The following table provides summary statistics for permanent job vacancies advertised in the South West 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 3 months to 27 June 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England / South West
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 172 184 154
Rank change year-on-year +12 -30  
Permanent jobs citing Data Modelling 71 54 102
As % of all permanent IT jobs advertised in the South West 1.34% 1.03% 1.71%
As % of the Processes & Methodologies category 1.48% 1.17% 1.97%
Number of salaries quoted 46 48 65
Median salary £42,500 £41,750 £42,500
Median salary % change year-on-year +1.79% -1.76%  
90% offered a salary of more than £35,000 £36,000 £31,700
10% offered a salary of more than £48,000 £55,000 £58,000
UK excluding London median salary £48,500 £47,500 £45,500
% change year-on-year +2.10% +4.39%  

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the South West with a requirement for process and methodology skills.

Process & Methodology Skills
South West
Permanent job vacancies with a requirement for process and methodology skills 4806 4628 5174
As % of all permanent IT job vacancies advertised in the South West 90.39% 88.37% 86.84%
Number of salaries quoted 3954 3878 4327
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £30,000 £30,000 £27,500
10% offered a salary of more than £62,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Modelling
Job Vacancy Trend in the South West

The job posting trend of jobs advertised in the South West citing Data Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Modelling in the South West

Data Modelling
Salary Trend in the South West

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

Salary trend for Data Modelling in the South West

Data Modelling
Salary Histogram in the South West

The salary distribution of IT jobs citing Data Modelling in the South West over the 3 months to 27 June 2017.

Salary histogram for Data Modelling in the South West

Data Modelling
Job Locations in the South West

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 West region over the 3 months to 27 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Wiltshire +19 23 £42,500 -39.28% 2
Somerset +2 18 £48,500 +10.66% 3
Bristol -33 13 £41,500 +6.41% 4
Gloucestershire -5 8 £44,500 -8.71%
Dorset +6 5 - - 1
Devon +8 3 £35,500 +1.42% 1
Data Modelling
England

For the 6 months to 27 June 2017, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the South West region with a requirement for Data Modelling.

1 77 (63.11%) SQL
2 47 (38.52%) Business Intelligence
3 39 (31.97%) Microsoft
4 36 (29.51%) SQL Server
4 36 (29.51%) Agile Software Development
5 33 (27.05%) Java
6 30 (24.59%) Finance
7 28 (22.95%) Data Warehouse
7 28 (22.95%) Spring
8 27 (22.13%) Management Information System
9 26 (21.31%) SQL Server Reporting Services
10 25 (20.49%) Hibernate
11 24 (19.67%) OO
12 23 (18.85%) SQL Server Integration Services
13 22 (18.03%) Scrum
14 20 (16.39%) Data Architecture
15 19 (15.57%) REST
15 19 (15.57%) Unit Testing
15 19 (15.57%) SAP
15 19 (15.57%) Relational Database
16 18 (14.75%) T-SQL
16 18 (14.75%) RDBMS
16 18 (14.75%) SQL Server Analysis Services
17 17 (13.93%) ETL
17 17 (13.93%) Programme Management
17 17 (13.93%) Manufacturing
18 16 (13.11%) HTML
18 16 (13.11%) CSS
19 15 (12.30%) Mentoring
20 14 (11.48%) Degree

