Period
to 19 February 2019

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 19 February 2019 with a comparison to the same period in the previous 2 years.

Visualization
England > South West
6 months to
19 Feb 2019
Same period 2018 Same period 2017
Rank 114 188 221
Rank change year-on-year +74 +33 -17
Permanent jobs citing Visualisation 261 161 124
As % of all permanent IT jobs advertised in the South West 2.59% 1.58% 1.21%
As % of the Processes & Methodologies category 2.79% 1.74% 1.31%
Number of salaries quoted 196 148 93
South West median annual salary £45,000 £43,875 £45,000
Median salary % change year-on-year +2.56% -2.50% -10.00%
10th Percentile £29,000 £28,375 £31,250
90th Percentile £67,500 £62,875 £65,000
England median annual salary £52,500 £54,500 £52,500
% change year-on-year -3.67% +3.81% -

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 9,353 9,255 9,450
As % of all permanent IT jobs advertised in the South West 92.67% 90.95% 91.85%
Number of salaries quoted 7,325 7,535 7,802
South West median annual salary £45,000 £42,500 £41,500
Median salary % change year-on-year +5.88% +2.41% +3.75%
10th Percentile £27,000 £26,250 £26,250
90th Percentile £67,787 £63,750 £65,000
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 19 February 2019.

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 19 February 2019. 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 +3 74 £45,000 - 16
Gloucestershire +51 71 £47,500 -7.32% 3
Wiltshire +28 42 £52,500 +31.25% 6
Somerset +38 32 £35,000 -4.76% 2
Dorset +3 24 £42,500 +27.44% 6
Devon +7 18 £50,000 -37.50% 2
Visualisation
England

For the 6 months to 19 February 2019, 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.

1 119 (45.59%) SQL
2 113 (43.30%) Analytics
3 105 (40.23%) Data Visualisation
4 93 (35.63%) Python
5 92 (35.25%) Business Intelligence
6 67 (25.67%) Degree
6 67 (25.67%) Tableau
7 62 (23.75%) Machine Learning
8 58 (22.22%) Data Analytics
8 58 (22.22%) Data Science
9 57 (21.84%) Problem-Solving
10 55 (21.07%) Power BI
11 54 (20.69%) SQL Server
12 53 (20.31%) Finance
13 51 (19.54%) Software Engineering
13 51 (19.54%) Big Data
14 50 (19.16%) JavaScript
15 49 (18.77%) Analytical Skills
16 47 (18.01%) Java
17 46 (17.62%) Data Analysis
18 45 (17.24%) Mentoring
19 44 (16.86%) Algorithms
20 43 (16.48%) Microsoft
21 40 (15.33%) Cybersecurity
21 40 (15.33%) Agile Software Development
22 39 (14.94%) QlikView
22 39 (14.94%) Linux
23 37 (14.18%) SQL Server Reporting Services
24 36 (13.79%) Mathematics
25 35 (13.41%) Security Cleared

