Period
to 20 October 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 20 October 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South West
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 166 148 228
Rank change year-on-year -18 +80 -58
Permanent jobs citing Data Modelling 170 221 126
As % of all permanent IT jobs advertised in the South West 1.66% 2.19% 1.16%
As % of the Processes & Methodologies category 1.80% 2.40% 1.29%
Number of salaries quoted 130 159 106
South West median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - -5.56%
10th Percentile £28,000 £31,395 £31,250
90th Percentile £72,750 £58,750 £55,938
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -

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 9,431 9,215 9,801
As % of all permanent IT jobs advertised in the South West 92.18% 91.46% 90.32%
Number of salaries quoted 7,683 7,597 8,210
South West median annual salary £44,500 £42,500 £40,000
Median salary % change year-on-year +4.71% +6.25% -
10th Percentile £26,250 £25,750 £25,950
90th Percentile £67,500 £63,750 £63,750
England median annual salary £52,225 £50,000 £50,000
% change year-on-year +4.45% - +5.26%

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 20 October 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 20 October 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
Wiltshire +13 48 £42,500 +4.94% 4
Bristol +12 46 £40,750 -4.12% 13
Somerset -12 20 £38,500 -14.44% 5
Dorset -28 20 £65,000 -7.14% 5
Gloucestershire -7 16 £73,500 +72.94% 2
Devon +2 7 £35,000 -7.62%
Cornwall +3 5 - -
Data Modelling
England

For the 6 months to 20 October 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 83 (48.82%) Agile Software Development
2 77 (45.29%) SQL
3 55 (32.35%) Analytical Skills
4 48 (28.24%) Finance
5 46 (27.06%) Business Intelligence
6 45 (26.47%) SQL Server
7 41 (24.12%) Problem-Solving
8 36 (21.18%) Waterfall
9 33 (19.41%) ETL
9 33 (19.41%) Mathematics
10 30 (17.65%) Data Warehouse
11 29 (17.06%) JavaScript
11 29 (17.06%) Security Cleared
12 28 (16.47%) UML
12 28 (16.47%) Self-Motivation
13 27 (15.88%) Data Architecture
14 25 (14.71%) Data Analysis
15 24 (14.12%) Business Analysis
15 24 (14.12%) Degree
15 24 (14.12%) TOGAF
15 24 (14.12%) Python
16 23 (13.53%) Oracle
16 23 (13.53%) Use Case
16 23 (13.53%) Computer Science
17 22 (12.94%) SQL Server Integration Services
18 21 (12.35%) Web Development
18 21 (12.35%) Migration
18 21 (12.35%) Analytics
19 20 (11.76%) MySQL
19 20 (11.76%) CSS

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 15 (8.82%) SharePoint
2 14 (8.24%) Moodle
3 8 (4.71%) Apache Spark
4 7 (4.12%) CMS
4 7 (4.12%) Umbraco
5 5 (2.94%) Oracle SOA Suite
