Period
to 21 May 2019

The following table provides summary statistics for permanent job vacancies advertised in Gloucestershire 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 21 May 2019 with a comparison to the same period in the previous 2 years.

Visualization
South West > Gloucestershire
6 months to
21 May 2019
Same period 2018 Same period 2017
Rank 55 92 144
Rank change year-on-year +37 +52 -49
Permanent jobs citing Visualisation 78 36 14
As % of all permanent IT jobs advertised in Gloucestershire 5.17% 2.35% 0.78%
As % of the Processes & Methodologies category 5.63% 2.55% 0.83%
Number of salaries quoted 44 29 11
Gloucestershire median annual salary £45,000 £50,000 £40,000
Median salary % change year-on-year -10.00% +25.00% -27.27%
10th Percentile £26,250 £37,500 £31,250
90th Percentile £61,250 £97,500 £62,000
South West median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -11.46%

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 Gloucestershire with a requirement for process or methodology skills.

All Process and Methodology Skills
Gloucestershire
Permanent vacancies with a requirement for process or methodology skills 1,386 1,414 1,685
As % of all permanent IT jobs advertised in Gloucestershire 91.85% 92.12% 93.87%
Number of salaries quoted 983 1,156 1,380
Gloucestershire median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -3.41%
10th Percentile £28,000 £26,250 £26,250
90th Percentile £66,000 £64,375 £63,750
South West median annual salary £45,000 £42,500 £42,000
% change year-on-year +5.88% +1.19% +5.00%

Visualisation
Job Vacancy Trend in Gloucestershire

Job postings citing Visualisation as a percentage of all IT jobs advertised in Gloucestershire.

Job vacancy trend for Visualisation in Gloucestershire

Visualisation
Salary Trend in Gloucestershire

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

Salary trend for Visualisation in Gloucestershire

Visualisation
Salary Histogram in Gloucestershire

The salary distribution of IT jobs citing Visualisation in Gloucestershire over the 6 months to 21 May 2019.

Salary histogram for Visualisation in Gloucestershire

Visualisation
Job Locations in Gloucestershire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the Gloucestershire region over the 6 months to 21 May 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
Gloucester +12 38 £35,000 -63.16%
Cheltenham +25 19 £52,500 +20.69% 1
Visualisation
South West

For the 6 months to 21 May 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 Gloucestershire region with a requirement for Visualisation.

1 53 (67.95%) Analytics
2 48 (61.54%) Big Data
3 43 (55.13%) Machine Learning
3 43 (55.13%) Data Analytics
3 43 (55.13%) Data Science
4 38 (48.72%) Degree
4 38 (48.72%) Security Cleared
5 36 (46.15%) SC Cleared
6 34 (43.59%) Mathematics
6 34 (43.59%) Data Visualisation
7 28 (35.90%) SQL
8 26 (33.33%) Data Analysis
8 26 (33.33%) Software Engineering
9 25 (32.05%) Apache Spark
10 24 (30.77%) Algorithms
10 24 (30.77%) C
11 21 (26.92%) DV Cleared
11 21 (26.92%) Analytical Skills
11 21 (26.92%) Problem-Solving
11 21 (26.92%) Hadoop
12 20 (25.64%) Open Source
12 20 (25.64%) Continuous Improvement
12 20 (25.64%) Software Delivery
13 19 (24.36%) Apache Hive
13 19 (24.36%) Artificial Intelligence
14 18 (23.08%) Neural Network
14 18 (23.08%) Business Intelligence
14 18 (23.08%) Mentoring
14 18 (23.08%) Deep Learning
14 18 (23.08%) Apache Pig

