Period
to 24 April 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 24 April 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South West
6 months to
24 Apr 2018
Same period 2017 Same period 2016
Rank 171 228 184
Rank change year-on-year +57 -44 -33
Permanent jobs citing Data Modelling 183 101 188
As % of all permanent IT jobs advertised in the South West 1.72% 1.00% 1.66%
As % of the Processes & Methodologies category 1.89% 1.09% 1.84%
Number of salaries quoted 149 81 132
South West median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - -5.56%
10th Percentile £32,700 £30,023 £29,750
90th Percentile £77,750 £68,750 £74,750
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 9,670 9,238 10,192
As % of all permanent IT jobs advertised in the South West 90.70% 91.33% 90.20%
Number of salaries quoted 7,947 7,577 8,476
South West median annual salary £42,500 £41,100 £40,000
Median salary % change year-on-year +3.41% +2.75% +1.27%
10th Percentile £26,250 £26,250 £25,500
90th Percentile £63,750 £65,000 £65,000
England median annual salary £50,000 £50,000 £47,823
% change year-on-year - +4.55% +2.84%

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 24 April 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 24 April 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
Bristol +22 47 £45,000 +20.00% 5
Wiltshire -4 35 £57,500 +35.29% 4
Somerset +32 32 £40,000 +23.08% 2
Gloucestershire +24 29 £47,500 +6.74% 3
Devon +36 17 £32,500 -51.85% 1
Dorset -28 11 £55,000 -35.86% 6
Cornwall - 7 - - 1
Data Modelling
England

For the 6 months to 24 April 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.

1 111 (60.66%) SQL
2 66 (36.07%) Data Warehouse
3 62 (33.88%) Agile Software Development
4 61 (33.33%) Business Intelligence
5 56 (30.60%) SQL Server
6 50 (27.32%) ETL
7 48 (26.23%) Analytical Skills
8 47 (25.68%) Finance
9 39 (21.31%) SQL Server Integration Services
10 38 (20.77%) Microsoft
11 35 (19.13%) Data Analysis
12 34 (18.58%) Data Management
13 32 (17.49%) SQL Server Reporting Services
14 31 (16.94%) T-SQL
15 30 (16.39%) Waterfall
16 29 (15.85%) Big Data
17 28 (15.30%) Analytics
17 28 (15.30%) Scrum
17 28 (15.30%) Data Architecture
18 27 (14.75%) MySQL
19 26 (14.21%) Oracle
20 24 (13.11%) Python
21 23 (12.57%) Data Integration
22 22 (12.02%) OO
23 20 (10.93%) Project Management
23 20 (10.93%) Power BI
23 20 (10.93%) Problem-Solving
24 19 (10.38%) ERwin
24 19 (10.38%) Stakeholder Management
25 18 (9.84%) SMS

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 14 (7.65%) Oracle SOA Suite
2 12 (6.56%) SharePoint
3 10 (5.46%) Confluence
4 9 (4.92%) OpenStack
5 7 (3.83%) BizTalk Server
5 7 (3.83%) SAS
6 4 (2.19%) Apache Spark
6 4 (2.19%) WebSphere
7 3 (1.64%) Elasticsearch
8 2 (1.09%) Apache
8 2 (1.09%) Apache Pig
8 2 (1.09%) CMS
8 2 (1.09%) Moodle
8 2 (1.09%) nginx
8 2 (1.09%) Sitecore CMS
