Period
to 19 October 2018

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 19 October 2018 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 195 232 270
Rank change year-on-year +37 +38 +35
Permanent jobs citing Visualisation 2,793 2,564 2,307
As % of all permanent IT jobs advertised in England 1.82% 1.56% 1.28%
As % of the Processes & Methodologies category 2.00% 1.71% 1.41%
Number of salaries quoted 2,095 2,048 1,883
England median annual salary £52,500 £52,500 £55,000
Median salary % change year-on-year - -4.55% +10.00%
10th Percentile £32,600 £31,500 £33,750
90th Percentile £85,000 £84,000 £95,000
UK median annual salary £50,000 £50,500 £55,000
% change year-on-year -0.99% -8.18% +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 139,891 150,142 164,044
As % of all permanent IT jobs advertised in England 91.09% 91.56% 90.89%
Number of salaries quoted 112,228 119,242 137,909
England median annual salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% - +5.26%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £85,000 £80,000 £78,750
UK median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

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 19 October 2018.

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 19 October 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
London +13 1,494 £60,000 - 219
South East +74 432 £50,000 +11.11% 62
North of England +44 323 £45,000 - 53
South West +64 205 £45,000 - 35
North West +49 188 £47,500 +5.56% 24
East of England +30 177 £42,500 -5.56% 38
Midlands -17 143 £47,750 +19.38% 33
Yorkshire +1 106 £42,500 -5.56% 21
East Midlands -8 72 £50,000 +25.00% 16
West Midlands +3 71 £45,000 +13.92% 17
North East +8 29 £41,500 -27.83% 8
Visualisation
UK

For the 6 months to 19 October 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 England region with a requirement for Visualisation.

1 1,396 (49.98%) Data Visualisation
2 1,350 (48.34%) SQL
3 1,250 (44.75%) Business Intelligence
4 1,199 (42.93%) Analytics
5 955 (34.19%) Tableau
6 873 (31.26%) Python
7 789 (28.25%) Power BI
8 785 (28.11%) Agile Software Development
9 704 (25.21%) Finance
10 658 (23.56%) SQL Server
10 658 (23.56%) Analytical Skills
11 642 (22.99%) Degree
12 594 (21.27%) Big Data
13 585 (20.95%) Data Science
14 554 (19.84%) Data Warehouse
15 504 (18.05%) ETL
16 501 (17.94%) Microsoft
17 492 (17.62%) Machine Learning
18 488 (17.47%) SQL Server Reporting Services
19 477 (17.08%) SQL Server Integration Services
20 462 (16.54%) JavaScript
21 446 (15.97%) R
22 438 (15.68%) Data Analysis
23 437 (15.65%) Data Modelling
24 408 (14.61%) Data Analytics
25 405 (14.50%) Java
26 367 (13.14%) Hadoop
27 360 (12.89%) SQL Server Analysis Services
28 351 (12.57%) Problem-Solving
29 331 (11.85%) Microsoft Azure

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
1 303 (10.85%) Apache Spark
2 176 (6.30%) SAS
3 105 (3.76%) Apache
4 77 (2.76%) Elasticsearch
5 46 (1.65%) SharePoint
6 27 (0.97%) CMS
7 22 (0.79%) WordPress
8 20 (0.72%) Confluence
8 20 (0.72%) IIS
9 19 (0.68%) Apache Pig
9 19 (0.68%) Marvel
10 18 (0.64%) WebLogic
11 17 (0.61%) Tomcat
12 14 (0.50%) GlassFish