Visualisation
Co-occurring IT Skills in Gloucestershire 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 25 (32.05%) Apache Spark
2 18 (23.08%) Apache Pig
3 2 (2.56%) Elasticsearch
3 2 (2.56%) SAS
3 2 (2.56%) WebLogic
Applications
1 2 (2.56%) Microsoft Excel
1 2 (2.56%) SPSS
2 1 (1.28%) Gephi
2 1 (1.28%) Microsoft Office
2 1 (1.28%) Microsoft PowerPoint
Business Applications
1 16 (20.51%) Magento
Cloud Services
1 10 (12.82%) Power Platform
2 2 (2.56%) Google Analytics
Communications & Networking
1 3 (3.85%) TCP/IP
2 1 (1.28%) DNS
2 1 (1.28%) Ethernet
2 1 (1.28%) HTTP
2 1 (1.28%) MPLS
2 1 (1.28%) SSL
2 1 (1.28%) VPN
Database & Business Intelligence
1 48 (61.54%) Big Data
2 21 (26.92%) Hadoop
3 19 (24.36%) Apache Hive
4 16 (20.51%) Data Mining
4 16 (20.51%) Text Mining
5 10 (12.82%) Power BI
5 10 (12.82%) SQL Server Reporting Services
6 9 (11.54%) QlikView
6 9 (11.54%) Spotfire
7 6 (7.69%) Neo4j
8 5 (6.41%) MySQL
9 4 (5.13%) SQL Server
10 3 (3.85%) Relational Database
11 2 (2.56%) GIS
11 2 (2.56%) MongoDB
11 2 (2.56%) RDBMS
12 1 (1.28%) Impala
Development Applications
1 11 (14.10%) Git (software)
2 8 (10.26%) Mercurial
3 3 (3.85%) Atlassian Bamboo
3 3 (3.85%) Bitbucket
3 3 (3.85%) Bitbucket Server
3 3 (3.85%) CodeSonar
3 3 (3.85%) git-flow
3 3 (3.85%) JIRA
3 3 (3.85%) JUnit
3 3 (3.85%) Robot Framework
3 3 (3.85%) Selenium
General
1 6 (7.69%) Retail
2 1 (1.28%) Finance
2 1 (1.28%) Military
Job Titles
1 26 (33.33%) Data Scientist
1 26 (33.33%) Software Engineer
2 21 (26.92%) Analyst
3 17 (21.79%) Data Engineer
3 17 (21.79%) Data Science Engineer
4 14 (17.95%) Business Intelligence Analyst
5 7 (8.97%) Developer
6 6 (7.69%) Consultant
6 6 (7.69%) Data Analyst
6 6 (7.69%) Developer/Software Engineer
6 6 (7.69%) Junior
6 6 (7.69%) Software Developer
7 5 (6.41%) Junior Analyst
8 4 (5.13%) Graduate
8 4 (5.13%) Technical Consultant
9 3 (3.85%) Full Stack Developer
10 2 (2.56%) DV Cleared Technical Consultant
10 2 (2.56%) Principal Engineer
10 2 (2.56%) SC Cleared Technical Consultant
10 2 (2.56%) Technical Developer
Libraries, Frameworks & Software Standards
1 9 (11.54%) JSON
2 8 (10.26%) Pandas
2 8 (10.26%) scikit-learn
2 8 (10.26%) SciPy
3 7 (8.97%) HTML
3 7 (8.97%) Spring
4 6 (7.69%) Natural Language Processing
5 5 (6.41%) CSS
5 5 (6.41%) Java EE
5 5 (6.41%) LAMP
5 5 (6.41%) Node.js
6 4 (5.13%) Hibernate
7 3 (3.85%) .NET
7 3 (3.85%) .NET Framework
7 3 (3.85%) ASP.NET
7 3 (3.85%) Django
7 3 (3.85%) SOAP
7 3 (3.85%) Spring MVC
7 3 (3.85%) STL
7 3 (3.85%) Web Services
Miscellaneous
1 24 (30.77%) Algorithms
2 21 (26.92%) Analytical Skills
3 16 (20.51%) Data Structures
3 16 (20.51%) Management Information System
3 16 (20.51%) Social Media
4 9 (11.54%) Cybercrime
5 7 (8.97%) Greenfield Project
6 2 (2.56%) iPhone
6 2 (2.56%) PKI
Operating Systems
1 6 (7.69%) Unix
2 5 (6.41%) Android
2 5 (6.41%) Linux
2 5 (6.41%) Windows
3 3 (3.85%) Apple iOS
3 3 (3.85%) Mac OS X
4 2 (2.56%) Windows Phone
Processes & Methodologies
1 53 (67.95%) Analytics
2 43 (55.13%) Data Analytics
2 43 (55.13%) Data Science
2 43 (55.13%) Machine Learning
3 34 (43.59%) Data Visualisation
3 34 (43.59%) Mathematics
4 26 (33.33%) Data Analysis
4 26 (33.33%) Software Engineering
5 21 (26.92%) Problem-Solving
6 20 (25.64%) Continuous Improvement
6 20 (25.64%) Open Source
6 20 (25.64%) Software Delivery
7 19 (24.36%) Artificial Intelligence
8 18 (23.08%) Business Intelligence
8 18 (23.08%) Deep Learning
8 18 (23.08%) Mentoring
8 18 (23.08%) Neural Network
9 17 (21.79%) MapReduce
9 17 (21.79%) Physics
9 17 (21.79%) Technical Leadership
Programming Languages
1 28 (35.90%) SQL
2 24 (30.77%) C
3 17 (21.79%) Java
4 16 (20.51%) Python
5 10 (12.82%) JavaScript
6 7 (8.97%) C++
6 7 (8.97%) Scala
7 6 (7.69%) Cypher
7 6 (7.69%) Shell Script
8 5 (6.41%) C#
8 5 (6.41%) Objective-C
9 4 (5.13%) R
10 2 (2.56%) Perl
10 2 (2.56%) Ruby
11 1 (1.28%) MATLAB
Qualifications
1 38 (48.72%) Degree
1 38 (48.72%) Security Cleared
2 36 (46.15%) SC Cleared
3 21 (26.92%) DV Cleared
4 2 (2.56%) PhD
5 1 (1.28%) Numerate Degree
Quality Assurance & Compliance
1 6 (7.69%) Data Quality
System Software
1 3 (3.85%) Docker
1 3 (3.85%) vSphere
2 2 (2.56%) Hyper-V
2 2 (2.56%) VMware Infrastructure
3 1 (1.28%) Apache Flume
Systems Management
1 3 (3.85%) Puppet
1 3 (3.85%) Salt
2 1 (1.28%) Kibana
2 1 (1.28%) Oozie
Vendors
1 13 (16.67%) Tableau
2 9 (11.54%) Cognos
3 4 (5.13%) Microsoft
4 2 (2.56%) Google
4 2 (2.56%) Oracle
4 2 (2.56%) VMware
5 1 (1.28%) BT
5 1 (1.28%) Splunk