Period
to 22 May 2018

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 22 May 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 191 200 206
Rank change year-on-year +9 +6 -15
Permanent jobs citing Data Modelling 506 483 656
As % of all permanent IT jobs advertised in the South East 1.67% 1.66% 1.74%
As % of the Processes & Methodologies category 1.88% 1.90% 1.97%
Number of salaries quoted 404 426 541
South East median annual salary £57,500 £55,000 £48,500
Median salary % change year-on-year +4.55% +13.40% -3.00%
10th Percentile £36,250 £35,500 £35,000
90th Percentile £79,925 £74,500 £70,000
England median annual salary £56,743 £55,000 £55,000
% change year-on-year +3.17% - +2.80%

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 26,913 25,471 33,265
As % of all permanent IT jobs advertised in the South East 88.73% 87.69% 88.25%
Number of salaries quoted 22,288 20,961 28,037
South East median annual salary £45,500 £45,000 £45,000
Median salary % change year-on-year +1.11% - -
10th Percentile £28,000 £27,000 £26,250
90th Percentile £70,000 £68,000 £68,750
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 22 May 2018.

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 22 May 2018. 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 -23 239 £59,000 +7.27% 34
Oxfordshire -12 115 £63,000 +0.80% 6
Hampshire +42 108 £47,500 +5.56% 13
Berkshire -32 98 £50,000 -4.76% 15
Surrey +10 88 £61,500 +6.96% 11
West Sussex +10 37 £57,500 -4.17% 5
Buckinghamshire -15 26 £55,000 +15.79% 13
East Sussex -35 17 £75,000 +15.38% 4
Kent -11 11 £30,000 -35.14% 3
Sussex - 5 £80,000 -
Middlesex - 1 £54,000 -
Data Modelling
England

For the 6 months to 22 May 2018, 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.

1 249 (49.21%) SQL
2 209 (41.30%) Agile Software Development
3 176 (34.78%) Business Intelligence
4 160 (31.62%) SQL Server
5 133 (26.28%) Degree
6 118 (23.32%) Finance
7 117 (23.12%) Data Warehouse
8 108 (21.34%) ETL
9 107 (21.15%) Oracle
10 101 (19.96%) Analytics
11 96 (18.97%) Scrum
12 93 (18.38%) Java
13 92 (18.18%) Web Services
14 86 (17.00%) SDLC
15 85 (16.80%) Analytical Skills
16 82 (16.21%) T-SQL
16 82 (16.21%) Microsoft
16 82 (16.21%) Data Analysis
17 74 (14.62%) TDD
17 74 (14.62%) Problem-Solving
18 73 (14.43%) Big Data
19 71 (14.03%) SQL Server Reporting Services
20 68 (13.44%) Computer Science
20 68 (13.44%) PL/SQL
21 64 (12.65%) Mentoring
22 62 (12.25%) SQL Server Integration Services
23 61 (12.06%) C#
24 60 (11.86%) QA
25 58 (11.46%) Performance Tuning
26 57 (11.26%) Machine Learning