13 13 (0.47%) EPiServer
14 12 (0.43%) Apache Solr
15 10 (0.36%) Umbraco
16 8 (0.29%) Alfresco
16 8 (0.29%) Apache Airflow
16 8 (0.29%) Jupyter
Applications
1 321 (11.49%) Microsoft Excel
2 65 (2.33%) SPSS
3 50 (1.79%) Adobe Creative Suite
4 49 (1.75%) Microsoft Office
5 40 (1.43%) Microsoft PowerPoint
6 31 (1.11%) InVision
7 23 (0.82%) MS Visio
8 17 (0.61%) Photoshop
9 16 (0.57%) Adobe Illustrator
10 10 (0.36%) Stata
11 9 (0.32%) Adobe After Effects
12 7 (0.25%) Microsoft Project
13 6 (0.21%) Spreadsheet
14 5 (0.18%) Flinto
15 4 (0.14%) Mathematica
16 3 (0.11%) CPLEX
17 2 (0.072%) InDesign
17 2 (0.072%) OmniGraffle
18 1 (0.036%) Mingle
18 1 (0.036%) Weka
Business Applications
1 22 (0.79%) Cognos Business Intelligence
2 21 (0.75%) SAP S/4HANA
3 14 (0.50%) Cognos TM1
4 12 (0.43%) Dynamics CRM
5 11 (0.39%) Salesforce.com CRM
6 10 (0.36%) Abakus
6 10 (0.36%) Dynamics AX
6 10 (0.36%) SAP Oil and Gas
7 7 (0.25%) NetSuite
7 7 (0.25%) Oracle Payables
7 7 (0.25%) Oracle Receivables
8 4 (0.14%) SAP Hybris
9 2 (0.072%) Actimize
9 2 (0.072%) Misys Midas
9 2 (0.072%) Movex
9 2 (0.072%) Raiser's Edge
9 2 (0.072%) SAP BPC
9 2 (0.072%) SAP Business One
9 2 (0.072%) SAP ERP
9 2 (0.072%) SAP MII
Cloud Services
1 331 (11.85%) Microsoft Azure
2 272 (9.74%) Amazon AWS
3 95 (3.40%) Google Analytics
4 52 (1.86%) Google Cloud Platform
5 47 (1.68%) Azure Data Factory
6 43 (1.54%) Cloud Computing
6 43 (1.54%) PaaS
7 42 (1.50%) Office 365
8 40 (1.43%) SaaS
9 39 (1.40%) GitHub
10 32 (1.15%) IaaS
11 28 (1.00%) Adobe Analytics
12 24 (0.86%) npm
13 23 (0.82%) Amazon S3
13 23 (0.82%) Serverless
14 19 (0.68%) Amazon EMR
15 18 (0.64%) AWS Lambda
16 16 (0.57%) Data Lake Analytics
16 16 (0.57%) Google Tag Manager
17 14 (0.50%) Amazon SageMaker
Communications & Networking
1 32 (1.15%) HTTP
2 23 (0.82%) SSL
3 22 (0.79%) HTTPS
4 16 (0.57%) Firewall
5 11 (0.39%) SMS
5 11 (0.39%) TCP/IP
5 11 (0.39%) Wireless
6 9 (0.32%) iBeacon
7 8 (0.29%) WAN
8 7 (0.25%) Internet
8 7 (0.25%) Intrusion Detection
8 7 (0.25%) LAN
9 6 (0.21%) DNS
9 6 (0.21%) Symposium
10 5 (0.18%) Network Security
11 3 (0.11%) CTI
11 3 (0.11%) Intranet
12 2 (0.072%) MPLS
12 2 (0.072%) VPLS
12 2 (0.072%) Wi-Fi
Database & Business Intelligence
1 789 (28.25%) Power BI
2 658 (23.56%) SQL Server
3 594 (21.27%) Big Data
4 554 (19.84%) Data Warehouse
5 488 (17.47%) SQL Server Reporting Services
6 477 (17.08%) SQL Server Integration Services
7 367 (13.14%) Hadoop
8 360 (12.89%) SQL Server Analysis Services
9 294 (10.53%) QlikView
10 191 (6.84%) NoSQL
11 171 (6.12%) Apache Hive
12 150 (5.37%) Relational Database
13 144 (5.16%) BusinessObjects
14 142 (5.08%) Data Mining
15 116 (4.15%) Data Lake
16 112 (4.01%) MySQL
17 93 (3.33%) Spotfire
18 79 (2.83%) PostgreSQL
19 76 (2.72%) MongoDB
20 70 (2.51%) Amazon Redshift
Development Applications
1 233 (8.34%) Git (software)
2 93 (3.33%) Jenkins
3 86 (3.08%) JIRA
4 85 (3.04%) Team Foundation Server
5 70 (2.51%) Visual Studio
6 53 (1.90%) webpack
7 47 (1.68%) SQL Server Management Studio (SSMS)
8 45 (1.61%) gulp
8 45 (1.61%) Subversion
9 37 (1.32%) Grunt
10 35 (1.25%) Visual Studio Team System
11 32 (1.15%) Selenium
