Period
to 14 August 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 14 August 2018 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
14 Aug 2018
Same period 2017 Same period 2016
Rank 203 238 263
Rank change year-on-year +35 +25 +56
Permanent jobs citing Visualisation 2,694 2,567 2,519
As % of all permanent IT jobs advertised in England 1.70% 1.54% 1.35%
As % of the Processes & Methodologies category 1.87% 1.69% 1.48%
Number of salaries quoted 2,079 2,068 2,109
England median annual salary £51,000 £52,500 £55,000
Median salary % change year-on-year -2.86% -4.55% +10.00%
10th Percentile £32,500 £32,500 £33,750
90th Percentile £87,500 £87,500 £87,500
UK median annual salary £50,000 £52,500 £54,000
% change year-on-year -4.76% -2.78% +8.00%

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 144,369 152,330 169,957
As % of all permanent IT jobs advertised in England 91.14% 91.49% 90.81%
Number of salaries quoted 115,796 122,065 143,421
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,750
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% -

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 14 August 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 14 August 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 -4 1,423 £60,000 - 209
South East +42 405 £50,000 +11.11% 48
North of England +86 335 £45,000 - 53
North West +89 211 £45,000 - 33
East of England +67 204 £42,500 -2.30% 29
South West +58 170 £44,750 -0.56% 45
Midlands +2 142 £50,000 +25.00% 30
Yorkshire +26 99 £42,500 -5.56% 17
East Midlands -15 72 £50,000 +25.00% 10
West Midlands +33 69 £47,500 +18.75% 20
North East -5 25 £43,875 -20.23% 3
Visualisation
UK

For the 6 months to 14 August 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 1,334 (49.52%) Data Visualisation
2 1,279 (47.48%) SQL
3 1,186 (44.02%) Business Intelligence
4 1,135 (42.13%) Analytics
5 854 (31.70%) Tableau
6 772 (28.66%) Python
7 735 (27.28%) Agile Software Development
8 688 (25.54%) Power BI
9 657 (24.39%) SQL Server
10 616 (22.87%) Analytical Skills
11 597 (22.16%) Big Data
12 591 (21.94%) Degree
13 588 (21.83%) Finance
14 515 (19.12%) Data Warehouse
15 505 (18.75%) SQL Server Reporting Services
16 498 (18.49%) SQL Server Integration Services
16 498 (18.49%) Data Science
17 495 (18.37%) ETL
18 493 (18.30%) Microsoft
19 459 (17.04%) Machine Learning
20 402 (14.92%) JavaScript
21 400 (14.85%) SQL Server Analysis Services
22 399 (14.81%) Java
23 394 (14.63%) Data Analysis
24 392 (14.55%) Data Analytics
25 386 (14.33%) Hadoop
26 385 (14.29%) Data Modelling
27 366 (13.59%) R
28 359 (13.33%) T-SQL
29 344 (12.77%) Computer Science

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
1 278 (10.32%) Apache Spark
2 150 (5.57%) SAS
3 90 (3.34%) Elasticsearch
4 76 (2.82%) Apache
5 33 (1.22%) SharePoint
6 32 (1.19%) Apache Solr
7 30 (1.11%) Apache Pig
8 23 (0.85%) CMS
9 21 (0.78%) Confluence
10 14 (0.52%) Tomcat
10 14 (0.52%) WordPress
11 12 (0.45%) IIS
12 10 (0.37%) EPiServer
12 10 (0.37%) WebLogic
13 8 (0.30%) Alfresco
13 8 (0.30%) Oracle SOA Suite
14 7 (0.26%) JBoss
14 7 (0.26%) Marvel
