Period
to 23 January 2018

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 23 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South West
6 months to
23 Jan 2018
Same period 2017 Same period 2016
Rank 153 223 158
Rank change year-on-year +70 -65 +15
Permanent jobs citing Data Modelling 213 115 228
As % of all permanent IT jobs advertised in the South West 2.10% 1.11% 1.99%
As % of the Processes & Methodologies category 2.36% 1.24% 2.22%
Number of salaries quoted 159 91 161
South West median annual salary £41,626 £42,500 £45,000
Median salary % change year-on-year -2.06% -5.56% +7.78%
10th Percentile £31,750 £26,875 £32,000
90th Percentile £63,750 £62,000 £68,750
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 9,038 9,305 10,276
As % of all permanent IT jobs advertised in the South West 89.06% 89.49% 89.71%
Number of salaries quoted 7,399 7,703 8,599
South West median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% +3.90%
10th Percentile £26,250 £26,250 £25,750
90th Percentile £63,750 £65,000 £63,750
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 23 January 2018.

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 23 January 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
Somerset +40 53 £40,000 +32.78% 3
Gloucestershire +42 49 £42,500 -5.03% 12
Bristol -7 46 £41,500 -7.78% 15
Dorset 0 21 £70,000 -12.91% 3
Devon - 20 £42,000 - 5
Wiltshire -8 17 £45,000 +5.88% 2
Cornwall -13 3 £42,500 -
Data Modelling
England

For the 6 months to 23 January 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 West region with a requirement for Data Modelling.

1 122 (57.28%) SQL
2 100 (46.95%) Data Warehouse
3 97 (45.54%) Business Intelligence
4 63 (29.58%) ETL
5 62 (29.11%) Agile Software Development
6 60 (28.17%) SQL Server Integration Services
7 59 (27.70%) SQL Server
8 56 (26.29%) Data Analysis
9 53 (24.88%) SQL Server Reporting Services
9 53 (24.88%) Finance
10 50 (23.47%) Analytical Skills
11 48 (22.54%) T-SQL
12 42 (19.72%) Data Management
13 41 (19.25%) Microsoft
14 39 (18.31%) Data Architecture
15 38 (17.84%) Analytics
16 34 (15.96%) Stakeholder Management
17 33 (15.49%) Scrum
17 33 (15.49%) BusinessObjects
18 31 (14.55%) Degree
19 29 (13.62%) SQL Server Analysis Services
20 26 (12.21%) Microsoft Excel
20 26 (12.21%) ERwin
21 25 (11.74%) Project Management
22 24 (11.27%) Big Data
23 23 (10.80%) Amazon AWS
23 23 (10.80%) QlikView
24 22 (10.33%) TOGAF
24 22 (10.33%) Power BI
25 21 (9.86%) Tableau