6 4 (2.35%) BizTalk Server
7 2 (1.18%) Apache
7 2 (1.18%) Confluence
8 1 (0.59%) Apache Pig
8 1 (0.59%) Elasticsearch
8 1 (0.59%) GlassFish
8 1 (0.59%) SAS
8 1 (0.59%) Tomcat
8 1 (0.59%) WebLogic
8 1 (0.59%) WebSphere
8 1 (0.59%) WildFly
Applications
1 7 (4.12%) Microsoft Office
2 1 (0.59%) Chatbot
2 1 (0.59%) Spreadsheet
Business Applications
1 7 (4.12%) Dynamics CRM
2 5 (2.94%) Cognos Business Intelligence
Cloud Services
1 16 (9.41%) Microsoft Azure
2 11 (6.47%) Amazon AWS
3 7 (4.12%) Dynamics 365
4 4 (2.35%) SaaS
5 3 (1.76%) IaaS
6 2 (1.18%) Office 365
7 1 (0.59%) Amazon EC2
7 1 (0.59%) Amazon S3
7 1 (0.59%) Amazon SageMaker
7 1 (0.59%) Amazon SQS
7 1 (0.59%) Azure Data Factory
Communications & Networking
1 9 (5.29%) TCP/IP
2 4 (2.35%) DNS
2 4 (2.35%) SMTP
2 4 (2.35%) SNMP
3 2 (1.18%) Modbus
3 2 (1.18%) VPN
4 1 (0.59%) SMS
Database & Business Intelligence
1 45 (26.47%) SQL Server
2 30 (17.65%) Data Warehouse
3 22 (12.94%) SQL Server Integration Services
4 20 (11.76%) MySQL
5 17 (10.00%) SQL Server Reporting Services
6 16 (9.41%) Big Data
7 15 (8.82%) IBM InfoSphere
8 13 (7.65%) BusinessObjects
8 13 (7.65%) Power BI
9 10 (5.88%) Relational Database
10 8 (4.71%) Hadoop
10 8 (4.71%) SQL Server Analysis Services
11 6 (3.53%) PostgreSQL
12 5 (2.94%) Data Mart
12 5 (2.94%) GIS
12 5 (2.94%) SQL Server 2012
12 5 (2.94%) SQL Server 2016
13 4 (2.35%) Data Lake
13 4 (2.35%) Snowflake Schema
14 3 (1.76%) OLTP
Development Applications
1 8 (4.71%) JUnit
1 8 (4.71%) Maven
2 5 (2.94%) MSI
2 5 (2.94%) WiX
3 4 (2.35%) ERwin
4 3 (1.76%) Git (software)
5 2 (1.18%) JIRA
6 1 (0.59%) Atlassian Bamboo
6 1 (0.59%) Bitbucket
6 1 (0.59%) ER Studio
6 1 (0.59%) IntelliJ
6 1 (0.59%) NetBeans
6 1 (0.59%) SQL Server Management Studio (SSMS)
6 1 (0.59%) Visual Studio
General
1 48 (28.24%) Finance
2 12 (7.06%) Manufacturing
2 12 (7.06%) Marketing
3 8 (4.71%) Banking
4 7 (4.12%) Games
5 6 (3.53%) Electronics
5 6 (3.53%) Telecoms
6 3 (1.76%) Private Banking
7 2 (1.18%) Retail
8 1 (0.59%) Investment Banking
8 1 (0.59%) Law
8 1 (0.59%) Military
8 1 (0.59%) Publishing
Job Titles
1 52 (30.59%) Developer
2 43 (25.29%) Architect
3 36 (21.18%) Analyst
4 28 (16.47%) Data Architect
5 27 (15.88%) Business Analyst
5 27 (15.88%) Software Developer
6 15 (8.82%) Oracle Architect
7 10 (5.88%) Consultant
7 10 (5.88%) Data Engineer
8 9 (5.29%) Web Developer
9 8 (4.71%) C++ Software Engineer
9 8 (4.71%) Java Developer
9 8 (4.71%) Software Engineer
10 7 (4.12%) Graduate
10 7 (4.12%) Graduate Consultant
10 7 (4.12%) Graduate Developer
10 7 (4.12%) Graduate Software Consultant
10 7 (4.12%) Graduate Software Developer
10 7 (4.12%) Project Manager
10 7 (4.12%) Software Consultant
