Period
to 14 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the South West with a requirement for Visualisation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Visualisation over the 6 months to 14 November 2018 with a comparison to the same period in the previous 2 years.

Visualization
England > South West
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 147 192 195
Rank change year-on-year +45 +3 +40
Permanent jobs citing Visualisation 212 143 157
As % of all permanent IT jobs advertised in the South West 2.07% 1.37% 1.44%
As % of the Processes & Methodologies category 2.25% 1.51% 1.59%
Number of salaries quoted 161 124 112
South West median annual salary £45,000 £44,750 £45,000
Median salary % change year-on-year +0.56% -0.56% -0.54%
10th Percentile £31,250 £29,250 £28,750
90th Percentile £66,250 £65,250 £72,250
England median annual salary £52,500 £50,250 £55,000
% change year-on-year +4.48% -8.64% +10.00%

Visualisation 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 9,428 9,499 9,887
As % of all permanent IT jobs advertised in the South West 92.15% 91.27% 90.68%
Number of salaries quoted 7,575 7,820 8,237
South West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £26,250 £26,250 £26,000
90th Percentile £67,500 £63,800 £63,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Visualisation
Job Vacancy Trend in the South West

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

Job vacancy trend for Visualisation in the South West

Visualisation
Salary Trend in the South West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Visualisation in the South West.

Salary trend for Visualisation in the South West

Visualisation
Salary Histogram in the South West

The salary distribution of IT jobs citing Visualisation in the South West over the 6 months to 14 November 2018.

Salary histogram for Visualisation in the South West

Visualisation
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 Visualisation within the South West region over the 6 months to 14 November 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 +15 72 £43,750 -2.78% 22
Somerset +77 48 £37,500 -14.29% 4
Gloucestershire +40 37 £47,500 +30.14% 3
Wiltshire +23 35 £45,000 - 4
Devon -5 10 £47,500 +5.56% 3
Dorset -8 9 £45,000 +5.88% 2
Visualisation
England

For the 6 months to 14 November 2018, IT jobs citing Visualisation 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 Visualisation.

1 80 (37.74%) SQL
2 78 (36.79%) Analytics
3 77 (36.32%) Python
4 68 (32.08%) Agile Software Development
5 66 (31.13%) Data Visualisation
6 61 (28.77%) Business Intelligence
7 59 (27.83%) Degree
8 55 (25.94%) JavaScript
9 53 (25.00%) Java
10 51 (24.06%) Machine Learning
11 49 (23.11%) Tableau
12 47 (22.17%) Mentoring
13 46 (21.70%) Analytical Skills
14 45 (21.23%) Data Science
15 44 (20.75%) Power BI
16 43 (20.28%) Software Engineering
17 42 (19.81%) Data Analytics
18 39 (18.40%) Scrum
19 38 (17.92%) C#
19 38 (17.92%) Big Data
20 37 (17.45%) R
21 36 (16.98%) C++
21 36 (16.98%) SQL Server
21 36 (16.98%) Windows
22 33 (15.57%) Linux
22 33 (15.57%) Data Analysis
22 33 (15.57%) Mathematics
23 32 (15.09%) Problem-Solving
24 31 (14.62%) Cybersecurity
24 31 (14.62%) Algorithms

