) Analytical Mindset
11 2 (0.52%) Data Protection Act
11 2 (0.52%) Public Cloud
11 2 (0.52%) Tandem
11 2 (0.52%) Virtual Team
12 1 (0.26%) Client/Server
12 1 (0.26%) NHS
12 1 (0.26%) PMI
12 1 (0.26%) Taxonomies
Operating Systems
1 38 (9.95%) Linux
2 29 (7.59%) Unix
3 28 (7.33%) Windows
4 6 (1.57%) Oracle Linux
4 6 (1.57%) Red Hat Enterprise Linux
5 4 (1.05%) Windows Server
6 1 (0.26%) AIX
Processes & Methodologies
1 151 (39.53%) Business Intelligence
2 114 (29.84%) Agile Software Development
3 109 (28.53%) ETL
4 107 (28.01%) Data Architecture
5 77 (20.16%) Analytics
6 57 (14.92%) Data Management
6 57 (14.92%) Problem-Solving
7 50 (13.09%) SDLC
8 47 (12.30%) Visualisation
9 43 (11.26%) Computer Science
9 43 (11.26%) Data Integration
10 42 (10.99%) Software Engineering
11 39 (10.21%) Logical Data Model
12 37 (9.69%) Data Analysis
12 37 (9.69%) Data Strategy
13 35 (9.16%) Project Management
14 31 (8.12%) Use Case
15 30 (7.85%) Data Analytics
16 29 (7.59%) Data Science
16 29 (7.59%) Migration
Programming Languages
1 202 (52.88%) SQL
2 48 (12.57%) Python
2 48 (12.57%) T-SQL
3 34 (8.90%) PL/SQL
4 33 (8.64%) Java
5 23 (6.02%) JavaScript
6 22 (5.76%) C#
7 13 (3.40%) C++
8 12 (3.14%) Scala
9 11 (2.88%) Bash Shell
9 11 (2.88%) C
10 9 (2.36%) Data Analysis Expressions (DAX)
10 9 (2.36%) R
11 6 (1.57%) C++/CLI
11 6 (1.57%) PHP
11 6 (1.57%) PowerShell
12 4 (1.05%) ES6
12 4 (1.05%) TypeScript
13 3 (0.79%) Go
13 3 (0.79%) Java 8
Qualifications
1 66 (17.28%) Degree
2 12 (3.14%) Master's Degree
3 8 (2.09%) Security Cleared
4 7 (1.83%) PhD
5 6 (1.57%) Computer Science Degree
6 5 (1.31%) Microsoft Certification
7 3 (0.79%) MCITP
7 3 (0.79%) SC Cleared
8 2 (0.52%) AWS Certification
8 2 (0.52%) MCDBA
8 2 (0.52%) MCTS
9 1 (0.26%) ISEB
9 1 (0.26%) PMI Certification
9 1 (0.26%) TOGAF Certification
Quality Assurance & Compliance
1 62 (16.23%) Data Quality
2 17 (4.45%) QA
3 7 (1.83%) SLA
4 2 (0.52%) COBIT
4 2 (0.52%) GDPR
4 2 (0.52%) Sarbanes-Oxley
5 1 (0.26%) PMO
5 1 (0.26%) Solvency II
System Software
1 12 (3.14%) Docker
2 4 (1.05%) Active Directory
3 2 (0.52%) HDFS
4 1 (0.26%) Hyper-V
Systems Management
1 12 (3.14%) Kubernetes
2 8 (2.09%) AirWatch
2 8 (2.09%) Netcool
3 7 (1.83%) Oracle RMAN
4 6 (1.57%) Oracle Enterprise Manager
4 6 (1.57%) Terraform
5 3 (0.79%) Kibana
6 1 (0.26%) Ansible
6 1 (0.26%) Data Guard
6 1 (0.26%) Nessus
6 1 (0.26%) Puppet
Vendors
1 85 (22.25%) Oracle
2 73 (19.11%) Microsoft
3 26 (6.81%) SAP
4 22 (5.76%) Tableau
5 14 (3.66%) Informatica
6 13 (3.40%) Google
6 13 (3.40%) Remedy
7 9 (2.36%) Cognos
8 8 (2.09%) IBM
9 7 (1.83%) Teradata
10 6 (1.57%) Red Hat
11 5 (1.31%) Alteryx
11 5 (1.31%) Dataiku
11 5 (1.31%) Netezza
11 5 (1.31%) Zend
12 4 (1.05%) Ensighten
12 4 (1.05%) Talend
12 4 (1.05%) Tealium
13 3 (0.79%) Aprimo
13 3 (0.79%) Pega