Period
to 19 July 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South West
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 156 197 221
Rank change year-on-year +41 +24 -49
Permanent jobs citing Data Modelling 201 148 139
As % of all permanent IT jobs advertised in the South West 1.87% 1.41% 1.25%
As % of the Processes & Methodologies category 2.05% 1.54% 1.39%
Number of salaries quoted 164 113 106
South West median annual salary £45,000 £42,500 £41,250
Median salary % change year-on-year +5.88% +3.03% -8.33%
10th Percentile £28,225 £34,000 £31,625
90th Percentile £80,000 £61,250 £60,000
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - -

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 9,800 9,586 9,966
As % of all permanent IT jobs advertised in the South West 91.01% 91.57% 89.37%
Number of salaries quoted 8,056 7,908 8,255
South West median annual salary £42,500 £41,500 £40,000
Median salary % change year-on-year +2.41% +3.75% -
10th Percentile £26,250 £26,000 £25,750
90th Percentile £65,000 £63,750 £65,000
England median annual salary £50,000 £50,000 £50,000

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 19 July 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 19 July 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 -6 47 £45,000 +5.88% 1
Bristol +19 45 £51,250 +13.89% 4
Gloucestershire +20 25 £47,500 +6.74% 9
Somerset +12 24 £38,500 -9.41% 1
Dorset -7 23 £65,000 - 4
Devon +24 15 £32,500 -51.85% 1
Cornwall - 12 - - 1
Data Modelling
England

For the 6 months to 19 July 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.

1 117 (58.21%) SQL
2 85 (42.29%) Agile Software Development
3 75 (37.31%) SQL Server
4 56 (27.86%) Business Intelligence
5 51 (25.37%) Data Warehouse
6 48 (23.88%) Analytical Skills
7 47 (23.38%) Finance
8 46 (22.89%) Oracle
9 45 (22.39%) MySQL
10 43 (21.39%) ETL
11 41 (20.40%) SQL Server Integration Services
12 38 (18.91%) Microsoft
13 36 (17.91%) Waterfall
14 35 (17.41%) JavaScript
15 33 (16.42%) Problem-Solving
16 32 (15.92%) Python
16 32 (15.92%) OO
17 31 (15.42%) Mathematics
18 30 (14.93%) SQL Server Reporting Services
19 29 (14.43%) Scrum
19 29 (14.43%) C#
20 28 (13.93%) T-SQL
20 28 (13.93%) Self-Motivation
21 27 (13.43%) CSS
22 26 (12.94%) HTML
22 26 (12.94%) Windows
23 25 (12.44%) Data Architecture
24 24 (11.94%) SharePoint
25 23 (11.44%) Data Management
25 23 (11.44%) TOGAF