14 7 (0.26%) Umbraco
15 6 (0.22%) Jupyter
Applications
1 336 (12.47%) Microsoft Excel
2 55 (2.04%) SPSS
3 50 (1.86%) Microsoft Office
4 45 (1.67%) Microsoft PowerPoint
5 31 (1.15%) Adobe Creative Suite
6 23 (0.85%) MS Visio
7 20 (0.74%) Photoshop
8 16 (0.59%) InVision
9 15 (0.56%) Adobe Illustrator
10 11 (0.41%) Stata
11 10 (0.37%) Spreadsheet
12 9 (0.33%) Microsoft Project
13 7 (0.26%) InDesign
14 6 (0.22%) Mathematica
15 3 (0.11%) Adobe Premiere
15 3 (0.11%) CPLEX
15 3 (0.11%) Maya
16 2 (0.074%) 3ds Max
16 2 (0.074%) Revit
16 2 (0.074%) Weka
Business Applications
1 20 (0.74%) Cognos Business Intelligence
2 18 (0.67%) SAP S/4HANA
3 13 (0.48%) SAP Oil and Gas
4 11 (0.41%) Abakus
4 11 (0.41%) Cognos TM1
4 11 (0.41%) Salesforce.com CRM
5 8 (0.30%) Dynamics CRM
6 5 (0.19%) SAP BPC
7 4 (0.15%) Actimize
8 3 (0.11%) Dynamics AX
8 3 (0.11%) Oracle Financials
8 3 (0.11%) SAP GRC
9 2 (0.074%) Misys Midas
9 2 (0.074%) Oracle AML
9 2 (0.074%) Oracle Procure-to-Pay
10 1 (0.037%) Aareon QL
10 1 (0.037%) Adobe Campaign
10 1 (0.037%) Elite 3E
10 1 (0.037%) Eloqua
10 1 (0.037%) Markit EDM
Cloud Services
1 301 (11.17%) Microsoft Azure
2 262 (9.73%) Amazon AWS
3 77 (2.86%) Google Analytics
4 58 (2.15%) Azure Data Factory
5 47 (1.74%) Adobe Analytics
6 43 (1.60%) GitHub
7 40 (1.48%) SaaS
8 36 (1.34%) Google Cloud Platform
9 34 (1.26%) Cloud Computing
10 32 (1.19%) Amazon EMR
11 30 (1.11%) Serverless
12 29 (1.08%) Office 365
13 28 (1.04%) AWS Lambda
14 26 (0.97%) PaaS
15 24 (0.89%) Amazon S3
15 24 (0.89%) npm
16 23 (0.85%) IaaS
17 17 (0.63%) Amazon Kinesis
18 16 (0.59%) Amazon EC2
19 11 (0.41%) Google Attribution 360
Communications & Networking
1 22 (0.82%) SSL
2 19 (0.71%) HTTP
3 15 (0.56%) HTTPS
4 13 (0.48%) SMS
5 12 (0.45%) Symposium
6 10 (0.37%) Firewall
7 9 (0.33%) DNS
8 8 (0.30%) Internet
8 8 (0.30%) TCP/IP
9 5 (0.19%) LAN
9 5 (0.19%) WAN
10 4 (0.15%) BGP
10 4 (0.15%) iBeacon
10 4 (0.15%) OSPF
10 4 (0.15%) Wireless
11 3 (0.11%) Bluetooth
11 3 (0.11%) CTI
12 2 (0.074%) Kerberos
12 2 (0.074%) Network Security
12 2 (0.074%) Software-Defined Networking
Database & Business Intelligence
1 688 (25.54%) Power BI
2 657 (24.39%) SQL Server
3 597 (22.16%) Big Data
4 515 (19.12%) Data Warehouse
5 505 (18.75%) SQL Server Reporting Services
6 498 (18.49%) SQL Server Integration Services
7 400 (14.85%) SQL Server Analysis Services
8 386 (14.33%) Hadoop
9 297 (11.02%) QlikView
10 203 (7.54%) NoSQL
11 157 (5.83%) Apache Hive
12 136 (5.05%) Data Lake
13 127 (4.71%) Data Mining
14 126 (4.68%) Relational Database
15 119 (4.42%) BusinessObjects
16 94 (3.49%) MySQL
17 87 (3.23%) OLAP
18 85 (3.16%) HBase
19 84 (3.12%) MongoDB
20 76 (2.82%) Spotfire
Development Applications
1 191 (7.09%) Git (software)
2 89 (3.30%) Team Foundation Server
3 81 (3.01%) JIRA
4 78 (2.90%) Jenkins
5 57 (2.12%) webpack
6 48 (1.78%) SQL Server Management Studio (SSMS)
6 48 (1.78%) Visual Studio
7 47 (1.74%) gulp
8 40 (1.48%) Grunt
9 37 (1.37%) Selenium
9 37 (1.37%) Subversion
10 30 (1.11%) Visual Studio Team System
11 25 (0.93%) TeamCity
12 23 (0.85%) Cucumber
13 19 (0.71%) Maven
14 18 (0.67%) Vagrant
15 17 (0.63%) Gradle