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 30 (11.49%) Apache Spark
2 17 (6.51%) SAS
3 9 (3.45%) Apache Pig
4 7 (2.68%) WebLogic
5 5 (1.92%) CMS
5 5 (1.92%) Elasticsearch
6 3 (1.15%) Apache
6 3 (1.15%) GlassFish
6 3 (1.15%) Tomcat
7 1 (0.38%) nginx
Applications
1 12 (4.60%) Photoshop
1 12 (4.60%) SPSS
2 9 (3.45%) InVision
2 9 (3.45%) Microsoft Office
3 4 (1.53%) Microsoft Excel
4 3 (1.15%) Adobe Illustrator
5 1 (0.38%) Microsoft PowerPoint
Business Applications
1 16 (6.13%) Magento
2 3 (1.15%) Elite 3E
Cloud Services
1 28 (10.73%) Amazon AWS
2 23 (8.81%) Google Cloud Platform
3 13 (4.98%) Microsoft Azure
4 3 (1.15%) GitHub
4 3 (1.15%) Google Analytics
5 1 (0.38%) npm
5 1 (0.38%) Serverless
Communications & Networking
1 14 (5.36%) TCP/IP
2 9 (3.45%) DHCP
2 9 (3.45%) DNS
2 9 (3.45%) Sourcefire
3 4 (1.53%) HTTP
3 4 (1.53%) HTTPS
3 4 (1.53%) SSL
4 2 (0.77%) iSCSI
5 1 (0.38%) AMQP
5 1 (0.38%) Network Security
5 1 (0.38%) WAN
Database & Business Intelligence
1 55 (21.07%) Power BI
2 54 (20.69%) SQL Server
3 51 (19.54%) Big Data
4 39 (14.94%) QlikView
5 37 (14.18%) SQL Server Reporting Services
6 33 (12.64%) Data Warehouse
6 33 (12.64%) Hadoop
7 25 (9.58%) SQL Server Integration Services
8 22 (8.43%) MySQL
8 22 (8.43%) Spotfire
9 21 (8.05%) BigQuery
10 18 (6.90%) Amazon Redshift
11 15 (5.75%) Data Mining
12 14 (5.36%) Relational Database
13 13 (4.98%) Apache Hive
13 13 (4.98%) RDBMS
13 13 (4.98%) SQL Server 2008
14 12 (4.60%) Oracle Reports
14 12 (4.60%) SQL Server 2012
14 12 (4.60%) SQL Server 2014
Development Applications
1 27 (10.34%) Git (software)
2 15 (5.75%) Jenkins
3 13 (4.98%) webpack
4 10 (3.83%) gulp
4 10 (3.83%) Mercurial
5 9 (3.45%) Balsamiq Mockups
5 9 (3.45%) GitLab
5 9 (3.45%) Jasmine
5 9 (3.45%) Karma Test Runner
6 7 (2.68%) Visual Studio
7 6 (2.30%) JIRA
8 5 (1.92%) Selenium
8 5 (1.92%) Toad
9 3 (1.15%) Atlassian Bamboo
9 3 (1.15%) Axure RP
9 3 (1.15%) Bitbucket
9 3 (1.15%) CodeSonar
9 3 (1.15%) git-flow
9 3 (1.15%) JUnit
9 3 (1.15%) Robot Framework
General
1 53 (20.31%) Finance
2 23 (8.81%) Marketing
3 18 (6.90%) Manufacturing
4 12 (4.60%) Electronics
5 11 (4.21%) Telecoms
6 9 (3.45%) Aerospace
6 9 (3.45%) Retail
7 7 (2.68%) Games
8 3 (1.15%) Banking
8 3 (1.15%) Legal
Job Titles
1 85 (32.57%) Developer
2 48 (18.39%) Analyst
3 42 (16.09%) Data Scientist
4 30 (11.49%) Software Engineer
5 29 (11.11%) Business Intelligence Analyst
6 28 (10.73%) Business Intelligence Developer
7 19 (7.28%) Business Developer
8 17 (6.51%) Architect
8 17 (6.51%) Consultant
8 17 (6.51%) Front End Developer (Client-Side Developer)
8 17 (6.51%) Graduate
8 17 (6.51%) Software Developer
9 14 (5.36%) Data Analyst
9 14 (5.36%) Systems Engineer
10 13 (4.98%) Senior Developer
11 12 (4.60%) Data Architect
11 12 (4.60%) Java Developer
12 11 (4.21%) Java Software Developer
13 9 (3.45%) Cloud Architect
13 9 (3.45%) Python Developer
Libraries, Frameworks & Software Standards
1 32 (12.26%) HTML
2 25 (9.58%) CSS
3 21 (8.05%) scikit-learn
4 20 (7.66%) JSON
5 16 (6.13%) D3.js
5 16 (6.13%) Pandas
6 14 (5.36%) Natural Language Processing
7 13 (4.98%) AngularJS
7 13 (4.98%) React
8 12 (4.60%) .NET
8 12 (4.60%) REST
