Period
to 18 February 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 18 February 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
18 Feb 2018
Same period 2017 Same period 2016
Rank 189 214 178
Rank change year-on-year +25 -36 +30
Permanent jobs citing Data Modelling 531 475 808
As % of all permanent IT jobs advertised in the South East 1.70% 1.52% 1.96%
As % of the Processes & Methodologies category 1.94% 1.74% 2.25%
Number of salaries quoted 424 415 657
South East median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% +5.26%
10th Percentile £35,000 £34,250 £36,250
90th Percentile £84,625 £72,500 £71,250
England median annual salary £55,000 £55,000 £55,000

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 27,374 27,300 35,983
As % of all permanent IT jobs advertised in the South East 87.62% 87.22% 87.34%
Number of salaries quoted 22,627 22,343 30,311
South East median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £27,500 £26,250
90th Percentile £70,000 £68,750 £67,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

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 February 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 18 February 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 -10 199 £52,500 -1.87% 32
Hampshire +74 144 £42,500 -6.59% 16
Berkshire +29 100 £50,000 -9.09% 14
Surrey +8 93 £65,000 +18.18% 9
Oxfordshire -25 73 £59,000 +8.76% 14
West Sussex -10 41 £57,500 - 12
East Sussex -16 39 £50,000 +12.99% 4
Buckinghamshire +1 26 £42,500 - 4
Kent +6 17 £77,500 +77.14%
Sussex -17 3 £70,000 +100.00%
Middlesex +12 2 £55,000 -
Data Modelling
England

For the 6 months to 18 February 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.

1 236 (44.44%) SQL
2 219 (41.24%) Business Intelligence
3 188 (35.40%) Agile Software Development
4 153 (28.81%) SQL Server
5 149 (28.06%) Data Warehouse
6 146 (27.50%) Finance
7 135 (25.42%) Analytics
8 119 (22.41%) ETL
9 115 (21.66%) Degree
10 109 (20.53%) Analytical Skills
11 108 (20.34%) Oracle
12 86 (16.20%) Microsoft
13 83 (15.63%) Scrum
14 81 (15.25%) Big Data
15 71 (13.37%) Data Analysis
16 70 (13.18%) SQL Server Reporting Services
16 70 (13.18%) SQL Server Integration Services
16 70 (13.18%) SAP
17 68 (12.81%) Java
18 67 (12.62%) T-SQL
19 65 (12.24%) Data Management
20 62 (11.68%) QlikView
21 59 (11.11%) Data Architecture
21 59 (11.11%) Relational Database
22 58 (10.92%) BusinessObjects
23 57 (10.73%) Computer Science
24 56 (10.55%) Performance Tuning
25 55 (10.36%) Data Quality
25 55 (10.36%) Tableau
26 54 (10.17%) JavaScript

