Period
to 18 November 2017

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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South West
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 150 209 157
Rank change year-on-year +59 -52 +9
Permanent jobs citing Data Modelling 226 133 236
As % of all permanent IT jobs advertised in the South West 2.20% 1.22% 1.99%
As % of the Processes & Methodologies category 2.46% 1.37% 2.24%
Number of salaries quoted 162 111 161
South West median annual salary £42,500 £42,500 £47,500
Median salary % change year-on-year - -10.53% +5.56%
10th Percentile £31,750 £30,000 £32,500
90th Percentile £61,000 £60,000 £70,000
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 West with a requirement for process or methodology skills.

All Process and Methodology Skills
South West
Permanent vacancies with a requirement for process or methodology skills 9192 9719 10557
As % of all permanent IT jobs advertised in the South West 89.56% 88.87% 88.80%
Number of salaries quoted 7569 8101 8871
South West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £26,250 £26,250 £25,000
90th Percentile £65,000 £63,750 £63,250
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 West

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

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 6 months to 18 November 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 6 months to 18 November 2017. 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
Somerset +41 73 £40,000 -5.88% 2
Bristol -10 49 £42,500 +8.97% 4
Gloucestershire +28 42 £42,500 -4.49% 1
Wiltshire +3 21 £41,250 -3.51%
Devon +38 19 £37,500 -
Dorset +16 16 £70,000 -12.91% 1
Cornwall +1 3 £42,500 -
Data Modelling
England

For the 6 months to 18 November 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.

1 138 (61.06%) SQL
2 119 (52.65%) Business Intelligence
3 93 (41.15%) Data Warehouse
4 83 (36.73%) SQL Server
5 68 (30.09%) SQL Server Integration Services
6 67 (29.65%) SQL Server Reporting Services
7 64 (28.32%) Agile Software Development
8 58 (25.66%) ETL
8 58 (25.66%) Microsoft
9 56 (24.78%) T-SQL
10 51 (22.57%) Data Architecture
11 50 (22.12%) Data Analysis
12 48 (21.24%) Finance
13 42 (18.58%) Analytics
14 41 (18.14%) Analytical Skills
14 41 (18.14%) Scrum
15 40 (17.70%) SQL Server Analysis Services
16 35 (15.49%) Data Management
17 34 (15.04%) Stakeholder Management
17 34 (15.04%) BusinessObjects
18 30 (13.27%) QlikView
18 30 (13.27%) SQL Server 2008
18 30 (13.27%) Tableau
19 28 (12.39%) Relational Database
19 28 (12.39%) Degree
19 28 (12.39%) C
19 28 (12.39%) Project Management
20 26 (11.50%) Manufacturing
20 26 (11.50%) Electronics
20 26 (11.50%) Management Information System

