Period
to 27 May 2018

The following table provides summary statistics for permanent job vacancies advertised in Bristol 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 27 May 2018 with a comparison to the same period in the previous 2 years.

Visualization
South West > Bristol
6 months to
27 May 2018
Same period 2017 Same period 2016
Rank 111 145 141
Rank change year-on-year +34 -4 +21
Permanent jobs citing Visualisation 90 47 46
As % of all permanent IT jobs advertised in Bristol 2.36% 1.31% 1.32%
As % of the Processes & Methodologies category 2.54% 1.43% 1.44%
Number of salaries quoted 74 42 41
Bristol median annual salary £43,750 £42,500 £45,000
Median salary % change year-on-year +2.94% -5.56% +28.57%
10th Percentile £26,950 £30,000 £39,000
90th Percentile £52,500 £55,000 £55,000
South West median annual salary £45,000 £43,500 £47,500
% change year-on-year +3.45% -8.42% +35.72%

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 Bristol with a requirement for process or methodology skills.

All Process and Methodology Skills
Bristol
Permanent vacancies with a requirement for process or methodology skills 3,540 3,279 3,191
As % of all permanent IT jobs advertised in Bristol 92.74% 91.62% 91.43%
Number of salaries quoted 2,948 2,688 2,812
Bristol median annual salary £45,000 £43,000 £40,000
Median salary % change year-on-year +4.65% +7.50% -
10th Percentile £26,250 £27,000 £26,250
90th Percentile £67,500 £67,500 £67,500
South West median annual salary £42,500 £41,500 £40,000
% change year-on-year +2.41% +3.75% -

Visualisation
Job Vacancy Trend in Bristol

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

Job vacancy trend for Visualisation in Bristol

Visualisation
Salary Trend in Bristol

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

Salary trend for Visualisation in Bristol

Visualisation
Salary Histogram in Bristol

The salary distribution of IT jobs citing Visualisation in Bristol over the 6 months to 27 May 2018.

Salary histogram for Visualisation in Bristol

For the 6 months to 27 May 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 Bristol region with a requirement for Visualisation.

1 56 (62.22%) Python
2 53 (58.89%) SQL
2 53 (58.89%) Business Intelligence
3 52 (57.78%) Data Visualisation
4 45 (50.00%) Tableau
5 41 (45.56%) Analytics
6 37 (41.11%) Power BI
7 36 (40.00%) Data Analytics
8 30 (33.33%) Docker
9 29 (32.22%) Amazon AWS
9 29 (32.22%) ETL
10 28 (31.11%) Java
10 28 (31.11%) Microsoft Azure
11 27 (30.00%) Big Data
11 27 (30.00%) C#
11 27 (30.00%) Agile Software Development
11 27 (30.00%) Artificial Intelligence
12 26 (28.89%) Spotfire
12 26 (28.89%) DevOps
13 25 (27.78%) JIRA
14 24 (26.67%) Windows
15 23 (25.56%) Linux
15 23 (25.56%) Scrum
15 23 (25.56%) Scala
16 22 (24.44%) Amazon Athena
16 22 (24.44%) MapReduce
16 22 (24.44%) Apache Hive
16 22 (24.44%) Impala
16 22 (24.44%) Pandas
16 22 (24.44%) Amazon Redshift