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 18 (3.39%) Apache Spark
2 16 (3.01%) Apache Pig
3 11 (2.07%) SAS
4 10 (1.88%) JBoss
5 8 (1.51%) Apache Solr
6 6 (1.13%) Confluence
7 4 (0.75%) Apache
7 4 (0.75%) BizTalk Server
8 3 (0.56%) Anypoint
8 3 (0.56%) Elasticsearch
8 3 (0.56%) SharePoint
9 2 (0.38%) Oracle SOA Suite
10 1 (0.19%) OpenStack
10 1 (0.19%) Tomcat
Applications
1 40 (7.53%) Microsoft Excel
2 20 (3.77%) Microsoft PowerPoint
3 18 (3.39%) Microsoft Office
4 9 (1.69%) MS Visio
5 4 (0.75%) Microsoft Project
6 3 (0.56%) GNU Octave
7 1 (0.19%) Mathematica
7 1 (0.19%) Spreadsheet
7 1 (0.19%) SPSS
Business Applications
1 4 (0.75%) Salesforce.com CRM
1 4 (0.75%) SAP CO
1 4 (0.75%) SAP FI
1 4 (0.75%) SAP FI/CO
2 2 (0.38%) SAP ERP
3 1 (0.19%) Dynamics CRM
3 1 (0.19%) Remedy ITSM
3 1 (0.19%) SAP Hybris
Cloud Services
1 39 (7.34%) Amazon AWS
2 30 (5.65%) Microsoft Azure
3 26 (4.90%) GitHub
4 13 (2.45%) npm
5 11 (2.07%) SaaS
6 8 (1.51%) Adobe Analytics
7 7 (1.32%) PaaS
8 6 (1.13%) IaaS
9 5 (0.94%) Cloud Computing
10 4 (0.75%) Amazon EMR
11 1 (0.19%) Akamai
11 1 (0.19%) Dialogflow
11 1 (0.19%) OpenShift
Communications & Networking
1 12 (2.26%) Internet
2 7 (1.32%) AMQP
3 6 (1.13%) HTTP
3 6 (1.13%) SMTP
3 6 (1.13%) SSL
4 2 (0.38%) PSTN
4 2 (0.38%) Wi-Fi
5 1 (0.19%) Ethernet
5 1 (0.19%) Extranet
5 1 (0.19%) LAN
5 1 (0.19%) WAN
5 1 (0.19%) WLAN
Database & Business Intelligence
1 153 (28.81%) SQL Server
2 149 (28.06%) Data Warehouse
3 81 (15.25%) Big Data
4 70 (13.18%) SQL Server Integration Services
4 70 (13.18%) SQL Server Reporting Services
5 62 (11.68%) QlikView
6 59 (11.11%) Relational Database
7 58 (10.92%) BusinessObjects
8 50 (9.42%) Hadoop
9 48 (9.04%) Power BI
10 41 (7.72%) SQL Server Analysis Services
11 33 (6.21%) Data Mining
12 30 (5.65%) NoSQL
13 28 (5.27%) Oracle Database
14 25 (4.71%) SQL Server 2012
15 24 (4.52%) Star Schema
16 23 (4.33%) RDBMS
17 21 (3.95%) OLAP
18 19 (3.58%) SAP BW
19 18 (3.39%) Apache Hive
Development Applications
1 38 (7.16%) Selenium
2 28 (5.27%) Jenkins
3 25 (4.71%) Git (software)
4 21 (3.95%) Maven
5 17 (3.20%) JIRA
6 13 (2.45%) Visual Studio
7 12 (2.26%) Toad
8 11 (2.07%) NUnit
8 11 (2.07%) PowerBuilder
8 11 (2.07%) SQL Server Management Studio (SSMS)
8 11 (2.07%) Team Foundation Server
9 9 (1.69%) gulp
10 8 (1.51%) Subversion
11 7 (1.32%) Bitbucket
11 7 (1.32%) NuGet
12 6 (1.13%) ERwin
12 6 (1.13%) webpack
13 5 (0.94%) Cucumber
14 4 (0.75%) Oracle APEX
14 4 (0.75%) Oracle Forms
General
1 146 (27.50%) Finance
2 33 (6.21%) Marketing
3 22 (4.14%) Banking
4 17 (3.20%) Retail
5 16 (3.01%) Manufacturing
6 15 (2.82%) Military
7 14 (2.64%) Publishing
7 14 (2.64%) Telecoms
8 12 (2.26%) Advertising
9 11 (2.07%) Legal
10 8 (1.51%) Back Office
10 8 (1.51%) Games
11 7 (1.32%) Law
12 5 (0.94%) Automotive
13 4 (0.75%) Financial Institution
14 2 (0.38%) Aerospace
15 1 (0.19%) Billing
Job Titles
1 174 (32.77%) Developer
2 140 (26.37%) Analyst
3 118 (22.22%) Architect
4 54 (10.17%) Business Analyst
4 54 (10.17%) Business Intelligence Developer
5 53 (9.98%) Data Architect
6 46 (8.66%) Senior Developer
7 38 (7.16%) Solutions Architect
8 33 (6.21%) Data Analyst
9 32 (6.03%) Business Intelligence Analyst
10 28 (5.27%) Senior Analyst
11 26 (4.90%) SQL Developer
12 23 (4.33%) SQL Analyst
13 22 (4.14%) Business Developer
14 21 (3.95%) .NET Developer
14 21 (3.95%) Java Developer
15 20 (3.77%) Oracle Developer
16 19 (3.58%) C# Developer
16 19 (3.58%) SAP Developer
17 18 (3.39%) C# .NET Developer
Libraries, Frameworks & Software Standards
1 53 (9.98%) Web Services
2 48 (9.04%) .NET
3 40 (7.53%) Middleware
4 36 (6.78%) XML
5 34 (6.40%) Spring
6 26 (4.90%) HTML