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 24 (11.94%) SharePoint
2 19 (9.45%) Oracle SOA Suite
3 14 (6.97%) Moodle
4 12 (5.97%) Confluence
5 11 (5.47%) BizTalk Server
6 8 (3.98%) SAS
7 7 (3.48%) CMS
7 7 (3.48%) OpenStack
7 7 (3.48%) Umbraco
8 5 (2.49%) Apache Spark
8 5 (2.49%) WebSphere
9 4 (1.99%) Apache
9 4 (1.99%) Elasticsearch
10 3 (1.49%) Apache Pig
11 1 (0.50%) GlassFish
11 1 (0.50%) Tomcat
11 1 (0.50%) WebLogic
11 1 (0.50%) WildFly
Applications
1 10 (4.98%) Microsoft Office
2 4 (1.99%) Microsoft Excel
3 3 (1.49%) SPSS
4 1 (0.50%) Chatbot
4 1 (0.50%) Microsoft Project
4 1 (0.50%) MS Visio
4 1 (0.50%) SPSS Modeler
Business Applications
1 9 (4.48%) Dynamics CRM
2 2 (1.00%) Cognos Business Intelligence
Cloud Services
1 15 (7.46%) Microsoft Azure
2 10 (4.98%) Amazon AWS
2 10 (4.98%) Office 365
3 7 (3.48%) Dynamics 365
4 6 (2.99%) SaaS
5 3 (1.49%) IaaS
6 1 (0.50%) Amazon EC2
6 1 (0.50%) Amazon EMR
6 1 (0.50%) Amazon S3
6 1 (0.50%) Amazon SageMaker
6 1 (0.50%) Amazon SQS
6 1 (0.50%) Azure Data Factory
6 1 (0.50%) Slack
Communications & Networking
1 14 (6.97%) SMS
2 12 (5.97%) TCP/IP
3 4 (1.99%) DNS
3 4 (1.99%) SMTP
3 4 (1.99%) SNMP
4 3 (1.49%) Modbus
4 3 (1.49%) VPN
Database & Business Intelligence
1 75 (37.31%) SQL Server
2 51 (25.37%) Data Warehouse
3 45 (22.39%) MySQL
4 41 (20.40%) SQL Server Integration Services
5 30 (14.93%) SQL Server Reporting Services
6 22 (10.95%) Power BI
7 21 (10.45%) Big Data
8 16 (7.96%) IBM InfoSphere
8 16 (7.96%) SQL Server Analysis Services
9 15 (7.46%) Relational Database
10 14 (6.97%) SQL Server 2012
11 10 (4.98%) Microsoft Analysis Services
12 9 (4.48%) SQL Server 2016
13 8 (3.98%) Hadoop
14 7 (3.48%) NoSQL
14 7 (3.48%) PerformancePoint
14 7 (3.48%) SQL Server 2005
15 5 (2.49%) GIS
15 5 (2.49%) Microsoft Power View
15 5 (2.49%) PowerPivot
Development Applications
1 16 (7.96%) JUnit
1 16 (7.96%) Maven
2 13 (6.47%) JIRA
3 10 (4.98%) Git (software)
4 8 (3.98%) MSI
4 8 (3.98%) WiX
5 6 (2.99%) ERwin
6 3 (1.49%) Team Foundation Server
6 3 (1.49%) Visual Studio
7 1 (0.50%) Atlassian Bamboo
7 1 (0.50%) Balsamiq Mockups
7 1 (0.50%) Bitbucket
7 1 (0.50%) ER Studio
7 1 (0.50%) IntelliJ
7 1 (0.50%) Jenkins
7 1 (0.50%) NetBeans
7 1 (0.50%) RStudio
7 1 (0.50%) SQL Server Management Studio (SSMS)
General
1 47 (23.38%) Finance
2 9 (4.48%) Marketing
3 7 (3.48%) Games
4 6 (2.99%) Manufacturing
5 5 (2.49%) Banking
5 5 (2.49%) Law
6 2 (1.00%) Electronics
6 2 (1.00%) Private Banking
6 2 (1.00%) Retail
6 2 (1.00%) Telecoms
7 1 (0.50%) Financial Institution
7 1 (0.50%) Investment Banking
7 1 (0.50%) Legal
Job Titles
1 84 (41.79%) Developer
2 62 (30.85%) Architect
3 52 (25.87%) Data Architect
4 37 (18.41%) Software Developer
5 31 (15.42%) Analyst
6 16 (7.96%) Java Developer
7 15 (7.46%) Business Analyst
7 15 (7.46%) Business Intelligence Developer
7 15 (7.46%) C# Developer
7 15 (7.46%) C# Software Developer
7 15 (7.46%) Oracle Architect
8 11 (5.47%) Enterprise Architect
9 10 (4.98%) Consultant
9 10 (4.98%) Senior Analyst
10 9 (4.48%) Web Developer
11 8 (3.98%) .NET Developer