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 37 (7.31%) JBoss
2 22 (4.35%) Apache Spark
3 13 (2.57%) SAS
4 10 (1.98%) Apache Pig
5 8 (1.58%) Oracle SOA Suite
5 8 (1.58%) SharePoint
6 6 (1.19%) BizTalk Server
6 6 (1.19%) Elasticsearch
7 5 (0.99%) Apache
7 5 (0.99%) Confluence
8 3 (0.59%) Anypoint
8 3 (0.59%) Apache Solr
9 1 (0.20%) Smallworld
Applications
1 15 (2.96%) Microsoft Excel
2 9 (1.78%) GNU Octave
3 3 (0.59%) Spreadsheet
4 2 (0.40%) Microsoft Office
5 1 (0.20%) Microsoft PowerPoint
5 1 (0.20%) Microsoft Project
5 1 (0.20%) MS Visio
5 1 (0.20%) S-PLUS
Business Applications
1 5 (0.99%) SAP ERP
2 4 (0.79%) Salesforce.com CRM
3 3 (0.59%) SAP S/4HANA
Cloud Services
1 55 (10.87%) Amazon AWS
2 36 (7.11%) GitHub
3 35 (6.92%) Microsoft Azure
4 23 (4.55%) npm
5 10 (1.98%) NuGet
6 8 (1.58%) Adobe Analytics
7 6 (1.19%) SaaS
8 5 (0.99%) IaaS
9 4 (0.79%) Office 365
9 4 (0.79%) PaaS
10 2 (0.40%) Amazon EMR
10 2 (0.40%) Google Cloud Platform
11 1 (0.20%) AWS Lambda
11 1 (0.20%) Cloud Computing
11 1 (0.20%) Serverless
Communications & Networking
1 12 (2.37%) Internet
2 1 (0.20%) AMQP
2 1 (0.20%) Ethernet
2 1 (0.20%) HTTP
2 1 (0.20%) Intranet
2 1 (0.20%) LAN
2 1 (0.20%) SMS
2 1 (0.20%) SMTP
2 1 (0.20%) SSL
2 1 (0.20%) WAN
2 1 (0.20%) WLAN
Database & Business Intelligence
1 160 (31.62%) SQL Server
2 117 (23.12%) Data Warehouse
3 73 (14.43%) Big Data
4 71 (14.03%) SQL Server Reporting Services
5 62 (12.25%) SQL Server Integration Services
6 49 (9.68%) Power BI
7 45 (8.89%) QlikView
8 38 (7.51%) Relational Database
9 37 (7.31%) Hadoop
9 37 (7.31%) SQL Server 2012
10 35 (6.92%) SQL Server Analysis Services
11 32 (6.32%) SQL Server 2005
12 28 (5.53%) BusinessObjects
13 25 (4.94%) Apache Hive
14 24 (4.74%) Oracle Database
15 22 (4.35%) SQL Server 2016
16 21 (4.15%) OLAP
17 20 (3.95%) NoSQL
18 16 (3.16%) Oracle Database 10g
19 15 (2.96%) RDBMS
Development Applications
1 49 (9.68%) Selenium
2 40 (7.91%) Git (software)
3 39 (7.71%) Jenkins
4 18 (3.56%) Visual Studio
5 15 (2.96%) JIRA
6 14 (2.77%) NUnit
7 13 (2.57%) Maven
7 13 (2.57%) Subversion
7 13 (2.57%) webpack
8 12 (2.37%) Team Foundation Server
9 11 (2.17%) SQL Server Management Studio (SSMS)
10 10 (1.98%) gulp
11 7 (1.38%) PowerBuilder
11 7 (1.38%) Toad
12 6 (1.19%) Bitbucket
13 5 (0.99%) Cucumber
13 5 (0.99%) ERwin
14 3 (0.59%) TeamCity
15 2 (0.40%) Mercurial
15 2 (0.40%) Oracle APEX
General
1 118 (23.32%) Finance
2 34 (6.72%) Marketing
3 30 (5.93%) Retail
4 18 (3.56%) Manufacturing
5 17 (3.36%) Publishing
6 16 (3.16%) Banking
7 13 (2.57%) Advertising
7 13 (2.57%) Military
8 12 (2.37%) Billing
9 9 (1.78%) Law
9 9 (1.78%) Telecoms
10 7 (1.38%) Financial Institution
10 7 (1.38%) Games
11 5 (0.99%) Back Office
11 5 (0.99%) Legal
12 2 (0.40%) Dutch Language
12 2 (0.40%) French Language
12 2 (0.40%) German Language
12 2 (0.40%) Italian Language
13 1 (0.20%) Local Government
Job Titles
1 170 (33.60%) Developer
2 138 (27.27%) Analyst
3 125 (24.70%) Architect
4 84 (16.60%) Senior Developer
5 67 (13.24%) Data Architect
6 47 (9.29%) Senior Analyst
7 45 (8.89%) Business Intelligence Developer
8 43 (8.50%) Business Analyst
9 39 (7.71%) SQL Developer
10 34 (6.72%) .NET Developer
10 34 (6.72%) C# Developer
10 34 (6.72%) Solutions Architect
11 33 (6.52%) Business Intelligence Analyst
12 32 (6.32%) C# .NET Developer
12 32 (6.32%) Data Analyst
13 28 (5.53%) Java Developer
14 27 (5.34%) Senior Java Developer
15 23 (4.55%) SQL Analyst
16 22 (4.35%) Enterprise Architect
16 22 (4.35%) Senior Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 92 (18.18%) Web Services
2 56 (11.07%) .NET
3 47 (9.29%) Spring
4 44 (8.70%) Natural Language Processing
5 39 (7.71%) HTML
6 37 (7.31%) Middleware