Libraries, Frameworks & Software Standards
1 20 (11.76%) CSS
2 19 (11.18%) HTML
3 15 (8.82%) RESTful
4 14 (8.24%) .NET
5 10 (5.88%) Web Services
5 10 (5.88%) XML
6 9 (5.29%) Middleware
6 9 (5.29%) Spring
7 8 (4.71%) Direct3D
7 8 (4.71%) MFC
7 8 (4.71%) OpenGL
7 8 (4.71%) Qt
7 8 (4.71%) REST
8 7 (4.12%) ASP.NET Web API
8 7 (4.12%) Hibernate
8 7 (4.12%) jQuery
8 7 (4.12%) Redux
9 5 (2.94%) SOAP
10 3 (1.76%) Apache Flex
10 3 (1.76%) J2EE
Miscellaneous
1 55 (32.35%) Analytical Skills
2 28 (16.47%) Self-Motivation
3 23 (13.53%) Computer Science
4 17 (10.00%) Management Information System
5 14 (8.24%) Data Structures
6 12 (7.06%) Algorithms
7 9 (5.29%) VLE
8 6 (3.53%) Enterprise Software
9 5 (2.94%) Graphic Design
10 3 (1.76%) Data Protection Act
10 3 (1.76%) Greenfield Project
10 3 (1.76%) Hybrid Cloud
10 3 (1.76%) Replication
11 2 (1.18%) Life Science
12 1 (0.59%) Wiki
Operating Systems
1 16 (9.41%) Windows
2 5 (2.94%) Linux
3 4 (2.35%) Windows Server 2012
Processes & Methodologies
1 83 (48.82%) Agile Software Development
2 46 (27.06%) Business Intelligence
3 41 (24.12%) Problem-Solving
4 36 (21.18%) Waterfall
5 33 (19.41%) ETL
5 33 (19.41%) Mathematics
6 28 (16.47%) UML
7 27 (15.88%) Data Architecture
8 25 (14.71%) Data Analysis
9 24 (14.12%) Business Analysis
9 24 (14.12%) TOGAF
10 23 (13.53%) Use Case
11 21 (12.35%) Analytics
11 21 (12.35%) Migration
11 21 (12.35%) Web Development
12 20 (11.76%) Data Migration
12 20 (11.76%) OO
13 19 (11.18%) Business Process Modelling
14 18 (10.59%) Data Mapping
14 18 (10.59%) Prototyping
Programming Languages
1 77 (45.29%) SQL
2 29 (17.06%) JavaScript
3 24 (14.12%) Python
4 15 (8.82%) C#
5 14 (8.24%) PHP
6 12 (7.06%) T-SQL
7 11 (6.47%) Java
8 9 (5.29%) C++
9 7 (4.12%) Scala
10 5 (2.94%) R
11 4 (2.35%) Bash Shell
11 4 (2.35%) C
11 4 (2.35%) PowerShell
12 2 (1.18%) VB.NET
13 1 (0.59%) VBA
Qualifications
1 29 (17.06%) Security Cleared
2 24 (14.12%) Degree
3 14 (8.24%) DBS Check
4 8 (4.71%) DV Cleared
5 7 (4.12%) SC Cleared
6 4 (2.35%) ITIL Certification
6 4 (2.35%) Postgraduate
7 2 (1.18%) Computer Science Degree
Quality Assurance & Compliance
1 11 (6.47%) Data Quality
2 3 (1.76%) GDPR
3 2 (1.18%) QA
System Software
1 2 (1.18%) HDFS
2 1 (0.59%) Apache ZooKeeper
2 1 (0.59%) Docker
Systems Management
1 1 (0.59%) Hadoop YARN
1 1 (0.59%) Systems Management Server (SMS)
Vendors
1 23 (13.53%) Oracle
2 16 (9.41%) IBM
2 16 (9.41%) Microsoft
3 11 (6.47%) Cognos
4 9 (5.29%) SAP
5 6 (3.53%) Tableau
5 6 (3.53%) Talend
6 4 (2.35%) Informatica
6 4 (2.35%) Red Hat
6 4 (2.35%) Salesforce.com
6 4 (2.35%) Splunk
7 2 (1.18%) Baan
8 1 (0.59%) Alteryx
8 1 (0.59%) Atlassian
8 1 (0.59%) Genesys
8 1 (0.59%) Guidewire
8 1 (0.59%) Hortonworks