15 17 (0.63%) Jasmine
16 14 (0.52%) GitLab
16 14 (0.52%) Karma Test Runner
General
1 588 (21.83%) Finance
2 234 (8.69%) Marketing
3 156 (5.79%) Banking
4 145 (5.38%) Retail
5 116 (4.31%) Advertising
6 88 (3.27%) Investment Banking
7 72 (2.67%) Financial Institution
8 59 (2.19%) Front Office
9 57 (2.12%) Games
10 52 (1.93%) Manufacturing
11 44 (1.63%) Telecoms
12 37 (1.37%) Electronics
13 36 (1.34%) Military
14 26 (0.97%) Pharmaceutical
15 25 (0.93%) Law
16 23 (0.85%) Legal
17 22 (0.82%) Back Office
18 21 (0.78%) Automotive
19 16 (0.59%) Aerospace
20 15 (0.56%) Publishing
Job Titles
1 869 (32.26%) Developer
2 541 (20.08%) Analyst
3 341 (12.66%) Business Intelligence Developer
4 253 (9.39%) Data Scientist
5 226 (8.39%) Data Analyst
6 186 (6.90%) Business Intelligence Analyst
7 177 (6.57%) Consultant
8 169 (6.27%) SQL Developer
9 159 (5.90%) Data Engineer
10 137 (5.09%) Architect
11 119 (4.42%) Software Engineer
12 107 (3.97%) SSIS Developer
13 104 (3.86%) Senior Analyst
14 97 (3.60%) Senior Developer
15 91 (3.38%) Front End Developer (Client-Side Developer)
16 89 (3.30%) Business Developer
16 89 (3.30%) JavaScript Developer
17 87 (3.23%) SQL BI Developer
18 82 (3.04%) SSRS Developer
19 76 (2.82%) Data Architect
Libraries, Frameworks & Software Standards
1 254 (9.43%) HTML
2 184 (6.83%) CSS
3 169 (6.27%) .NET
4 156 (5.79%) AngularJS
5 133 (4.94%) React
6 132 (4.90%) D3.js
6 132 (4.90%) Natural Language Processing
7 131 (4.86%) Node.js
8 111 (4.12%) Web Services
9 110 (4.08%) HTML5
10 102 (3.79%) XML
11 95 (3.53%) RESTful
12 87 (3.23%) Pandas
13 78 (2.90%) Kafka
14 73 (2.71%) jQuery
15 71 (2.64%) NumPy
16 62 (2.30%) TensorFlow
17 55 (2.04%) MDX
18 52 (1.93%) scikit-learn
18 52 (1.93%) SciPy
Miscellaneous
1 616 (22.87%) Analytical Skills
2 344 (12.77%) Computer Science
3 196 (7.28%) Algorithms
4 191 (7.09%) User Experience
5 100 (3.71%) Management Information System
6 89 (3.30%) Self-Motivation
7 84 (3.12%) Data Structures
8 83 (3.08%) Greenfield Project
9 66 (2.45%) Fintech
10 57 (2.12%) Mobile App
11 51 (1.89%) Cyberthreat
12 40 (1.48%) Equities
13 38 (1.41%) Life Science
14 35 (1.30%) Analytical Mindset
15 34 (1.26%) Graphic Design
16 33 (1.22%) Hedge funds
17 22 (0.82%) FMCG
17 22 (0.82%) Social Media
18 21 (0.78%) Replication
18 21 (0.78%) Virtual Team
Operating Systems
1 197 (7.31%) Linux
2 128 (4.75%) Windows
3 56 (2.08%) Unix
4 32 (1.19%) Android
5 26 (0.97%) Apple iOS
6 14 (0.52%) Windows 10
7 12 (0.45%) Windows Server
8 11 (0.41%) CentOS
8 11 (0.41%) Red Hat Enterprise Linux
9 8 (0.30%) Windows Phone
10 7 (0.26%) Mac OS X
11 4 (0.15%) Ubuntu
12 2 (0.074%) Debian
12 2 (0.074%) VMS
13 1 (0.037%) AIX
13 1 (0.037%) Fedora
13 1 (0.037%) Mac OS
13 1 (0.037%) Windows Server 2003
13 1 (0.037%) Windows Server 2008
13 1 (0.037%) Windows Server 2012
Processes & Methodologies
1 1,334 (49.52%) Data Visualisation
2 1,186 (44.02%) Business Intelligence
3 1,135 (42.13%) Analytics
4 735 (27.28%) Agile Software Development
5 498 (18.49%) Data Science
6 495 (18.37%) ETL
7 459 (17.04%) Machine Learning
8 394 (14.63%) Data Analysis
9 392 (14.55%) Data Analytics