12 29 (1.04%) TeamCity
13 21 (0.75%) ERwin
13 21 (0.75%) Maven
14 20 (0.72%) Cucumber
14 20 (0.72%) Vagrant
15 19 (0.68%) Jasmine
16 18 (0.64%) Atlassian Bamboo
17 16 (0.57%) LabVIEW
General
1 704 (25.21%) Finance
2 216 (7.73%) Marketing
3 176 (6.30%) Retail
4 156 (5.59%) Banking
5 92 (3.29%) Telecoms
6 78 (2.79%) Advertising
7 77 (2.76%) Investment Banking
8 67 (2.40%) Financial Institution
8 67 (2.40%) Manufacturing
9 58 (2.08%) Games
10 49 (1.75%) Electronics
11 44 (1.58%) Front Office
12 41 (1.47%) Military
13 35 (1.25%) Law
14 32 (1.15%) Back Office
15 20 (0.72%) Legal
16 19 (0.68%) Automotive
17 18 (0.64%) Pharmaceutical
18 16 (0.57%) Publishing
19 14 (0.50%) Aerospace
Job Titles
1 876 (31.36%) Developer
2 531 (19.01%) Analyst
3 312 (11.17%) Business Intelligence Developer
4 286 (10.24%) Data Scientist
5 245 (8.77%) Data Analyst
6 186 (6.66%) Consultant
7 177 (6.34%) Architect
8 174 (6.23%) Business Intelligence Analyst
9 165 (5.91%) SQL Developer
10 161 (5.76%) Data Engineer
11 114 (4.08%) Software Engineer
12 111 (3.97%) Senior Developer
13 104 (3.72%) Data Architect
14 102 (3.65%) Senior Analyst
15 99 (3.54%) SSIS Developer
16 98 (3.51%) Front End Developer (Client-Side Developer)
17 96 (3.44%) Business Developer
17 96 (3.44%) JavaScript Developer
18 90 (3.22%) Designer
19 89 (3.19%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 287 (10.28%) HTML
2 230 (8.23%) CSS
3 172 (6.16%) AngularJS
4 149 (5.33%) .NET
5 148 (5.30%) React
6 139 (4.98%) D3.js
7 135 (4.83%) Natural Language Processing
8 123 (4.40%) Node.js
9 121 (4.33%) HTML5
10 106 (3.80%) Kafka
11 97 (3.47%) XML
12 90 (3.22%) Web Services
13 81 (2.90%) jQuery
14 78 (2.79%) Pandas
15 64 (2.29%) RESTful
16 62 (2.22%) MDX
16 62 (2.22%) NumPy
17 61 (2.18%) Sass
17 61 (2.18%) Spring
17 61 (2.18%) TensorFlow
Miscellaneous
1 658 (23.56%) Analytical Skills
2 316 (11.31%) Computer Science
3 245 (8.77%) Algorithms
4 196 (7.02%) User Experience
5 98 (3.51%) Management Information System
6 95 (3.40%) Data Structures
7 79 (2.83%) Self-Motivation
8 78 (2.79%) Fintech
9 74 (2.65%) Greenfield Project
10 59 (2.11%) Mobile App
11 45 (1.61%) Graphic Design
12 43 (1.54%) Cyberthreat
13 38 (1.36%) Social Media
14 37 (1.32%) Hedge funds
15 34 (1.22%) Analytical Mindset
16 31 (1.11%) Social Network
17 30 (1.07%) Life Science
18 29 (1.04%) Equities
18 29 (1.04%) Virtual Team
19 28 (1.00%) NHS
Operating Systems
1 201 (7.20%) Linux
2 133 (4.76%) Windows
3 59 (2.11%) Unix
4 56 (2.01%) Android
5 41 (1.47%) Apple iOS
6 23 (0.82%) Red Hat Enterprise Linux
7 17 (0.61%) CentOS
7 17 (0.61%) Windows Server
8 16 (0.57%) Windows Phone
9 13 (0.47%) Windows 10
10 11 (0.39%) Mac OS X
11 10 (0.36%) Ubuntu
12 3 (0.11%) Windows Server 2003
12 3 (0.11%) Windows Server 2008
12 3 (0.11%) Windows Server 2012
13 2 (0.072%) VMS
14 1 (0.036%) AIX
14 1 (0.036%) DC/OS
14 1 (0.036%) Debian
14 1 (0.036%) Mac OS
Processes & Methodologies
1 1,396 (49.98%) Data Visualisation
2 1,250 (44.75%) Business Intelligence
3 1,199 (42.93%) Analytics
4 785 (28.11%) Agile Software Development
5 585 (20.95%) Data Science
6 504 (18.05%) ETL
7 492 (17.62%) Machine Learning