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 22 (9.73%) SharePoint
2 7 (3.10%) CMS
2 7 (3.10%) Umbraco
3 4 (1.77%) Apache Spark
4 3 (1.33%) IIS
5 2 (0.88%) nginx
5 2 (0.88%) SAS
6 1 (0.44%) Sitecore CMS
Applications
1 23 (10.18%) Microsoft Excel
2 12 (5.31%) MS Visio
3 3 (1.33%) Spreadsheet
4 1 (0.44%) SPSS
Business Applications
1 3 (1.33%) Cognos Business Intelligence
2 2 (0.88%) Adobe Campaign
2 2 (0.88%) SAP Hybris
3 1 (0.44%) Remedy ITSM
Cloud Services
1 21 (9.29%) Microsoft Azure
2 20 (8.85%) Amazon AWS
3 7 (3.10%) npm
4 2 (0.88%) Amazon EC2
5 1 (0.44%) Azure Data Factory
5 1 (0.44%) Dynamics 365
Communications & Networking
1 5 (2.21%) Skype
1 5 (2.21%) SMS
2 1 (0.44%) Broadband
2 1 (0.44%) VoIP
Database & Business Intelligence
1 93 (41.15%) Data Warehouse
2 83 (36.73%) SQL Server
3 68 (30.09%) SQL Server Integration Services
4 67 (29.65%) SQL Server Reporting Services
5 40 (17.70%) SQL Server Analysis Services
6 34 (15.04%) BusinessObjects
7 30 (13.27%) QlikView
7 30 (13.27%) SQL Server 2008
8 28 (12.39%) Relational Database
9 25 (11.06%) Power BI
9 25 (11.06%) RDBMS
10 20 (8.85%) Big Data
11 18 (7.96%) Data Mining
11 18 (7.96%) Geospatial Data
12 15 (6.64%) PostgreSQL
13 14 (6.19%) NoSQL
13 14 (6.19%) Star Schema
14 12 (5.31%) BusinessObjects Dashboards
15 10 (4.42%) Yellowfin
16 9 (3.98%) Microsoft Power View
Development Applications
1 15 (6.64%) ERwin
2 10 (4.42%) Oracle Forms
2 10 (4.42%) Team Foundation Server
3 8 (3.54%) JUnit
3 8 (3.54%) Rational DOORS
4 6 (2.65%) NuGet
4 6 (2.65%) NUnit
4 6 (2.65%) Rhino Mocks
4 6 (2.65%) Visual Studio Team System
4 6 (2.65%) webpack
5 3 (1.33%) Atlassian Bamboo
5 3 (1.33%) JIRA
5 3 (1.33%) Maven
5 3 (1.33%) Visual Studio
6 2 (0.88%) Cucumber
6 2 (0.88%) Git (software)
6 2 (0.88%) Selenium
7 1 (0.44%) Grunt
7 1 (0.44%) gulp
7 1 (0.44%) Talend Open Studio
General
1 48 (21.24%) Finance
2 26 (11.50%) Electronics
2 26 (11.50%) Manufacturing
3 25 (11.06%) Marketing
4 24 (10.62%) Telecoms
5 8 (3.54%) Retail
6 6 (2.65%) Publishing
7 5 (2.21%) Games
8 1 (0.44%) Advertising
8 1 (0.44%) Back Office
8 1 (0.44%) Banking
Job Titles
1 71 (31.42%) Developer
2 51 (22.57%) Analyst
3 43 (19.03%) Business Intelligence Developer
4 42 (18.58%) Architect
5 34 (15.04%) Data Architect
6 20 (8.85%) SQL Developer
7 18 (7.96%) Business Developer
8 17 (7.52%) SSRS Developer
9 16 (7.08%) Data Analyst
9 16 (7.08%) SQL BI Developer
10 13 (5.75%) Business Intelligence Analyst
10 13 (5.75%) Senior Analyst
10 13 (5.75%) Systems Analyst
11 12 (5.31%) Business Analyst
12 11 (4.87%) Business Intelligence Lead
12 11 (4.87%) Consultant
12 11 (4.87%) SQL Server BI Developer
12 11 (4.87%) SQL Server Developer
13 10 (4.42%) Senior Architect
13 10 (4.42%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 13 (5.75%) CSS
1 13 (5.75%) HTML
2 11 (4.87%) Spring
3 9 (3.98%) .NET
4 8 (3.54%) .NET Framework
4 8 (3.54%) ASP.NET Web API
4 8 (3.54%) REST
4 8 (3.54%) XML
5 7 (3.10%) AngularJS
5 7 (3.10%) Hibernate
5 7 (3.10%) RESTful
6 6 (2.65%) Entity Framework
6 6 (2.65%) Node.js
6 6 (2.65%) React
6 6 (2.65%) Redux
6 6 (2.65%) Unity DI Container
6 6 (2.65%) Web Services
7 5 (2.21%) Qt
7 5 (2.21%) Unity (Game Engine)
8 4 (1.77%) D3.js
Miscellaneous
1 41 (18.14%) Analytical Skills
2 26 (11.50%) Management Information System
3 19 (8.41%) Data Structures
4 12 (5.31%) Computer Science
5 6 (2.65%) Algorithms
5 6 (2.65%) Greenfield Project
6 5 (2.21%) Hybrid Cloud
7 3 (1.33%) Renewable Energy
7 3 (1.33%) User Experience
8 2 (0.88%) FMCG
8 2 (0.88%) Mainframe
8 2 (0.88%) Taxonomies
9 1 (0.44%) Driving Licence
9 1 (0.44%) iPad
9 1 (0.44%) Mobile App
9 1 (0.44%) Reference Data
Operating Systems
1 10 (4.42%) Windows
2 3 (1.33%) Linux
2 3 (1.33%) Windows Server
2 3 (1.33%) Windows Server 2012
3 2 (0.88%) Unix
Processes & Methodologies
1 119 (52.65%) Business Intelligence
2 64 (28.32%) Agile Software Development
3 58 (25.66%) ETL
4 51 (22.57%) Data Architecture
5 50 (22.12%) Data Analysis
6 42 (18.58%) Analytics
7 41 (18.14%) Scrum
8 35 (15.49%) Data Management
9 34 (15.04%) Stakeholder Management
10 28 (12.39%) Project Management
11 25 (11.06%) Software Engineering
12 24 (10.62%) Business Analysis
12 24 (10.62%) Kimball Methodology
13 23 (10.18%) Digital Marketing
14 22 (9.73%) Programme Management
15 21 (9.29%) Machine Learning
15 21 (9.29%) SDLC
15 21 (9.29%) TOGAF
16 20 (8.85%) Data Strategy
17 19 (8.41%) Mathematics
Programming Languages
1 138 (61.06%) SQL
2 56 (24.78%) T-SQL
3 28 (12.39%) C
4 18 (7.96%) PL/SQL
5 14 (6.19%) JavaScript
6 11 (4.87%) Java
7 9 (3.98%) C#
7 9 (3.98%) Python
8 6 (2.65%) TypeScript
9 5 (2.21%) C++
10 4 (1.77%) R
11 3 (1.33%) PowerShell
12 1 (0.44%) Scala
12 1 (0.44%) VBA
Qualifications
1 28 (12.39%) Degree
2 20 (8.85%) Security Cleared
3 11 (4.87%) SC Cleared
4 9 (3.98%) DV Cleared
4 9 (3.98%) Numerate Degree
5 5 (2.21%) BC Cleared
6 4 (1.77%) CITP
7 2 (0.88%) HND
7 2 (0.88%) ISEB
8 1 (0.44%) APMP
8 1 (0.44%) ISTQB
Quality Assurance & Compliance
1 21 (9.29%) QA
2 14 (6.19%) Data Quality
3 8 (3.54%) GDPR
System Software
1 10 (4.42%) Oracle RAC
2 2 (0.88%) Docker
Systems Management
1 4 (1.77%) Systems Management Server (SMS)
Vendors
1 58 (25.66%) Microsoft
2 30 (13.27%) Tableau
3 24 (10.62%) SAP
4 17 (7.52%) Oracle
5 10 (4.42%) IBM
6 4 (1.77%) Cognos
7 3 (1.33%) Netezza
8 2 (0.88%) Adobe
8 2 (0.88%) hybris
8 2 (0.88%) Remedy
9 1 (0.44%) BMC
9 1 (0.44%) Capita
9 1 (0.44%) Hortonworks
9 1 (0.44%) IDERA
9 1 (0.44%) Informatica
9 1 (0.44%) RedGate
9 1 (0.44%) Sitecore
9 1 (0.44%) Talend
9 1 (0.44%) Teradata
9 1 (0.44%) Xamarin