10 385 (14.29%) Data Modelling
11 335 (12.44%) Problem-Solving
12 283 (10.50%) Mathematics
13 279 (10.36%) Software Engineering
14 245 (9.09%) Scrum
15 234 (8.69%) TDD
16 227 (8.43%) Statistics
17 221 (8.20%) Decision-Making
18 209 (7.76%) Continuous Integration
19 202 (7.50%) Mentoring
20 195 (7.24%) Data Management
Programming Languages
1 1,279 (47.48%) SQL
2 772 (28.66%) Python
3 402 (14.92%) JavaScript
4 399 (14.81%) Java
5 366 (13.59%) R
6 359 (13.33%) T-SQL
7 242 (8.98%) C#
8 176 (6.53%) C++
9 147 (5.46%) VBA
10 145 (5.38%) Scala
11 142 (5.27%) C
12 113 (4.19%) Data Analysis Expressions (DAX)
13 81 (3.01%) MATLAB
14 57 (2.12%) PowerShell
15 53 (1.97%) Ruby
16 49 (1.82%) PHP
17 34 (1.26%) VB
18 32 (1.19%) TypeScript
19 31 (1.15%) PL/SQL
20 30 (1.11%) Perl
Qualifications
1 591 (21.94%) Degree
2 121 (4.49%) Security Cleared
3 95 (3.53%) PhD
4 89 (3.30%) Computer Science Degree
5 73 (2.71%) Numerate Degree
6 58 (2.15%) SC Cleared
7 55 (2.04%) DV Cleared
8 37 (1.37%) Master's Degree
9 20 (0.74%) Microsoft Certification
10 15 (0.56%) TOGAF Certification
11 9 (0.33%) Cisco Certification
12 8 (0.30%) CIMA
13 7 (0.26%) CFA
14 6 (0.22%) PMI Certification
15 5 (0.19%) CCNP
16 4 (0.15%) MCSD
16 4 (0.15%) MCSE
16 4 (0.15%) Microsoft Certified Architect
17 3 (0.11%) Oracle Certification
17 3 (0.11%) Postgraduate
Quality Assurance & Compliance
1 154 (5.72%) Data Quality
2 78 (2.90%) QA
3 42 (1.56%) GDPR
4 15 (0.56%) Actionable Recommendations
5 13 (0.48%) Solvency II
6 12 (0.45%) Dodd-Frank
6 12 (0.45%) GCP
7 11 (0.41%) IFRS
8 7 (0.26%) FATCA
8 7 (0.26%) IFRS 9
9 5 (0.19%) MiFID
9 5 (0.19%) SLA
10 4 (0.15%) PMO
11 3 (0.11%) EFQM
11 3 (0.11%) WCAG
12 1 (0.037%) HL7
12 1 (0.037%) ISO 9001
12 1 (0.037%) ISO/IEC 27001
12 1 (0.037%) PCI DSS
12 1 (0.037%) Sarbanes-Oxley
System Software
1 115 (4.27%) Docker
2 81 (3.01%) HDFS
3 26 (0.97%) Apache Flume
4 21 (0.78%) Virtual Machines
5 16 (0.59%) Apache ZooKeeper
6 12 (0.45%) VMware Infrastructure
7 10 (0.37%) Hyper-V
7 10 (0.37%) VirtualBox
8 5 (0.19%) KVM
9 3 (0.11%) VMware ESXi
9 3 (0.11%) vSphere
10 1 (0.037%) Active Directory
10 1 (0.037%) Firmware
10 1 (0.037%) Oracle RAC
Systems Management
1 38 (1.41%) Ansible
2 36 (1.34%) Kibana
2 36 (1.34%) Kubernetes
3 31 (1.15%) Puppet
3 31 (1.15%) Terraform
4 19 (0.71%) Ambari
5 15 (0.56%) Grafana
6 14 (0.52%) Oozie
7 13 (0.48%) Hadoop YARN
8 11 (0.41%) Nagios
8 11 (0.41%) Red Hat Spacewalk
9 10 (0.37%) Docker Swarm
10 9 (0.33%) Opscode Chef
11 8 (0.30%) Prometheus
12 7 (0.26%) Systems Management Server (SMS)
13 5 (0.19%) Rancher
14 4 (0.15%) EnCase
14 4 (0.15%) Single Sign-On
15 3 (0.11%) Failover Clustering
16 2 (0.074%) Salt
Vendors
1 854 (31.70%) Tableau
2 493 (18.30%) Microsoft
3 192 (7.13%) Oracle
4 139 (5.16%) Google
5 108 (4.01%) Adobe
6 103 (3.82%) Alteryx
7 101 (3.75%) SAP
8 88 (3.27%) Cognos
9 64 (2.38%) Talend
10 61 (2.26%) Cloudera
11 54 (2.00%) Salesforce.com
12 46 (1.71%) MicroStrategy
13 41 (1.52%) Atlassian
14 31 (1.15%) Informatica
15 28 (1.04%) IBM
16 25 (0.93%) Cisco
16 25 (0.93%) Hortonworks
17 22 (0.82%) WorldPay
18 21 (0.78%) Vertica
19 19 (0.71%) Teradata