8 2 (1.09%) Umbraco
Applications
1 10 (5.46%) Microsoft Excel
2 9 (4.92%) MS Visio
3 3 (1.64%) Microsoft Office
3 3 (1.64%) SPSS
4 1 (0.55%) Microsoft Project
4 1 (0.55%) Spreadsheet
4 1 (0.55%) SPSS Modeler
Business Applications
1 2 (1.09%) Cognos Business Intelligence
1 2 (1.09%) Dynamics CRM
2 1 (0.55%) Salesforce.com CRM
2 1 (0.55%) SAP Hybris
Cloud Services
1 11 (6.01%) Amazon AWS
2 9 (4.92%) Microsoft Azure
3 8 (4.37%) Office 365
4 2 (1.09%) Amazon EC2
4 2 (1.09%) Bluemix
4 2 (1.09%) Google Cloud Platform
4 2 (1.09%) IBM Cloud
4 2 (1.09%) npm
4 2 (1.09%) SaaS
5 1 (0.55%) Amazon EMR
5 1 (0.55%) Slack
Communications & Networking
1 18 (9.84%) SMS
2 4 (2.19%) TCP/IP
3 2 (1.09%) Ethernet
3 2 (1.09%) Wireless
4 1 (0.55%) Modbus
4 1 (0.55%) VPN
Database & Business Intelligence
1 66 (36.07%) Data Warehouse
2 56 (30.60%) SQL Server
3 39 (21.31%) SQL Server Integration Services
4 32 (17.49%) SQL Server Reporting Services
5 29 (15.85%) Big Data
6 27 (14.75%) MySQL
7 20 (10.93%) Power BI
8 15 (8.20%) SQL Server Analysis Services
9 14 (7.65%) SQL Server 2008
10 13 (7.10%) NoSQL
11 12 (6.56%) Relational Database
11 12 (6.56%) SQL Server 2012
12 10 (5.46%) QlikView
13 9 (4.92%) Geospatial Data
14 8 (4.37%) BusinessObjects
14 8 (4.37%) Microsoft Analysis Services
15 7 (3.83%) Hadoop
15 7 (3.83%) PerformancePoint
15 7 (3.83%) SQL Server 2016
16 6 (3.28%) SQL Server 2014
Development Applications
1 19 (10.38%) ERwin
2 12 (6.56%) Git (software)
2 12 (6.56%) JIRA
2 12 (6.56%) JUnit
3 11 (6.01%) Maven
4 4 (2.19%) MSI
4 4 (2.19%) Rational DOORS
4 4 (2.19%) WiX
5 3 (1.64%) Jenkins
5 3 (1.64%) Team Foundation Server
5 3 (1.64%) Visual Studio
6 2 (1.09%) git-flow
6 2 (1.09%) Grunt
6 2 (1.09%) gulp
7 1 (0.55%) Balsamiq Mockups
7 1 (0.55%) Cucumber
7 1 (0.55%) RStudio
7 1 (0.55%) Selenium
General
1 47 (25.68%) Finance
2 13 (7.10%) Law
3 12 (6.56%) Legal
4 10 (5.46%) Marketing
5 7 (3.83%) Manufacturing
6 5 (2.73%) Electronics
6 5 (2.73%) Telecoms
7 1 (0.55%) Advertising
7 1 (0.55%) Automotive
7 1 (0.55%) Banking
7 1 (0.55%) Financial Institution
Job Titles
1 61 (33.33%) Developer
2 56 (30.60%) Architect
3 48 (26.23%) Analyst
3 48 (26.23%) Data Architect
4 25 (13.66%) Business Intelligence Developer
5 20 (10.93%) Business Analyst
6 16 (8.74%) Senior Analyst
7 13 (7.10%) Software Developer
7 13 (7.10%) SQL BI Developer
7 13 (7.10%) SQL Developer
8 11 (6.01%) C# Developer
8 11 (6.01%) C# Software Developer
8 11 (6.01%) Java Developer
9 10 (5.46%) Data Analyst
10 9 (4.92%) Business Intelligence Analyst
10 9 (4.92%) SQL Server BI Developer
10 9 (4.92%) SQL Server Developer
11 8 (4.37%) Enterprise Architect
11 8 (4.37%) Senior Architect
11 8 (4.37%) SSRS Developer
Libraries, Frameworks & Software Standards
1 12 (6.56%) .NET
1 12 (6.56%) Hibernate
1 12 (6.56%) REST
1 12 (6.56%) Spring
2 11 (6.01%) CSS
2 11 (6.01%) HTML
2 11 (6.01%) RESTful
