Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 November 2017 with a comparison to the same period in the previous 2 years.

Visualisation
UK > England
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 234 275 299
Rank change year-on-year +41 +24 +72
Permanent jobs citing Visualisation 2608 2255 2256
As % of all permanent IT jobs advertised in England 1.54% 1.26% 1.10%
As % of the Processes & Methodologies category 1.71% 1.42% 1.24%
Number of salaries quoted 2106 1806 1800
England median annual salary £50,732 £55,000 £50,000
Median salary % change year-on-year -7.76% +10.00% -
10th Percentile £31,250 £32,625 £32,500
90th Percentile £83,750 £93,750 £80,125
UK median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 152449 159358 181424
As % of all permanent IT jobs advertised in England 89.91% 89.39% 88.74%
Number of salaries quoted 121294 133740 151021
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Visualisation
Job Vacancy Trend in England

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

Job vacancy trend for Visualisation in England

Visualisation
Salary Trend in England

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

Salary trend for Visualisation in England

Visualisation
Salary Histogram in England

The salary distribution of IT jobs citing Visualisation in England over the 6 months to 21 November 2017.

Salary histogram for Visualisation in England

Visualisation
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the England region over the 6 months to 21 November 2017. 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
London +22 1480 £60,000 - 109
North of England +32 304 £45,000 - 33
South East +17 293 £45,000 -5.26% 31
East of England +48 197 £50,000 - 16
Midlands +120 181 £40,000 -5.88% 4
North West +32 149 £45,000 - 22
Yorkshire +38 145 £45,000 - 11
South West +9 143 £44,500 -1.11% 8
West Midlands +62 108 £40,000 -5.88% 1
East Midlands +82 66 £35,000 -16.17% 3
North East -7 12 £56,500 +50.67%
Visualisation
UK

For the 6 months to 21 November 2017, IT jobs citing Visualisation also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Visualisation.

1 1472 (56.44%) Data Visualisation
2 1273 (48.81%) SQL
3 1149 (44.06%) Business Intelligence
4 1100 (42.18%) Analytics
5 951 (36.46%) Tableau
6 656 (25.15%) Finance
7 654 (25.08%) Degree
8 648 (24.85%) Python
9 637 (24.42%) SQL Server
10 620 (23.77%) Data Warehouse
11 594 (22.78%) Analytical Skills
12 582 (22.32%) Agile Software Development
13 574 (22.01%) Microsoft
14 546 (20.94%) ETL
15 468 (17.94%) JavaScript
16 452 (17.33%) Power BI
17 446 (17.10%) Big Data
18 439 (16.83%) QlikView
19 424 (16.26%) Computer Science
20 412 (15.80%) HTML
21 396 (15.18%) SQL Server Integration Services
22 392 (15.03%) SQL Server Reporting Services
23 385 (14.76%) R
24 372 (14.26%) CSS
25 370 (14.19%) Data Modelling
25 370 (14.19%) Marketing
26 347 (13.31%) Hadoop
27 339 (13.00%) Data Analysis
28 328 (12.58%) Machine Learning
29 326 (12.50%) Data Analytics