Visualisation
Co-occurring IT Skills in Bristol 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 22 (24.44%) Apache Pig
1 22 (24.44%) Elasticsearch
2 21 (23.33%) Apache Spark
3 7 (7.78%) SAS
4 2 (2.22%) EPiServer
4 2 (2.22%) IIS
4 2 (2.22%) Umbraco
4 2 (2.22%) WordPress
5 1 (1.11%) Confluence
5 1 (1.11%) nginx
5 1 (1.11%) SharePoint
Applications
1 5 (5.56%) SPSS
2 4 (4.44%) Adobe Illustrator
2 4 (4.44%) Photoshop
3 3 (3.33%) Microsoft Excel
Cloud Services
1 29 (32.22%) Amazon AWS
2 28 (31.11%) Microsoft Azure
3 22 (24.44%) Amazon EMR
3 22 (24.44%) Amazon Kinesis
4 21 (23.33%) GitHub
5 5 (5.56%) Google Cloud Platform
6 1 (1.11%) Azure Data Factory
6 1 (1.11%) Cloud Computing
6 1 (1.11%) IaaS
Communications & Networking
1 5 (5.56%) DHCP
1 5 (5.56%) DNS
1 5 (5.56%) Sourcefire
1 5 (5.56%) TCP/IP
2 1 (1.11%) HTTP
Database & Business Intelligence
1 37 (41.11%) Power BI
2 27 (30.00%) Big Data
3 26 (28.89%) Spotfire
4 22 (24.44%) Amazon Athena
4 22 (24.44%) Amazon Redshift
4 22 (24.44%) Apache Hive
4 22 (24.44%) Impala
4 22 (24.44%) Presto
5 21 (23.33%) BigQuery
5 21 (23.33%) Hadoop
6 15 (16.67%) QlikView
7 12 (13.33%) SQL Server
7 12 (13.33%) SQL Server Reporting Services
8 9 (10.00%) SQL Server Integration Services
9 8 (8.89%) SQL Server Analysis Services
10 5 (5.56%) Data Warehouse
10 5 (5.56%) SQL Server 2012
11 3 (3.33%) Data Mining
12 2 (2.22%) Crystal Reports
12 2 (2.22%) MySQL
Development Applications
1 25 (27.78%) JIRA
2 5 (5.56%) Git (software)
3 4 (4.44%) Jenkins
4 3 (3.33%) Balsamiq Mockups
4 3 (3.33%) Bugzilla
4 3 (3.33%) Buildbot
4 3 (3.33%) Chocolatey
4 3 (3.33%) TeamCity
4 3 (3.33%) Trac
4 3 (3.33%) Vagrant
5 2 (2.22%) SQL Server Management Studio (SSMS)
5 2 (2.22%) Team Foundation Server
6 1 (1.11%) JUnit
6 1 (1.11%) Maven
6 1 (1.11%) NetBeans
6 1 (1.11%) Subversion
General
1 19 (21.11%) Electronics
2 14 (15.56%) Aerospace
3 10 (11.11%) Finance
4 6 (6.67%) Manufacturing
4 6 (6.67%) Marketing
4 6 (6.67%) Telecoms
5 3 (3.33%) Games
5 3 (3.33%) Legal
6 1 (1.11%) Advertising
6 1 (1.11%) Law
Job Titles
1 23 (25.56%) Data Engineer
1 23 (25.56%) Senior Data Engineer
2 21 (23.33%) AWS Engineer
2 21 (23.33%) Hadoop Engineer
2 21 (23.33%) Senior Hadoop Engineer
3 18 (20.00%) Systems Engineer
4 16 (17.78%) Analyst
5 15 (16.67%) Developer
6 12 (13.33%) Business Intelligence Analyst
7 8 (8.89%) SIEM Engineer
8 7 (7.78%) Linux Engineer
8 7 (7.78%) Senior Systems Engineer
9 6 (6.67%) Business Developer
9 6 (6.67%) Business Intelligence Developer
9 6 (6.67%) Insight Analyst
9 6 (6.67%) Linux Systems Engineer
9 6 (6.67%) Network Systems Engineer
9 6 (6.67%) Senior Analyst
9 6 (6.67%) Senior Insight Analyst
9 6 (6.67%) SQL Analyst
Libraries, Frameworks & Software Standards