Visualisation
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 19 (8.96%) Apache Spark
2 16 (7.55%) SAS
3 12 (5.66%) WebLogic
4 8 (3.77%) Elasticsearch
5 7 (3.30%) Apache
5 7 (3.30%) Tomcat
6 6 (2.83%) GlassFish
7 3 (1.42%) Apache Pig
8 1 (0.47%) WebSphere
8 1 (0.47%) WildFly
Applications
1 10 (4.72%) SPSS
2 6 (2.83%) Microsoft Excel
3 5 (2.36%) Photoshop
4 3 (1.42%) Adobe Illustrator
5 2 (0.94%) InVision
6 1 (0.47%) Microsoft Office
Cloud Services
1 12 (5.66%) Amazon AWS
1 12 (5.66%) Microsoft Azure
2 9 (4.25%) Google Cloud Platform
3 5 (2.36%) GitHub
4 2 (0.94%) npm
5 1 (0.47%) Cloud Computing
Communications & Networking
1 14 (6.60%) TCP/IP
2 10 (4.72%) Sourcefire
3 9 (4.25%) DHCP
3 9 (4.25%) DNS
3 9 (4.25%) HTTP
3 9 (4.25%) HTTPS
3 9 (4.25%) SSL
4 2 (0.94%) SMS
5 1 (0.47%) Internet
5 1 (0.47%) iSCSI
5 1 (0.47%) Network Security
5 1 (0.47%) Software-Defined Networking
5 1 (0.47%) WAN
Database & Business Intelligence
1 44 (20.75%) Power BI
2 38 (17.92%) Big Data
3 36 (16.98%) SQL Server
4 28 (13.21%) QlikView
5 24 (11.32%) SQL Server Reporting Services
6 23 (10.85%) Hadoop
7 20 (9.43%) Data Warehouse
8 18 (8.49%) MySQL
9 16 (7.55%) Spotfire
10 14 (6.60%) SQL Server 2008
11 13 (6.13%) SQL Server Integration Services
12 10 (4.72%) SQL Server 2012
13 9 (4.25%) Amazon Redshift
13 9 (4.25%) Oracle Reports
14 8 (3.77%) BigQuery
14 8 (3.77%) Data Lake
14 8 (3.77%) RDBMS
14 8 (3.77%) Relational Database
14 8 (3.77%) SQL Server 2014
15 7 (3.30%) GIS
Development Applications
1 16 (7.55%) Git (software)
2 8 (3.77%) Jenkins
3 6 (2.83%) Visual Studio
3 6 (2.83%) webpack
4 5 (2.36%) SQL Server Management Studio (SSMS)
5 3 (1.42%) gulp
5 3 (1.42%) Maven
5 3 (1.42%) Selenium
6 2 (0.94%) Atlassian Bamboo
6 2 (0.94%) Balsamiq Mockups
6 2 (0.94%) Bitbucket
6 2 (0.94%) CodeSonar
6 2 (0.94%) git-flow
6 2 (0.94%) GitLab
6 2 (0.94%) Jasmine
6 2 (0.94%) JIRA
6 2 (0.94%) JUnit
6 2 (0.94%) Karma Test Runner
6 2 (0.94%) NetBeans
6 2 (0.94%) Robot Framework
General
1 28 (13.21%) Finance
2 13 (6.13%) Marketing
3 12 (5.66%) Aerospace
4 10 (4.72%) Games
5 7 (3.30%) Manufacturing
6 3 (1.42%) Banking
6 3 (1.42%) Retail
6 3 (1.42%) Telecoms
7 2 (0.94%) Electronics
8 1 (0.47%) Law
8 1 (0.47%) Legal
8 1 (0.47%) Military
Job Titles
1 69 (32.55%) Developer
2 37 (17.45%) Analyst
3 32 (15.09%) Data Scientist
4 27 (12.74%) Java Developer
5 25 (11.79%) Software Developer
6 24 (11.32%) Software Engineer
7 21 (9.91%) Java Software Developer
7 21 (9.91%) Systems Engineer
8 18 (8.49%) Business Intelligence Developer
8 18 (8.49%) Graduate
8 18 (8.49%) Lead Developer
9 17 (8.02%) Lead Java Developer
10 16 (7.55%) Consultant
11 14 (6.60%) Business Intelligence Analyst
11 14 (6.60%) Java Scala Developer
11 14 (6.60%) Lead Software Developer
11 14 (6.60%) Scala Developer
12 13 (6.13%) Data Analyst
13 11 (5.19%) Graduate Analyst
13 11 (5.19%) SQL Developer
Libraries, Frameworks & Software Standards
1 30 (14.15%) HTML
2 24 (11.32%) React
3 18 (8.49%) CSS
4 16 (7.55%) Spring
5 15 (7.08%) HTML5
6 12 (5.66%) CSS3
6 12 (5.66%) XML
7 11 (5.19%) .NET
7 11 (5.19%) EJB
7 11 (5.19%) Hibernate
7 11 (5.19%) J2EE
8 10 (4.72%) REST
9 9 (4.25%) AngularJS
10 8 (3.77%) ASP.NET
11 7 (3.30%) Natural Language Processing