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 18 (8.45%) SharePoint
2 4 (1.88%) Apache Spark
2 4 (1.88%) CMS
2 4 (1.88%) Umbraco
3 2 (0.94%) IIS
3 2 (0.94%) nginx
3 2 (0.94%) OpenStack
3 2 (0.94%) SAS
3 2 (0.94%) Sitecore CMS
4 1 (0.47%) BizTalk Server
4 1 (0.47%) Elasticsearch
4 1 (0.47%) Oracle SOA Suite
Applications
1 26 (12.21%) Microsoft Excel
2 18 (8.45%) MS Visio
3 1 (0.47%) Spreadsheet
Business Applications
1 3 (1.41%) Cognos Business Intelligence
2 2 (0.94%) SAP Hybris
3 1 (0.47%) Remedy ITSM
3 1 (0.47%) Salesforce.com CRM
Cloud Services
1 23 (10.80%) Amazon AWS
2 19 (8.92%) Microsoft Azure
3 4 (1.88%) npm
4 2 (0.94%) Amazon EC2
4 2 (0.94%) Bluemix
4 2 (0.94%) Google Cloud Platform
4 2 (0.94%) IBM Cloud
5 1 (0.47%) Amazon EMR
5 1 (0.47%) Azure Data Factory
5 1 (0.47%) Dynamics 365
5 1 (0.47%) Office 365
Communications & Networking
1 8 (3.76%) SMS
2 2 (0.94%) Ethernet
2 2 (0.94%) Wireless
3 1 (0.47%) Broadband
3 1 (0.47%) Skype
3 1 (0.47%) VoIP
Database & Business Intelligence
1 100 (46.95%) Data Warehouse
2 60 (28.17%) SQL Server Integration Services
3 59 (27.70%) SQL Server
4 53 (24.88%) SQL Server Reporting Services
5 33 (15.49%) BusinessObjects
6 29 (13.62%) SQL Server Analysis Services
7 24 (11.27%) Big Data
8 23 (10.80%) QlikView
9 22 (10.33%) Power BI
10 19 (8.92%) SQL Server 2008
11 17 (7.98%) Data Mining
12 15 (7.04%) Geospatial Data
13 13 (6.10%) NoSQL
14 12 (5.63%) Relational Database
15 11 (5.16%) BusinessObjects Dashboards
16 10 (4.69%) PerformancePoint
16 10 (4.69%) PostgreSQL
17 9 (4.23%) Crystal Reports
17 9 (4.23%) Microsoft Power View
17 9 (4.23%) RDBMS
Development Applications
1 26 (12.21%) ERwin
2 10 (4.69%) Rational DOORS
3 6 (2.82%) Oracle Forms
3 6 (2.82%) Team Foundation Server
4 5 (2.35%) JUnit
5 4 (1.88%) Git (software)
6 2 (0.94%) Atlassian Bamboo
6 2 (0.94%) Cucumber
6 2 (0.94%) git-flow
6 2 (0.94%) Grunt
6 2 (0.94%) gulp
6 2 (0.94%) Jenkins
6 2 (0.94%) NuGet
6 2 (0.94%) NUnit
6 2 (0.94%) Rhino Mocks
6 2 (0.94%) Selenium
6 2 (0.94%) Visual Studio Team System
6 2 (0.94%) webpack
7 1 (0.47%) JIRA
7 1 (0.47%) Maven
General
1 53 (24.88%) Finance
2 13 (6.10%) Manufacturing
3 11 (5.16%) Electronics
3 11 (5.16%) Legal
4 9 (4.23%) Law
4 9 (4.23%) Marketing
4 9 (4.23%) Telecoms
5 5 (2.35%) Retail
6 2 (0.94%) Advertising
6 2 (0.94%) Games
6 2 (0.94%) Publishing
7 1 (0.47%) Automotive
7 1 (0.47%) Back Office
7 1 (0.47%) Banking
Job Titles
1 59 (27.70%) Analyst
2 57 (26.76%) Developer
3 49 (23.00%) Architect
4 37 (17.37%) Business Intelligence Developer
4 37 (17.37%) Data Architect
5 23 (10.80%) SQL Developer
6 19 (8.92%) Data Analyst
6 19 (8.92%) SQL BI Developer
7 18 (8.45%) Business Analyst
7 18 (8.45%) Business Developer
8 17 (7.98%) Senior Analyst
9 16 (7.51%) Business Intelligence Analyst
10 13 (6.10%) SQL Server BI Developer
10 13 (6.10%) SQL Server Developer
10 13 (6.10%) SSRS Developer
11 11 (5.16%) Senior Architect
11 11 (5.16%) Senior Data Architect
11 11 (5.16%) SSIS Developer
12 10 (4.69%) Systems Analyst
12 10 (4.69%) Systems Engineer