1 22 (24.44%) MLlib
1 22 (24.44%) Pandas
2 7 (7.78%) CSS
2 7 (7.78%) HTML
3 6 (6.67%) HTML5
4 5 (5.56%) CSS3
5 3 (3.33%) jQuery
6 2 (2.22%) HTML5 Canvas
6 2 (2.22%) Sass
6 2 (2.22%) SVG
7 1 (1.11%) AngularJS
7 1 (1.11%) Flask
7 1 (1.11%) LEMP Stack
7 1 (1.11%) MDX
7 1 (1.11%) Node.js
7 1 (1.11%) Spring
7 1 (1.11%) Swing
7 1 (1.11%) WebSockets
7 1 (1.11%) WSGI
Miscellaneous
1 22 (24.44%) Clustering
2 19 (21.11%) Analytical Skills
2 19 (21.11%) User Experience
3 13 (14.44%) Management Information System
4 6 (6.67%) Algorithms
4 6 (6.67%) Computer Science
5 2 (2.22%) CUDA
5 2 (2.22%) Mobile App
5 2 (2.22%) Robotics
6 1 (1.11%) Greenfield Project
6 1 (1.11%) Internet of Things
Operating Systems
1 24 (26.67%) Windows
2 23 (25.56%) Linux
3 18 (20.00%) Unix
4 2 (2.22%) Mac OS X
4 2 (2.22%) Windows Server
Processes & Methodologies
1 53 (58.89%) Business Intelligence
2 52 (57.78%) Data Visualisation
3 41 (45.56%) Analytics
4 36 (40.00%) Data Analytics
5 29 (32.22%) ETL
6 27 (30.00%) Agile Software Development
6 27 (30.00%) Artificial Intelligence
7 26 (28.89%) DevOps
8 23 (25.56%) Scrum
9 22 (24.44%) MapReduce
10 21 (23.33%) Coaching
10 21 (23.33%) Deployment Automation
10 21 (23.33%) Open Source
11 18 (20.00%) SIEM
12 16 (17.78%) Data Management
13 14 (15.56%) Continuous Delivery
13 14 (15.56%) Data Analysis
14 13 (14.44%) Software Engineering
15 12 (13.33%) Actionable Insight
16 10 (11.11%) Data Science
Programming Languages
1 56 (62.22%) Python
2 53 (58.89%) SQL
3 28 (31.11%) Java
4 27 (30.00%) C#
5 23 (25.56%) Scala
6 19 (21.11%) PowerShell
7 18 (20.00%) Bash Shell
8 14 (15.56%) R
9 13 (14.44%) T-SQL
10 7 (7.78%) JavaScript
10 7 (7.78%) Perl
11 3 (3.33%) MATLAB
11 3 (3.33%) Ruby
12 2 (2.22%) C
12 2 (2.22%) C++
13 1 (1.11%) Data Analysis Expressions (DAX)
Qualifications
1 16 (17.78%) Degree
2 14 (15.56%) SC Cleared
2 14 (15.56%) Security Cleared
3 6 (6.67%) Numerate Degree
4 4 (4.44%) CCNP
4 4 (4.44%) Cisco Certification
5 2 (2.22%) PhD
Quality Assurance & Compliance
1 4 (4.44%) Data Quality
System Software
1 30 (33.33%) Docker
2 3 (3.33%) Hyper-V
2 3 (3.33%) KVM
2 3 (3.33%) VMware ESXi
2 3 (3.33%) VMware Infrastructure
2 3 (3.33%) vSphere
Systems Management
1 9 (10.00%) Puppet
2 5 (5.56%) Nessus
3 4 (4.44%) Ansible
3 4 (4.44%) Opscode Chef
4 1 (1.11%) Kubernetes
4 1 (1.11%) Red Hat Spacewalk
Vendors
1 45 (50.00%) Tableau
2 21 (23.33%) Atlassian
3 8 (8.89%) Google
4 7 (7.78%) ArcSight
5 6 (6.67%) SAP
6 5 (5.56%) Cisco
6 5 (5.56%) McAfee
6 5 (5.56%) Microsoft
6 5 (5.56%) NetScout
6 5 (5.56%) NetWitness
6 5 (5.56%) Palo Alto
7 3 (3.33%) Cognos
7 3 (3.33%) VMware
8 2 (2.22%) Twitter
9 1 (1.11%) Oracle
9 1 (1.11%) Perforce
9 1 (1.11%) Splunk