11 8 (3.98%) .NET Software Developer
11 8 (3.98%) Angular Developer
11 8 (3.98%) C# .NET Developer
11 8 (3.98%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 27 (13.43%) CSS
2 26 (12.94%) HTML
3 23 (11.44%) RESTful
4 21 (10.45%) .NET
5 18 (8.96%) XML
6 17 (8.46%) Spring
7 16 (7.96%) Web Services
8 15 (7.46%) Hibernate
8 15 (7.46%) REST
9 12 (5.97%) SOAP
10 9 (4.48%) JSON
11 8 (3.98%) AngularJS
12 7 (3.48%) ASP.NET Web API
12 7 (3.48%) jQuery
12 7 (3.48%) Laravel
12 7 (3.48%) React
12 7 (3.48%) Redux
13 4 (1.99%) Direct3D
13 4 (1.99%) Kafka
13 4 (1.99%) Qt
Miscellaneous
1 48 (23.88%) Analytical Skills
2 28 (13.93%) Self-Motivation
3 21 (10.45%) Management Information System
4 17 (8.46%) Computer Science
5 13 (6.47%) Enterprise Software
6 9 (4.48%) Data Structures
6 9 (4.48%) VLE
7 8 (3.98%) Algorithms
8 7 (3.48%) Virtual Team
9 5 (2.49%) Data Protection Act
9 5 (2.49%) Graphic Design
9 5 (2.49%) Replication
10 3 (1.49%) Hybrid Cloud
10 3 (1.49%) Wiki
11 2 (1.00%) Life Science
11 2 (1.00%) NHS
12 1 (0.50%) Fintech
12 1 (0.50%) Linked Data
Operating Systems
1 26 (12.94%) Windows
2 11 (5.47%) Linux
3 6 (2.99%) Unix
4 4 (1.99%) Windows Server 2012
Processes & Methodologies
1 85 (42.29%) Agile Software Development
2 56 (27.86%) Business Intelligence
3 43 (21.39%) ETL
4 36 (17.91%) Waterfall
5 33 (16.42%) Problem-Solving
6 32 (15.92%) OO
7 31 (15.42%) Mathematics
8 29 (14.43%) Scrum
9 25 (12.44%) Data Architecture
10 23 (11.44%) Analytics
10 23 (11.44%) Data Management
10 23 (11.44%) TOGAF
11 22 (10.95%) Data Integration
11 22 (10.95%) SOA
12 21 (10.45%) Project Management
12 21 (10.45%) Web Development
13 18 (8.96%) Data Mapping
13 18 (8.96%) OOD
14 16 (7.96%) CRM
14 16 (7.96%) Data Science
Programming Languages
1 117 (58.21%) SQL
2 35 (17.41%) JavaScript
3 32 (15.92%) Python
4 29 (14.43%) C#
5 28 (13.93%) T-SQL
6 21 (10.45%) Java
6 21 (10.45%) PHP
7 13 (6.47%) C
7 13 (6.47%) R
8 12 (5.97%) C++
9 7 (3.48%) PL/SQL
10 6 (2.99%) Scala
11 4 (1.99%) Bash Shell
11 4 (1.99%) PowerShell
12 3 (1.49%) VB
12 3 (1.49%) VB.NET
13 2 (1.00%) MATLAB
Qualifications
1 22 (10.95%) Degree
2 16 (7.96%) Security Cleared
3 14 (6.97%) DBS Check
4 13 (6.47%) Postgraduate
5 11 (5.47%) ITIL Certification
6 10 (4.98%) SC Cleared
7 7 (3.48%) Microsoft Certification
8 5 (2.49%) DV Cleared
9 3 (1.49%) Numerate Degree
10 2 (1.00%) TOGAF Certification
Quality Assurance & Compliance
1 20 (9.95%) Data Quality
2 5 (2.49%) GDPR
3 4 (1.99%) QA
4 1 (0.50%) HL7
4 1 (0.50%) SNOMED CT
System Software
1 3 (1.49%) Apache ZooKeeper
2 1 (0.50%) Docker
2 1 (0.50%) HDFS
Systems Management
1 3 (1.49%) Hadoop YARN
2 1 (0.50%) Systems Management Server (SMS)
Vendors
1 46 (22.89%) Oracle
2 38 (18.91%) Microsoft
3 22 (10.95%) IBM
4 7 (3.48%) Cognos
5 5 (2.49%) Tableau
6 4 (1.99%) MicroStrategy
6 4 (1.99%) Red Hat
6 4 (1.99%) Salesforce.com
6 4 (1.99%) SAP
6 4 (1.99%) Splunk
6 4 (1.99%) Teradata
7 3 (1.49%) Cloudera
7 3 (1.49%) Dataiku
7 3 (1.49%) Hortonworks
7 3 (1.49%) Talend
8 2 (1.00%) Alteryx
9 1 (0.50%) Atlassian
9 1 (0.50%) Guidewire
9 1 (0.50%) Informatica