Libraries, Frameworks & Software Standards
1 9 (4.23%) Node.js
2 8 (3.76%) AngularJS
2 8 (3.76%) CSS
2 8 (3.76%) HTML
2 8 (3.76%) REST
3 7 (3.29%) .NET
4 6 (2.82%) React
4 6 (2.82%) Spring
4 6 (2.82%) Web Services
4 6 (2.82%) XML
5 5 (2.35%) RESTful
6 4 (1.88%) .NET Framework
6 4 (1.88%) ASP.NET Web API
6 4 (1.88%) SOAP
7 3 (1.41%) Backbone.js
7 3 (1.41%) Ember.js
7 3 (1.41%) Hibernate
7 3 (1.41%) jQuery
7 3 (1.41%) JSON
7 3 (1.41%) Qt
Miscellaneous
1 50 (23.47%) Analytical Skills
2 21 (9.86%) Data Structures
2 21 (9.86%) Management Information System
3 16 (7.51%) Computer Science
4 7 (3.29%) Greenfield Project
5 6 (2.82%) Algorithms
5 6 (2.82%) Hybrid Cloud
6 2 (0.94%) FMCG
6 2 (0.94%) Mainframe
6 2 (0.94%) Mobile App
6 2 (0.94%) Taxonomies
6 2 (0.94%) User Experience
7 1 (0.47%) Driving Licence
7 1 (0.47%) Enterprise Software
7 1 (0.47%) Fintech
7 1 (0.47%) NHS
7 1 (0.47%) Reference Data
7 1 (0.47%) Virtual Team
Operating Systems
1 7 (3.29%) Windows
2 2 (0.94%) Android
2 2 (0.94%) Linux
2 2 (0.94%) Unix
2 2 (0.94%) Windows Server
2 2 (0.94%) Windows Server 2012
Processes & Methodologies
1 97 (45.54%) Business Intelligence
2 63 (29.58%) ETL
3 62 (29.11%) Agile Software Development
4 56 (26.29%) Data Analysis
5 42 (19.72%) Data Management
6 39 (18.31%) Data Architecture
7 38 (17.84%) Analytics
8 34 (15.96%) Stakeholder Management
9 33 (15.49%) Scrum
10 25 (11.74%) Project Management
11 22 (10.33%) TOGAF
12 21 (9.86%) Mathematics
13 20 (9.39%) Business Analysis
13 20 (9.39%) SDLC
14 19 (8.92%) Master Data Management
14 19 (8.92%) Visualisation
15 18 (8.45%) Migration
15 18 (8.45%) Software Engineering
16 17 (7.98%) Data Integration
16 17 (7.98%) Use Case
Programming Languages
1 122 (57.28%) SQL
2 48 (22.54%) T-SQL
3 20 (9.39%) C
4 17 (7.98%) PL/SQL
5 11 (5.16%) JavaScript
6 10 (4.69%) Python
7 8 (3.76%) Java
8 6 (2.82%) C#
9 4 (1.88%) R
10 3 (1.41%) C++
11 2 (0.94%) MATLAB
11 2 (0.94%) PHP
11 2 (0.94%) PowerShell
11 2 (0.94%) TypeScript
12 1 (0.47%) Data Analysis Expressions (DAX)
12 1 (0.47%) VBA
Qualifications
1 31 (14.55%) Degree
2 21 (9.86%) Security Cleared
3 14 (6.57%) Numerate Degree
4 11 (5.16%) DV Cleared
5 8 (3.76%) SC Cleared
6 3 (1.41%) BC Cleared
6 3 (1.41%) CITP
6 3 (1.41%) Postgraduate
7 2 (0.94%) Computer Science Degree
7 2 (0.94%) HND
7 2 (0.94%) ISEB
8 1 (0.47%) APMP
8 1 (0.47%) ITIL Certification
8 1 (0.47%) Microsoft Certification
Quality Assurance & Compliance
1 20 (9.39%) QA
2 15 (7.04%) Data Quality
3 8 (3.76%) GDPR
4 2 (0.94%) SLA
5 1 (0.47%) HL7
5 1 (0.47%) SNOMED CT
System Software
1 6 (2.82%) Oracle RAC
2 2 (0.94%) Docker
Systems Management
1 4 (1.88%) Systems Management Server (SMS)
Vendors
1 41 (19.25%) Microsoft
2 21 (9.86%) Tableau
3 14 (6.57%) Oracle
4 12 (5.63%) IBM
5 11 (5.16%) SAP
6 4 (1.88%) Xamarin
7 3 (1.41%) Cognos
7 3 (1.41%) Netezza
8 2 (0.94%) Google
8 2 (0.94%) hybris
8 2 (0.94%) Remedy
8 2 (0.94%) Sitecore
9 1 (0.47%) BMC
9 1 (0.47%) Capita
9 1 (0.47%) Hortonworks
9 1 (0.47%) IDERA
9 1 (0.47%) Informatica
9 1 (0.47%) RedGate
9 1 (0.47%) Salesforce.com
9 1 (0.47%) Talend