3 10 (5.46%) AngularJS
3 10 (5.46%) Web Services
4 9 (4.92%) React
4 9 (4.92%) XML
5 7 (3.83%) JSON
5 7 (3.83%) Laravel
5 7 (3.83%) SOAP
6 5 (2.73%) Node.js
7 3 (1.64%) Kafka
8 2 (1.09%) ASP.NET Web API
8 2 (1.09%) CSS3
8 2 (1.09%) HTML5
8 2 (1.09%) Razor View Engine
Miscellaneous
1 48 (26.23%) Analytical Skills
2 14 (7.65%) Management Information System
3 12 (6.56%) Data Structures
4 10 (5.46%) Self-Motivation
5 9 (4.92%) Computer Science
6 7 (3.83%) Enterprise Software
6 7 (3.83%) Virtual Team
7 3 (1.64%) NHS
8 2 (1.09%) Algorithms
8 2 (1.09%) Data Protection Act
8 2 (1.09%) Fintech
8 2 (1.09%) FMCG
8 2 (1.09%) Greenfield Project
8 2 (1.09%) Hybrid Cloud
8 2 (1.09%) Mobile App
8 2 (1.09%) Replication
8 2 (1.09%) Wiki
9 1 (0.55%) Graphic Design
9 1 (0.55%) Linked Data
9 1 (0.55%) Taxonomies
Operating Systems
1 12 (6.56%) Windows
2 6 (3.28%) Linux
2 6 (3.28%) Unix
3 2 (1.09%) Android
Processes & Methodologies
1 62 (33.88%) Agile Software Development
2 61 (33.33%) Business Intelligence
3 50 (27.32%) ETL
4 35 (19.13%) Data Analysis
5 34 (18.58%) Data Management
6 30 (16.39%) Waterfall
7 28 (15.30%) Analytics
7 28 (15.30%) Data Architecture
7 28 (15.30%) Scrum
8 23 (12.57%) Data Integration
9 22 (12.02%) OO
10 20 (10.93%) Problem-Solving
10 20 (10.93%) Project Management
11 19 (10.38%) Stakeholder Management
12 17 (9.29%) SOA
13 16 (8.74%) Data Science
13 16 (8.74%) TOGAF
14 14 (7.65%) Master Data Management
14 14 (7.65%) Validation
15 13 (7.10%) OOD
Programming Languages
1 111 (60.66%) SQL
2 31 (16.94%) T-SQL
3 24 (13.11%) Python
4 17 (9.29%) C#
4 17 (9.29%) Java
5 13 (7.10%) C
6 12 (6.56%) JavaScript
7 11 (6.01%) PHP
7 11 (6.01%) R
8 7 (3.83%) C++
8 7 (3.83%) PL/SQL
9 5 (2.73%) Scala
10 3 (1.64%) VB
11 2 (1.09%) MATLAB
12 1 (0.55%) Data Analysis Expressions (DAX)
12 1 (0.55%) VB.NET
Qualifications
1 18 (9.84%) Degree
1 18 (9.84%) Security Cleared
2 9 (4.92%) Postgraduate
2 9 (4.92%) SC Cleared
3 8 (4.37%) Numerate Degree
4 7 (3.83%) ITIL Certification
4 7 (3.83%) Microsoft Certification
5 6 (3.28%) DV Cleared
6 3 (1.64%) TOGAF Certification
7 2 (1.09%) Computer Science Degree
7 2 (1.09%) DBS Check
8 1 (0.55%) ISEB
Quality Assurance & Compliance
1 15 (8.20%) Data Quality
2 5 (2.73%) QA
3 4 (2.19%) GDPR
4 2 (1.09%) HL7
4 2 (1.09%) SLA
4 2 (1.09%) SNOMED CT
System Software
1 2 (1.09%) Apache ZooKeeper
1 2 (1.09%) Docker
2 1 (0.55%) HDFS
Systems Management
1 2 (1.09%) Hadoop YARN
1 2 (1.09%) Systems Management Server (SMS)
Vendors
1 38 (20.77%) Microsoft
2 26 (14.21%) Oracle
3 10 (5.46%) IBM
4 7 (3.83%) Cognos
4 7 (3.83%) SAP
5 6 (3.28%) Tableau
6 4 (2.19%) MicroStrategy
6 4 (2.19%) Teradata
6 4 (2.19%) Xamarin
7 3 (1.64%) Cloudera
7 3 (1.64%) Dataiku
8 2 (1.09%) Google
8 2 (1.09%) Hortonworks
8 2 (1.09%) Sitecore
9 1 (0.55%) Alteryx
9 1 (0.55%) Capita
9 1 (0.55%) hybris
9 1 (0.55%) Salesforce.com
9 1 (0.55%) Talend