6 26 (4.90%) SOAP
7 24 (4.52%) CSS
7 24 (4.52%) JSON
8 22 (4.14%) Hibernate
9 21 (3.95%) AngularJS
9 21 (3.95%) Natural Language Processing
10 20 (3.77%) ASP.NET
11 18 (3.39%) ASP.NET Web API
12 17 (3.20%) REST
13 16 (3.01%) .NET Framework
14 15 (2.82%) WCF
15 13 (2.45%) ASP.NET MVC
15 13 (2.45%) MDX
16 11 (2.07%) HTML5
Miscellaneous
1 109 (20.53%) Analytical Skills
2 57 (10.73%) Computer Science
3 27 (5.08%) Greenfield Project
4 26 (4.90%) Data Structures
5 23 (4.33%) Management Information System
6 17 (3.20%) Reinsurance
7 16 (3.01%) Algorithms
8 14 (2.64%) Enterprise Software
9 12 (2.26%) Data Centre
9 12 (2.26%) PMI
10 10 (1.88%) Replication
10 10 (1.88%) User Experience
11 7 (1.32%) Mainframe
11 7 (1.32%) N-Tier
12 5 (0.94%) Data Protection Act
13 4 (0.75%) Client/Server
13 4 (0.75%) Virtual Team
13 4 (0.75%) W3C
14 3 (0.56%) Mobile App
15 2 (0.38%) Hybrid Cloud
Operating Systems
1 30 (5.65%) Linux
2 25 (4.71%) Windows
3 23 (4.33%) Unix
4 22 (4.14%) Windows Server
5 11 (2.07%) AIX
6 6 (1.13%) Windows 10
6 6 (1.13%) Windows 8
7 3 (0.56%) CentOS
7 3 (0.56%) Red Hat Enterprise Linux
8 1 (0.19%) VMS
Processes & Methodologies
1 219 (41.24%) Business Intelligence
2 188 (35.40%) Agile Software Development
3 135 (25.42%) Analytics
4 119 (22.41%) ETL
5 83 (15.63%) Scrum
6 71 (13.37%) Data Analysis
7 65 (12.24%) Data Management
8 59 (11.11%) Data Architecture
9 56 (10.55%) Performance Tuning
10 52 (9.79%) SDLC
10 52 (9.79%) Visualisation
11 51 (9.60%) Project Management
12 49 (9.23%) Business Analysis
12 49 (9.23%) Data Governance
13 46 (8.66%) Data Analytics
13 46 (8.66%) Logical Data Model
14 43 (8.10%) SOA
14 43 (8.10%) Stakeholder Management
15 42 (7.91%) Mentoring
15 42 (7.91%) TDD
Programming Languages
1 236 (44.44%) SQL
2 68 (12.81%) Java
3 67 (12.62%) T-SQL
4 54 (10.17%) JavaScript
4 54 (10.17%) PL/SQL
5 50 (9.42%) C#
6 34 (6.40%) Python
7 32 (6.03%) C
8 25 (4.71%) Shell Script
9 16 (3.01%) C++
9 16 (3.01%) R
10 12 (2.26%) TypeScript
10 12 (2.26%) VB.NET
11 5 (0.94%) Data Analysis Expressions (DAX)
12 4 (0.75%) PowerShell
12 4 (0.75%) VBA
13 3 (0.56%) MATLAB
13 3 (0.56%) Scala
14 2 (0.38%) ES6
14 2 (0.38%) Perl
Qualifications
1 115 (21.66%) Degree
2 29 (5.46%) Security Cleared
3 23 (4.33%) SC Cleared
4 17 (3.20%) Computer Science Degree
5 12 (2.26%) PMI Certification
6 9 (1.69%) MBA
6 9 (1.69%) PhD
7 4 (0.75%) DV Cleared
8 3 (0.56%) ISEB
8 3 (0.56%) Master's Degree
9 2 (0.38%) MCSE
9 2 (0.38%) Microsoft Certification
10 1 (0.19%) APMP
10 1 (0.19%) BPSS Clearance
10 1 (0.19%) ISTQB
10 1 (0.19%) ISTQB Foundation Certification
10 1 (0.19%) MCDBA
10 1 (0.19%) MCSA
10 1 (0.19%) Numerate Degree
Quality Assurance & Compliance
1 55 (10.36%) Data Quality
2 33 (6.21%) QA
3 5 (0.94%) Sarbanes-Oxley
4 3 (0.56%) GDPR
5 2 (0.38%) COBIT
5 2 (0.38%) PCI DSS
6 1 (0.19%) Disclosure Scotland
6 1 (0.19%) PMO
6 1 (0.19%) SLA
6 1 (0.19%) TickIT
System Software
1 8 (1.51%) Oracle RAC
2 6 (1.13%) Apache Flume
2 6 (1.13%) HDFS
3 4 (0.75%) Docker
3 4 (0.75%) Virtual Machines
Systems Management
1 5 (0.94%) Perfmon
2 4 (0.75%) Nagios
2 4 (0.75%) Oozie
3 3 (0.56%) Puppet
4 1 (0.19%) Ansible
4 1 (0.19%) HP Quality Center
4 1 (0.19%) Kubernetes
4 1 (0.19%) Systems Management Server (SMS)
Vendors
1 108 (20.34%) Oracle
2 86 (16.20%) Microsoft
3 70 (13.18%) SAP
4 55 (10.36%) Tableau
5 32 (6.03%) Cognos
6 22 (4.14%) MicroStrategy
7 16 (3.01%) Teradata
8 11 (2.07%) Salesforce.com
9 10 (1.88%) Adobe
9 10 (1.88%) IBM
10 9 (1.69%) Birst
10 9 (1.69%) Capita
10 9 (1.69%) Google
10 9 (1.69%) Informatica
10 9 (1.69%) Netezza
11 8 (1.51%) Facebook
11 8 (1.51%) Intel
12 6 (1.13%) MuleSoft
13 5 (0.94%) Cloudera
13 5 (0.94%) Talend