8 12 (4.60%) RESTful
8 12 (4.60%) Spring
9 11 (4.21%) HTML5
10 10 (3.83%) amCharts
10 10 (3.83%) CSS3
10 10 (3.83%) Regular Expression
10 10 (3.83%) Sass
10 10 (3.83%) SciPy
11 9 (3.45%) Ionic Framework
Miscellaneous
1 49 (18.77%) Analytical Skills
2 44 (16.86%) Algorithms
3 20 (7.66%) Data Structures
4 18 (6.90%) User Experience
5 12 (4.60%) Clustering
6 11 (4.21%) Social Media
7 9 (3.45%) Cybercrime
8 8 (3.07%) Greenfield Project
8 8 (3.07%) Management Information System
9 7 (2.68%) iPhone
10 6 (2.30%) Self-Motivation
11 5 (1.92%) Industry 4.0
12 4 (1.53%) Blog
13 3 (1.15%) Enterprise Software
13 3 (1.15%) Renewable Energy
14 2 (0.77%) Fintech
15 1 (0.38%) Credit Risk
15 1 (0.38%) CUDA
15 1 (0.38%) Reinsurance
15 1 (0.38%) Virtual Team
Operating Systems
1 39 (14.94%) Linux
2 33 (12.64%) Windows
3 17 (6.51%) Android
3 17 (6.51%) Unix
4 13 (4.98%) Red Hat Enterprise Linux
5 12 (4.60%) CentOS
5 12 (4.60%) Ubuntu
6 7 (2.68%) Windows Phone
7 6 (2.30%) Apple iOS
8 3 (1.15%) Mac OS X
Processes & Methodologies
1 113 (43.30%) Analytics
2 105 (40.23%) Data Visualisation
3 92 (35.25%) Business Intelligence
4 62 (23.75%) Machine Learning
5 58 (22.22%) Data Analytics
5 58 (22.22%) Data Science
6 57 (21.84%) Problem-Solving
7 51 (19.54%) Software Engineering
8 46 (17.62%) Data Analysis
9 45 (17.24%) Mentoring
10 40 (15.33%) Agile Software Development
10 40 (15.33%) Cybersecurity
11 36 (13.79%) Mathematics
12 33 (12.64%) Computer Science
13 30 (11.49%) Statistics
14 27 (10.34%) Scrum
15 26 (9.96%) Continuous Integration
16 25 (9.58%) Artificial Intelligence
17 23 (8.81%) ETL
18 20 (7.66%) UML
Programming Languages
1 119 (45.59%) SQL
2 93 (35.63%) Python
3 50 (19.16%) JavaScript
4 47 (18.01%) Java
5 33 (12.64%) R
6 28 (10.73%) Bash Shell
6 28 (10.73%) C#
7 27 (10.34%) C++
8 25 (9.58%) Scala
9 21 (8.05%) C
10 18 (6.90%) PowerShell
11 17 (6.51%) Ruby
12 14 (5.36%) Objective-C
13 9 (3.45%) ES6
13 9 (3.45%) Groovy
13 9 (3.45%) TypeScript
14 8 (3.07%) Cypher
14 8 (3.07%) Shell Script
15 7 (2.68%) MATLAB
16 5 (1.92%) PL/SQL
Qualifications
1 67 (25.67%) Degree
2 35 (13.41%) Security Cleared
3 27 (10.34%) SC Cleared
4 22 (8.43%) DV Cleared
5 19 (7.28%) Computer Science Degree
6 10 (3.83%) Numerate Degree
7 9 (3.45%) PhD
8 4 (1.53%) HND
9 2 (0.77%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 17 (6.51%) Data Quality
2 12 (4.60%) ISO/IEC 27001
3 5 (1.92%) SLA
System Software
1 18 (6.90%) Docker
2 5 (1.92%) Hyper-V
2 5 (1.92%) VMware Infrastructure
2 5 (1.92%) vSphere
3 4 (1.53%) KVM
4 2 (0.77%) HDFS
4 2 (0.77%) VMware ESXi
Systems Management
1 15 (5.75%) Puppet
2 9 (3.45%) Nessus
2 9 (3.45%) Red Hat Spacewalk
3 6 (2.30%) Opscode Chef
4 3 (1.15%) Salt
5 2 (0.77%) Ansible
6 1 (0.38%) Oozie
Vendors
1 67 (25.67%) Tableau
2 43 (16.48%) Microsoft
3 26 (9.96%) Google
4 23 (8.81%) Oracle
5 19 (7.28%) SAP
6 15 (5.75%) Adobe
6 15 (5.75%) Cognos
7 13 (4.98%) Cisco
7 13 (4.98%) Red Hat
8 12 (4.60%) Teradata
9 10 (3.83%) Splunk
10 9 (3.45%) ArcSight
10 9 (3.45%) Cypress Semiconductor
10 9 (3.45%) McAfee
10 9 (3.45%) NetScout
10 9 (3.45%) NetWitness
10 9 (3.45%) Palo Alto
11 5 (1.92%) VMware
12 4 (1.53%) Atlassian
12 4 (1.53%) Mapbox