12 6 (2.83%) D3.js
12 6 (2.83%) JSON
12 6 (2.83%) Node.js
13 5 (2.36%) Pandas
13 5 (2.36%) scikit-learn
Miscellaneous
1 46 (21.70%) Analytical Skills
2 31 (14.62%) Algorithms
3 26 (12.26%) Computer Science
4 11 (5.19%) iPhone
5 8 (3.77%) Clustering
5 8 (3.77%) User Experience
6 7 (3.30%) Self-Motivation
6 7 (3.30%) Social Media
7 5 (2.36%) Industry 4.0
7 5 (2.36%) Management Information System
8 4 (1.89%) Cybercrime
8 4 (1.89%) Greenfield Project
9 3 (1.42%) Renewable Energy
10 2 (0.94%) CUDA
10 2 (0.94%) Data Structures
10 2 (0.94%) Driving Licence
10 2 (0.94%) Virtual Team
11 1 (0.47%) Credit Risk
11 1 (0.47%) Data Centre
11 1 (0.47%) Graphic Design
Operating Systems
1 36 (16.98%) Windows
2 33 (15.57%) Linux
3 23 (10.85%) Android
4 13 (6.13%) Unix
5 11 (5.19%) Windows Phone
6 9 (4.25%) Red Hat Enterprise Linux
7 8 (3.77%) CentOS
7 8 (3.77%) Ubuntu
8 7 (3.30%) Apple iOS
9 2 (0.94%) Mac OS X
Processes & Methodologies
1 78 (36.79%) Analytics
2 68 (32.08%) Agile Software Development
3 66 (31.13%) Data Visualisation
4 61 (28.77%) Business Intelligence
5 51 (24.06%) Machine Learning
6 47 (22.17%) Mentoring
7 45 (21.23%) Data Science
8 43 (20.28%) Software Engineering
9 42 (19.81%) Data Analytics
10 39 (18.40%) Scrum
11 33 (15.57%) Data Analysis
11 33 (15.57%) Mathematics
12 32 (15.09%) Problem-Solving
13 31 (14.62%) Cybersecurity
14 28 (13.21%) Data Management
15 24 (11.32%) Statistics
16 22 (10.38%) Systems Engineering
17 21 (9.91%) Continuous Integration
18 20 (9.43%) UML
19 18 (8.49%) Test Automation
Programming Languages
1 80 (37.74%) SQL
2 77 (36.32%) Python
3 55 (25.94%) JavaScript
4 53 (25.00%) Java
5 38 (17.92%) C#
6 37 (17.45%) R
7 36 (16.98%) C++
8 26 (12.26%) Scala
9 22 (10.38%) C
10 20 (9.43%) Bash Shell
11 18 (8.49%) Objective-C
12 17 (8.02%) PowerShell
13 7 (3.30%) Ruby
13 7 (3.30%) T-SQL
14 5 (2.36%) Apple Swift
14 5 (2.36%) Data Analysis Expressions (DAX)
15 4 (1.89%) Java 8
16 3 (1.42%) ES6
16 3 (1.42%) PL/SQL
16 3 (1.42%) VBA
Qualifications
1 59 (27.83%) Degree
2 31 (14.62%) Security Cleared
3 22 (10.38%) DV Cleared
4 16 (7.55%) SC Cleared
5 15 (7.08%) PhD
6 14 (6.60%) Computer Science Degree
7 10 (4.72%) Numerate Degree
8 3 (1.42%) CCNP
8 3 (1.42%) Cisco Certification
9 2 (0.94%) VMware Certified Professional (VCP)
10 1 (0.47%) HND
10 1 (0.47%) Master's Degree
Quality Assurance & Compliance
1 11 (5.19%) Data Quality
2 8 (3.77%) ISO/IEC 27001
3 2 (0.94%) QA
4 1 (0.47%) GDPR
System Software
1 19 (8.96%) Docker
2 2 (0.94%) Hyper-V
2 2 (0.94%) KVM
2 2 (0.94%) VMware Infrastructure
2 2 (0.94%) vSphere
3 1 (0.47%) HDFS
Systems Management
1 12 (5.66%) Puppet
2 10 (4.72%) Nessus
2 10 (4.72%) Red Hat Spacewalk
3 5 (2.36%) Opscode Chef
4 4 (1.89%) Salt
5 2 (0.94%) Ansible
5 2 (0.94%) Kubernetes
6 1 (0.47%) Oozie
Vendors
1 49 (23.11%) Tableau
2 19 (8.96%) Cisco
2 19 (8.96%) Oracle
3 11 (5.19%) Microsoft
4 10 (4.72%) Cognos
4 10 (4.72%) McAfee
4 10 (4.72%) NetScout
4 10 (4.72%) NetWitness
4 10 (4.72%) Palo Alto
4 10 (4.72%) Splunk
5 9 (4.25%) ArcSight
5 9 (4.25%) Atlassian
5 9 (4.25%) Google
5 9 (4.25%) Red Hat
6 8 (3.77%) Teradata
7 5 (2.36%) Adobe
8 3 (1.42%) Mapbox
8 3 (1.42%) SAP
9 2 (0.94%) Cypress Semiconductor
9 2 (0.94%) VMware