8 438 (15.68%) Data Analysis
9 437 (15.65%) Data Modelling
10 408 (14.61%) Data Analytics
11 351 (12.57%) Problem-Solving
12 315 (11.28%) Mathematics
13 292 (10.45%) Software Engineering
14 260 (9.31%) Decision-Making
15 247 (8.84%) Scrum
16 245 (8.77%) Statistics
17 242 (8.66%) Mentoring
18 236 (8.45%) Data Management
19 192 (6.87%) TDD
20 186 (6.66%) Continuous Integration
Programming Languages
1 1,350 (48.34%) SQL
2 873 (31.26%) Python
3 462 (16.54%) JavaScript
4 446 (15.97%) R
5 405 (14.50%) Java
6 330 (11.82%) T-SQL
7 258 (9.24%) C#
8 197 (7.05%) C++
9 148 (5.30%) C
10 143 (5.12%) Scala
11 100 (3.58%) VBA
12 91 (3.26%) Data Analysis Expressions (DAX)
13 66 (2.36%) PHP
14 52 (1.86%) Ruby
15 51 (1.83%) PowerShell
16 46 (1.65%) MATLAB
17 36 (1.29%) TypeScript
18 33 (1.18%) VB
19 30 (1.07%) ES6
19 30 (1.07%) Objective-C
Qualifications
1 642 (22.99%) Degree
2 123 (4.40%) Security Cleared
3 95 (3.40%) Computer Science Degree
4 91 (3.26%) PhD
5 72 (2.58%) DV Cleared
6 58 (2.08%) Numerate Degree
7 49 (1.75%) SC Cleared
8 48 (1.72%) Master's Degree
9 13 (0.47%) Microsoft Certification
10 9 (0.32%) Cisco Certification
11 8 (0.29%) CISSP
12 7 (0.25%) CFA
12 7 (0.25%) CIMA
12 7 (0.25%) CISM
12 7 (0.25%) ISEB
13 6 (0.21%) TOGAF Certification
14 5 (0.18%) CCNP
14 5 (0.18%) PMI Certification
15 4 (0.14%) ITIL Certification
15 4 (0.14%) Postgraduate
Quality Assurance & Compliance
1 174 (6.23%) Data Quality
2 94 (3.37%) QA
3 48 (1.72%) GDPR
4 20 (0.72%) Solvency II
5 17 (0.61%) IFRS
6 16 (0.57%) Actionable Recommendations
6 16 (0.57%) Dodd-Frank
6 16 (0.57%) ISO/IEC 27001
7 10 (0.36%) IFRS 9
8 9 (0.32%) FATCA
9 4 (0.14%) MiFID
9 4 (0.14%) PMBOK
10 3 (0.11%) PMO
10 3 (0.11%) SLA
10 3 (0.11%) WCAG
11 1 (0.036%) ISO 9001
11 1 (0.036%) PCI DSS
11 1 (0.036%) Sarbanes-Oxley
11 1 (0.036%) Section 508
System Software
1 120 (4.30%) Docker
2 58 (2.08%) HDFS
3 27 (0.97%) Apache Flume
4 16 (0.57%) Virtual Machines
5 13 (0.47%) VirtualBox
6 12 (0.43%) VMware Infrastructure
7 10 (0.36%) Hyper-V
8 8 (0.29%) Apache ZooKeeper
9 5 (0.18%) KVM
10 4 (0.14%) vSphere
11 3 (0.11%) VMware ESXi
12 1 (0.036%) Active Directory
12 1 (0.036%) Firmware
12 1 (0.036%) Oracle RAC
Systems Management
1 43 (1.54%) Ansible
2 40 (1.43%) Kubernetes
3 39 (1.40%) Terraform
4 35 (1.25%) Hadoop YARN
4 35 (1.25%) Puppet
5 29 (1.04%) Kibana
6 25 (0.90%) Opscode Chef
7 17 (0.61%) Grafana
8 13 (0.47%) Docker Swarm
9 12 (0.43%) Oozie
9 12 (0.43%) Red Hat Spacewalk
10 9 (0.32%) Nagios
11 6 (0.21%) Ambari
11 6 (0.21%) Prometheus
12 5 (0.18%) Rancher
13 4 (0.14%) EnCase
13 4 (0.14%) Microsoft Clustering
14 3 (0.11%) Failover Clustering
14 3 (0.11%) Salt
14 3 (0.11%) Systems Management Server (SMS)
Vendors
1 955 (34.19%) Tableau
2 501 (17.94%) Microsoft
3 195 (6.98%) Oracle
4 162 (5.80%) Google
5 161 (5.76%) SAP
6 117 (4.19%) Adobe
7 91 (3.26%) Cognos
8 88 (3.15%) Alteryx
9 58 (2.08%) Talend
10 47 (1.68%) Cloudera
11 40 (1.43%) Informatica
12 38 (1.36%) MicroStrategy
13 37 (1.32%) Hortonworks
14 34 (1.22%) Atlassian
15 32 (1.15%) Salesforce.com
16 26 (0.93%) Cisco
17 23 (0.82%) IBM
17 23 (0.82%) Red Hat
18 20 (0.72%) Teradata
19 17 (0.61%) Splunk