Data Modelling
Co-occurring IT Skills in the South West 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 9 (7.38%) SharePoint
2 8 (6.56%) WebSphere
3 4 (3.28%) CMS
3 4 (3.28%) IIS
3 4 (3.28%) Umbraco
4 2 (1.64%) Mule
4 2 (1.64%) SAS
5 1 (0.82%) Apache Spark
Applications
1 5 (4.10%) Microsoft Excel
2 3 (2.46%) MS Visio
3 1 (0.82%) Microsoft Office
3 1 (0.82%) Spreadsheet
3 1 (0.82%) SPSS
Business Applications
1 11 (9.02%) SAP Oil and Gas
2 1 (0.82%) SAP CRM
2 1 (0.82%) SAP IS-U
Cloud Services
1 8 (6.56%) Microsoft Azure
2 6 (4.92%) Amazon AWS
3 2 (1.64%) Amazon EMR
4 1 (0.82%) Amazon SQS
Communications & Networking
1 6 (4.92%) Skype
2 1 (0.82%) SAN
2 1 (0.82%) SMS
Database & Business Intelligence
1 36 (29.51%) SQL Server
2 28 (22.95%) Data Warehouse
3 26 (21.31%) SQL Server Reporting Services
4 23 (18.85%) SQL Server Integration Services
5 19 (15.57%) Relational Database
6 18 (14.75%) RDBMS
6 18 (14.75%) SQL Server Analysis Services
7 12 (9.84%) Power BI
8 11 (9.02%) QlikView
8 11 (9.02%) SQL Server 2008
9 10 (8.20%) Star Schema
10 7 (5.74%) Oracle Reports
11 5 (4.10%) Big Data
11 5 (4.10%) Microsoft Power View
12 4 (3.28%) Azure SQL Database
12 4 (3.28%) Geospatial Data
12 4 (3.28%) Oracle BI EE
12 4 (3.28%) Oracle ODI
13 3 (2.46%) Crystal Reports
13 3 (2.46%) Hadoop
Development Applications
1 12 (9.84%) Git (software)
2 10 (8.20%) JUnit
3 7 (5.74%) Maven
4 4 (3.28%) NuGet
4 4 (3.28%) NUnit
4 4 (3.28%) Rhino Mocks
4 4 (3.28%) Visual Studio Team System
4 4 (3.28%) webpack
5 3 (2.46%) Oracle Forms
6 2 (1.64%) Team Foundation Server
7 1 (0.82%) JIRA
7 1 (0.82%) TestRail
7 1 (0.82%) Visual Studio
General
1 30 (24.59%) Finance
2 17 (13.93%) Manufacturing
3 12 (9.84%) Telecoms
4 11 (9.02%) Electronics
4 11 (9.02%) Marketing
5 10 (8.20%) Banking
5 10 (8.20%) Retail
6 6 (4.92%) Back Office
7 4 (3.28%) Games
7 4 (3.28%) Publishing
8 2 (1.64%) Advertising
8 2 (1.64%) Retail Banking
Job Titles
1 50 (40.98%) Developer
2 32 (26.23%) Java Developer
3 27 (22.13%) Analyst
4 20 (16.39%) Architect
5 11 (9.02%) Data Architect
6 9 (7.38%) Business Analyst
7 7 (5.74%) Business Intelligence Lead
7 7 (5.74%) Middleware Architect
7 7 (5.74%) Team Leader
7 7 (5.74%) Technical Architect
8 5 (4.10%) Applications Developer
8 5 (4.10%) Business Intelligence Developer
8 5 (4.10%) C# Developer
8 5 (4.10%) Systems Analyst
9 4 (3.28%) Business Intelligence Analyst
9 4 (3.28%) Consultant
9 4 (3.28%) Data Analyst
9 4 (3.28%) Data Warehouse Developer
10 3 (2.46%) GIS Consultant
10 3 (2.46%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 28 (22.95%) Spring
2 25 (20.49%) Hibernate
3 19 (15.57%) REST
4 16 (13.11%) CSS
4 16 (13.11%) HTML
5 12 (9.84%) HTML5
6 11 (9.02%) XML
7 9 (7.38%) .NET
7 9 (7.38%) Middleware
8 8 (6.56%) .NET Framework
8 8 (6.56%) ASP.NET Web API
8 8 (6.56%) SOAP
9 7 (5.74%) RESTful
9 7 (5.74%) WCF
9 7 (5.74%) WSDL
10 5 (4.10%) J2EE
10 5 (4.10%) Web Services
10 5 (4.10%) XForms
10 5 (4.10%) XSD
10 5 (4.10%) XSL
Miscellaneous
1 27 (22.13%) Management Information System
2 10 (8.20%) Computer Science
3 8 (6.56%) DataPower
4 6 (4.92%) FMCG
5 5 (4.10%) Analytical Skills
5 5 (4.10%) Derivative
5 5 (4.10%) Foreign Exchange (FX)
6 3 (2.46%) Greenfield Project
7 2 (1.64%) Data Structures
8 1 (0.82%) Algorithms
8 1 (0.82%) Clustering
8 1 (0.82%) iPad
8 1 (0.82%) NHS
8 1 (0.82%) N-Tier
Operating Systems
1 2 (1.64%) Windows
1 2 (1.64%) Windows Server
2 1 (0.82%) Unix
Processes & Methodologies
1 47 (38.52%) Business Intelligence
2 36 (29.51%) Agile Software Development
3 24 (19.67%) OO
4 22 (18.03%) Scrum
5 20 (16.39%) Data Architecture
6 19 (15.57%) Unit Testing
7 17 (13.93%) ETL
7 17 (13.93%) Programme Management
8 15 (12.30%) Mentoring
9 13 (10.66%) Workflow
10 12 (9.84%) Project Management
11 11 (9.02%) Digital Marketing
11 11 (9.02%) Kimball Methodology
11 11 (9.02%) Logical Data Model
12 10 (8.20%) Analytics
12 10 (8.20%) Creative Problem-Solving
12 10 (8.20%) Data Analysis
12 10 (8.20%) Data Management
12 10 (8.20%) TDD
12 10 (8.20%) UML
Programming Languages
1 77 (63.11%) SQL
2 33 (27.05%) Java
3 18 (14.75%) T-SQL
4 9 (7.38%) C
5 5 (4.10%) C#
5 5 (4.10%) XPath
5 5 (4.10%) XQuery
6 4 (3.28%) JavaScript
6 4 (3.28%) TypeScript
7 3 (2.46%) PL/SQL
8 2 (1.64%) Python
9 1 (0.82%) Go
9 1 (0.82%) R
9 1 (0.82%) Scala
Qualifications
1 14 (11.48%) Degree
2 9 (7.38%) SC Cleared
2 9 (7.38%) Security Cleared
3 2 (1.64%) Computer Science Degree
3 2 (1.64%) MCSA
3 2 (1.64%) MCSE
3 2 (1.64%) Microsoft Certification
4 1 (0.82%) BC Cleared
4 1 (0.82%) ISTQB
4 1 (0.82%) PhD
Quality Assurance & Compliance
1 10 (8.20%) Data Quality
2 3 (2.46%) QA
System Software
1 3 (2.46%) Oracle RAC
2 2 (1.64%) Active Directory
3 1 (0.82%) Docker
Systems Management
1 1 (0.82%) Kubernetes
Vendors
1 39 (31.97%) Microsoft
2 19 (15.57%) SAP
3 13 (10.66%) Oracle
4 10 (8.20%) IBM
5 8 (6.56%) Software AG
6 7 (5.74%) Unisys
7 5 (4.10%) CA Agile Central
8 4 (3.28%) Tableau
9 2 (1.64%) Pegasus
9 2 (1.64%) Remedy
10 1 (0.82%) Cognos
10 1 (0.82%) Google
10 1 (0.82%) HP
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