Visualisation
Co-occurring IT Skills in England 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
1 289 (11.08%) SAS
2 271 (10.39%) Apache Spark
3 52 (1.99%) Apache Pig
3 52 (1.99%) Elasticsearch
4 51 (1.96%) Apache
5 28 (1.07%) Confluence
6 24 (0.92%) SharePoint
7 16 (0.61%) Apache Solr
7 16 (0.61%) CMS
8 13 (0.50%) IIS
9 12 (0.46%) Oracle SOA Suite
10 11 (0.42%) Tomcat
11 10 (0.38%) JBoss
12 9 (0.35%) WordPress
13 8 (0.31%) Moodle
13 8 (0.31%) nginx
14 7 (0.27%) GeoServer
14 7 (0.27%) MS Exchange
15 6 (0.23%) BizTalk Server
16 5 (0.19%) Jetty
Applications
1 308 (11.81%) Microsoft Excel
2 107 (4.10%) SPSS
3 71 (2.72%) Microsoft PowerPoint
4 61 (2.34%) Microsoft Office
5 51 (1.96%) Photoshop
6 47 (1.80%) Adobe Creative Suite
7 42 (1.61%) MS Visio
8 28 (1.07%) Adobe Illustrator
9 11 (0.42%) Adobe After Effects
10 9 (0.35%) Chatbot
11 8 (0.31%) Spreadsheet
12 7 (0.27%) InDesign
12 7 (0.27%) InVision
13 6 (0.23%) Adobe Premiere
14 4 (0.15%) CINEMA 4D
14 4 (0.15%) Mathematica
14 4 (0.15%) Microsoft Project
15 3 (0.12%) Maya
16 2 (0.077%) SOLIDWORKS
16 2 (0.077%) Stata
Business Applications
1 8 (0.31%) WebTrends
2 7 (0.27%) SAP Business One
3 6 (0.23%) Cognos Business Intelligence
3 6 (0.23%) Dynamics CRM
3 6 (0.23%) Revive Adserver
4 5 (0.19%) Actimize
4 5 (0.19%) Dynamics AX
4 5 (0.19%) Oracle AML
4 5 (0.19%) SAP Business ByDesign
5 4 (0.15%) Adobe Campaign
6 2 (0.077%) Dynamics NAV
6 2 (0.077%) Eloqua
6 2 (0.077%) Exchequer
6 2 (0.077%) FastStats
6 2 (0.077%) Salesforce.com CRM
6 2 (0.077%) SAP FSCM
6 2 (0.077%) SAP PM
6 2 (0.077%) Teamcenter
7 1 (0.038%) Markit EDM
7 1 (0.038%) SAP S/4HANA
Cloud Services
1 273 (10.47%) Microsoft Azure
2 246 (9.43%) Amazon AWS
3 79 (3.03%) Google Analytics
4 63 (2.42%) Google Cloud Platform
5 55 (2.11%) Azure Data Factory
6 50 (1.92%) SaaS
7 49 (1.88%) Adobe Analytics
8 36 (1.38%) Azure Machine Learning
9 33 (1.27%) GitHub
10 23 (0.88%) Amazon EMR
11 21 (0.81%) Office 365
12 19 (0.73%) Amazon EC2
13 18 (0.69%) Amazon S3
14 17 (0.65%) Cloud Computing
15 15 (0.58%) Amazon Kinesis
16 13 (0.50%) Virtual Private Cloud
17 11 (0.42%) Google Tag Manager
18 10 (0.38%) PaaS
19 9 (0.35%) IaaS
20 8 (0.31%) Boomi
Communications & Networking
1 34 (1.30%) Network Security
2 26 (1.00%) Internet
3 12 (0.46%) HTTP
3 12 (0.46%) SSL
4 11 (0.42%) VoIP
5 10 (0.38%) Firewall
5 10 (0.38%) Wireless
6 9 (0.35%) TCP/IP
7 8 (0.31%) DNS
7 8 (0.31%) Kerberos
7 8 (0.31%) LAN
7 8 (0.31%) WAN
8 7 (0.27%) DHCP
9 4 (0.15%) NAS
9 4 (0.15%) SAN
9 4 (0.15%) VPN
10 3 (0.12%) Broadband
10 3 (0.12%) LDAP
10 3 (0.12%) PSTN
10 3 (0.12%) SMS
Database & Business Intelligence
1 637 (24.42%) SQL Server
2 620 (23.77%) Data Warehouse
3 452 (17.33%) Power BI
4 446 (17.10%) Big Data
5 439 (16.83%) QlikView
6 396 (15.18%) SQL Server Integration Services
7 392 (15.03%) SQL Server Reporting Services
8 347 (13.31%) Hadoop
9 270 (10.35%) SQL Server Analysis Services
10 214 (8.21%) NoSQL
11 169 (6.48%) Relational Database
12 152 (5.83%) Spotfire
13 150 (5.75%) BusinessObjects
14 129 (4.95%) MongoDB
15 120 (4.60%) Apache Hive
16 118 (4.52%) Data Mining
17 101 (3.87%) MySQL
18 81 (3.11%) SQL Server 2012
19 72 (2.76%) Amazon Redshift
20 69 (2.65%) SQL Server 2016
Development Applications
1 83 (3.18%) Git (software)