7 33 (6.52%) SOAP
8 31 (6.13%) CSS
9 28 (5.53%) XML
10 26 (5.14%) ASP.NET
10 26 (5.14%) ASP.NET Web API
11 25 (4.94%) .NET Framework
12 24 (4.74%) REST
13 23 (4.55%) RESTful
14 19 (3.75%) WCF
15 18 (3.56%) AngularJS
16 17 (3.36%) ASP.NET MVC
16 17 (3.36%) Hibernate
17 13 (2.57%) HTML5
18 11 (2.17%) JSON
Miscellaneous
1 85 (16.80%) Analytical Skills
2 68 (13.44%) Computer Science
3 27 (5.34%) Greenfield Project
4 21 (4.15%) Enterprise Software
5 18 (3.56%) Self-Motivation
6 17 (3.36%) User Experience
7 16 (3.16%) Algorithms
8 14 (2.77%) W3C
9 12 (2.37%) Data Structures
9 12 (2.37%) Management Information System
9 12 (2.37%) Reinsurance
9 12 (2.37%) Replication
10 9 (1.78%) PMI
11 8 (1.58%) Data Protection Act
11 8 (1.58%) Fintech
12 7 (1.38%) CMDB
12 7 (1.38%) Reference Data
13 5 (0.99%) Cyberthreat
14 4 (0.79%) Hybrid Cloud
14 4 (0.79%) Pricing Data
Operating Systems
1 19 (3.75%) Linux
2 17 (3.36%) Windows
2 17 (3.36%) Windows Server
3 10 (1.98%) Unix
4 7 (1.38%) AIX
5 3 (0.59%) CentOS
5 3 (0.59%) Red Hat Enterprise Linux
6 1 (0.20%) FreeBSD
6 1 (0.20%) Windows 10
6 1 (0.20%) Windows 8
Processes & Methodologies
1 209 (41.30%) Agile Software Development
2 176 (34.78%) Business Intelligence
3 108 (21.34%) ETL
4 101 (19.96%) Analytics
5 96 (18.97%) Scrum
6 86 (17.00%) SDLC
7 82 (16.21%) Data Analysis
8 74 (14.62%) Problem-Solving
8 74 (14.62%) TDD
9 64 (12.65%) Mentoring
10 58 (11.46%) Performance Tuning
11 57 (11.26%) Machine Learning
12 54 (10.67%) Data Architecture
13 53 (10.47%) Data Science
14 50 (9.88%) MVC
15 49 (9.68%) Continuous Integration
16 48 (9.49%) Migration
16 48 (9.49%) Software Engineering
17 47 (9.29%) SOA
18 46 (9.09%) Kalman Filter
Programming Languages
1 249 (49.21%) SQL
2 93 (18.38%) Java
3 82 (16.21%) T-SQL
4 68 (13.44%) PL/SQL
5 61 (12.06%) C#
6 51 (10.08%) JavaScript
7 37 (7.31%) Python
8 17 (3.36%) C
9 16 (3.16%) R
9 16 (3.16%) TypeScript
10 13 (2.57%) Java 8
11 12 (2.37%) C++
12 10 (1.98%) Shell Script
13 9 (1.78%) Bash Shell
13 9 (1.78%) PowerShell
14 5 (0.99%) Data Analysis Expressions (DAX)
14 5 (0.99%) VBA
15 3 (0.59%) Scala
16 2 (0.40%) ABAP
16 2 (0.40%) Go
Qualifications
1 133 (26.28%) Degree
2 33 (6.52%) Security Cleared
3 21 (4.15%) SC Cleared
4 15 (2.96%) ISEB
5 14 (2.77%) ITIL Foundation Certificate
6 11 (2.17%) DV Cleared
7 9 (1.78%) PhD
7 9 (1.78%) PMI Certification
8 8 (1.58%) Computer Science Degree
9 7 (1.38%) TOGAF Certification
10 5 (0.99%) ISTQB
10 5 (0.99%) ISTQB Foundation Certification
10 5 (0.99%) MBA
10 5 (0.99%) MCDBA
10 5 (0.99%) MCSE
10 5 (0.99%) Microsoft Certification
11 4 (0.79%) CBAP
11 4 (0.79%) PRINCE2 Certification
12 3 (0.59%) MCSA
13 1 (0.20%) PMP
Quality Assurance & Compliance
1 60 (11.86%) QA
2 49 (9.68%) Data Quality
3 6 (1.19%) Sarbanes-Oxley
4 5 (0.99%) SLA
5 4 (0.79%) GDPR
6 2 (0.40%) PCI DSS
7 1 (0.20%) Disclosure Scotland
System Software
1 3 (0.59%) Active Directory
1 3 (0.59%) Docker
2 2 (0.40%) HDFS
2 2 (0.40%) Virtual Machines
2 2 (0.40%) VMware Infrastructure
2 2 (0.40%) vSphere
Systems Management
1 11 (2.17%) Perfmon
2 6 (1.19%) SCCM
3 4 (0.79%) Puppet
4 3 (0.59%) Kibana
5 2 (0.40%) Hadoop YARN
5 2 (0.40%) HP Quality Center
6 1 (0.20%) Ansible
6 1 (0.20%) Oozie
6 1 (0.20%) Opscode Chef
6 1 (0.20%) Salt
Vendors
1 107 (21.15%) Oracle
2 82 (16.21%) Microsoft
3 44 (8.70%) SAP
4 29 (5.73%) Tableau
5 22 (4.35%) Talend
6 19 (3.75%) Cognos
7 14 (2.77%) Facebook
8 12 (2.37%) Salesforce.com
9 11 (2.17%) Capita
10 10 (1.98%) Adobe
10 10 (1.98%) Google
10 10 (1.98%) Teradata
11 8 (1.58%) Intel
11 8 (1.58%) MicroStrategy
12 6 (1.19%) Apple
12 6 (1.19%) MuleSoft
12 6 (1.19%) Netezza
12 6 (1.19%) ServiceNow
12 6 (1.19%) SolarWinds
13 5 (0.99%) Imperva