2 64 (2.45%) Team Foundation Server
3 54 (2.07%) JIRA
4 51 (1.96%) Visual Studio
5 49 (1.88%) Talend Open Studio
6 37 (1.42%) Subversion
7 36 (1.38%) SQL Server Management Studio (SSMS)
8 31 (1.19%) Jenkins
9 29 (1.11%) RStudio
10 22 (0.84%) Mocha
10 22 (0.84%) Selenium
11 20 (0.77%) webpack
12 18 (0.69%) Grunt
13 17 (0.65%) ERwin
14 16 (0.61%) gulp
15 12 (0.46%) Vagrant
16 11 (0.42%) Balsamiq Mockups
17 9 (0.35%) Cucumber
17 9 (0.35%) Jasmine
18 6 (0.23%) Bitbucket
General
1 656 (25.15%) Finance
2 370 (14.19%) Marketing
3 215 (8.24%) Banking
4 144 (5.52%) Retail
5 68 (2.61%) Games
6 61 (2.34%) Telecoms
7 56 (2.15%) Legal
8 54 (2.07%) Advertising
9 49 (1.88%) Investment Banking
10 44 (1.69%) Retail Banking
11 42 (1.61%) Manufacturing
12 41 (1.57%) Publishing
13 38 (1.46%) Automotive
13 38 (1.46%) Electronics
14 32 (1.23%) Front Office
14 32 (1.23%) Law
15 25 (0.96%) Private Banking
16 23 (0.88%) Pharmaceutical
17 17 (0.65%) Back Office
18 16 (0.61%) Financial Institution
Job Titles
1 771 (29.56%) Developer
2 588 (22.55%) Analyst
3 302 (11.58%) Business Intelligence Developer
4 212 (8.13%) Data Scientist
5 211 (8.09%) Data Analyst
6 209 (8.01%) Consultant
7 183 (7.02%) Business Intelligence Analyst
8 156 (5.98%) Architect
9 115 (4.41%) Designer
10 112 (4.29%) SQL Developer
11 108 (4.14%) Business Developer
12 94 (3.60%) Business Intelligence Consultant
13 89 (3.41%) Senior Developer
14 88 (3.37%) SQL BI Developer
15 83 (3.18%) JavaScript Developer
15 83 (3.18%) SQL Analyst
16 80 (3.07%) Business Intelligence Lead
17 78 (2.99%) Data Manager
18 73 (2.80%) Business Analyst
18 73 (2.80%) C# Developer
Libraries, Frameworks & Software Standards
1 412 (15.80%) HTML
2 372 (14.26%) CSS
3 177 (6.79%) AngularJS
4 161 (6.17%) .NET
5 140 (5.37%) React
5 140 (5.37%) Web Services
6 129 (4.95%) D3.js
7 127 (4.87%) HTML5
8 117 (4.49%) Node.js
9 83 (3.18%) jQuery
10 76 (2.91%) RESTful
11 70 (2.68%) CSS3
12 64 (2.45%) Kafka
13 54 (2.07%) Twitter Bootstrap
14 53 (2.03%) XML
15 52 (1.99%) ASP.NET
16 51 (1.96%) Natural Language Processing
17 49 (1.88%) JSON
17 49 (1.88%) MDX
18 45 (1.73%) KnockoutJS
Miscellaneous
1 594 (22.78%) Analytical Skills
2 424 (16.26%) Computer Science
3 222 (8.51%) User Experience
4 170 (6.52%) Algorithms
5 149 (5.71%) Management Information System
6 77 (2.95%) Data Structures
7 56 (2.15%) Fintech
7 56 (2.15%) Mobile App
8 53 (2.03%) Graphic Design
9 47 (1.80%) Greenfield Project
10 41 (1.57%) Credit Risk
11 34 (1.30%) Social Media
12 33 (1.27%) Life Science
13 28 (1.07%) Animation
13 28 (1.07%) Data Centre
14 24 (0.92%) Social Network
14 24 (0.92%) Taxonomies
15 19 (0.73%) FMCG
16 18 (0.69%) Clustering
16 18 (0.69%) NHS
Operating Systems
1 167 (6.40%) Linux
2 90 (3.45%) Windows
3 59 (2.26%) Unix
4 30 (1.15%) Android
5 25 (0.96%) Apple iOS
6 13 (0.50%) Red Hat Enterprise Linux
7 12 (0.46%) Windows Server
8 7 (0.27%) Mac OS X
9 6 (0.23%) CentOS
9 6 (0.23%) Windows Server 2012
10 4 (0.15%) Windows 7
11 3 (0.12%) AIX
11 3 (0.12%) Ubuntu
12 2 (0.077%) SUSE
12 2 (0.077%) Windows Server 2008
13 1 (0.038%) Windows 10
13 1 (0.038%) Windows Server 2003
Processes & Methodologies
1 1472 (56.44%) Data Visualisation
2 1149 (44.06%) Business Intelligence
3 1100 (42.18%) Analytics
4 582 (22.32%) Agile Software Development
5 546 (20.94%) ETL
6 370 (14.19%) Data Modelling
7 339 (13.00%) Data Analysis
8 328 (12.58%) Machine Learning
9 326 (12.50%) Data Analytics
10 320 (12.27%) Mathematics
11 274 (10.51%) Data Management
12 241 (9.24%) Statistics
13 220 (8.44%) Scrum
14 213 (8.17%) Stakeholder Management
15 210 (8.05%) Software Engineering
16 157 (6.02%) Project Management
17 152 (5.83%) Mentoring
18 139 (5.33%) SDLC
19 137 (5.25%) Actionable Insight
20 130 (4.98%) Business Analytics
Programming Languages
1 1273 (48.81%) SQL
2 648 (24.85%) Python
3 468 (17.94%) JavaScript
4 385 (14.76%) R
5 305 (11.69%) Java
6 279 (10.70%) T-SQL
7 205 (7.86%) C#
8 113 (4.33%) C++
8 113 (4.33%) Scala
9 103 (3.95%) VBA
10 70 (2.68%) C
10 70 (2.68%) PHP
11 68 (2.61%) MATLAB
12 66 (2.53%) Ruby
13 43 (1.65%) Perl
14 31 (1.19%) ES6
15 28 (1.07%) Bash Shell
16 27 (1.04%) TypeScript
17 26 (1.00%) Data Analysis Expressions (DAX)
18 24 (0.92%) PowerShell
Qualifications
1 654 (25.08%) Degree
2 143 (5.48%) Computer Science Degree
3 78 (2.99%) PhD
4 72 (2.76%) Numerate Degree
5 67 (2.57%) Security Cleared
6 36 (1.38%) SC Cleared
7 24 (0.92%) Master's Degree
8 20 (0.77%) DV Cleared
9 19 (0.73%) Microsoft Certification
9 19 (0.73%) Postgraduate
10 15 (0.58%) PMI Certification
11 12 (0.46%) CREST Certified
11 12 (0.46%) GCIH
11 12 (0.46%) GIAC
12 11 (0.42%) PMP
13 10 (0.38%) MCSA
14 9 (0.35%) ITIL Certification
14 9 (0.35%) MBA
15 7 (0.27%) Cisco Certification
15 7 (0.27%) CTC Cleared
Quality Assurance & Compliance
1 216 (8.28%) Data Quality
2 53 (2.03%) QA
3 41 (1.57%) GDPR
4 16 (0.61%) GCP
5 11 (0.42%) ISO/IEC 27001
5 11 (0.42%) MiFID
6 9 (0.35%) Actionable Recommendations
6 9 (0.35%) CRD IV
6 9 (0.35%) EMIR
6 9 (0.35%) SLA
7 5 (0.19%) NEBOSH
8 3 (0.12%) FATCA
8 3 (0.12%) PMO
8 3 (0.12%) WCAG
9 2 (0.077%) Government Security Classifications
9 2 (0.077%) PCI DSS
9 2 (0.077%) PSD2
10 1 (0.038%) IEC 62304
10 1 (0.038%) ISO 13485
10 1 (0.038%) Solvency II
System Software
1 62 (2.38%) Docker
2 27 (1.04%) VMware Infrastructure
3 26 (1.00%) Apache Flume
4 23 (0.88%) HDFS
5 22 (0.84%) Active Directory
6 16 (0.61%) Hyper-V
7 12 (0.46%) Apache ZooKeeper
8 6 (0.23%) Firmware
9 2 (0.077%) Shibboleth
9 2 (0.077%) Virtual Machines
9 2 (0.077%) VMware Server
10 1 (0.038%) GridGain
10 1 (0.038%) KVM
10 1 (0.038%) vSphere
Systems Management
1 36 (1.38%) Puppet
2 19 (0.73%) Terraform
3 16 (0.61%) Nagios
4 15 (0.58%) Ansible
4 15 (0.58%) Kibana
5 12 (0.46%) Oozie
5 12 (0.46%) ZABBIX
6 9 (0.35%) Marathon
7 8 (0.31%) Kubernetes
7 8 (0.31%) Red Hat Spacewalk
8 7 (0.27%) Nessus
9 6 (0.23%) Hadoop YARN
9 6 (0.23%) Opscode Chef
9 6 (0.23%) Red Hat Satellite
10 5 (0.19%) Mesos
11 4 (0.15%) Grafana
11 4 (0.15%) Jamf Pro
12 3 (0.12%) CA Wily
12 3 (0.12%) SCOM
12 3 (0.12%) Systems Management Server (SMS)
Vendors
1 951 (36.46%) Tableau
2 574 (22.01%) Microsoft
3 281 (10.77%) Oracle
4 173 (6.63%) Google
5 151 (5.79%) SAP
6 127 (4.87%) Adobe
7 94 (3.60%) Cognos
8 72 (2.76%) Alteryx
9 54 (2.07%) IBM
10 50 (1.92%) MicroStrategy
11 49 (1.88%) Talend
11 49 (1.88%) Teradata
12 47 (1.80%) Cloudera
13 42 (1.61%) Informatica
14 40 (1.53%) Cisco
15 32 (1.23%) Birst
16 30 (1.15%) Hortonworks
17 27 (1.04%) MapR
17 27 (1.04%) Salesforce.com
17 27 (1.04%) VMware