Period
to 26 June 2019

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 26 June 2019 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
26 Jun 2019
Same period 2018 Same period 2017
Rank 186 213 237
Rank change year-on-year +27 +24 +17
Permanent jobs citing Visualisation 2,564 2,661 2,523
As % of all permanent IT jobs advertised in England 1.92% 1.63% 1.54%
As % of the Processes & Methodologies category 2.09% 1.77% 1.68%
Number of salaries quoted 2,052 2,067 2,102
England median annual salary £51,250 £52,500 £52,500
Median salary % change year-on-year -2.38% - -
10th Percentile £32,000 £32,500 £32,750
90th Percentile £82,500 £87,500 £87,500
UK median annual salary £50,000 £52,500 £52,500
% change year-on-year -4.76% - -

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 122,911 149,997 149,978
As % of all permanent IT jobs advertised in England 91.99% 91.92% 91.74%
Number of salaries quoted 97,287 121,394 123,081
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +4.17%
10th Percentile £30,000 £29,375 £28,000
90th Percentile £86,250 £82,500 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +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 26 June 2019.

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 26 June 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
London +29 1,328 £60,000 - 73
South East -14 327 £47,500 -5.00% 31
South West +82 285 £45,000 +1.16% 16
North of England +10 264 £45,000 +2.56% 10
Midlands +102 233 £45,000 -5.26% 23
North West +9 160 £45,000 - 6
West Midlands +106 143 £45,000 -5.26% 18
East of England +18 121 £50,000 - 13
Yorkshire +2 81 £45,000 +5.88% 3
East Midlands +42 80 £44,750 -5.79% 5
North East +26 23 £32,000 -20.00% 1
Visualisation
UK

For the 6 months to 26 June 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 England region with a requirement for Visualisation.

1 1,395 (54.41%) Data Visualisation
2 1,384 (53.98%) SQL
3 1,309 (51.05%) Analytics
4 1,218 (47.50%) Business Intelligence
5 1,031 (40.21%) Tableau
6 911 (35.53%) Python
7 805 (31.40%) Power BI
7 805 (31.40%) Power Platform
8 734 (28.63%) Agile Software Development
9 719 (28.04%) Analytical Skills
10 663 (25.86%) Data Warehouse
11 611 (23.83%) Data Science
12 555 (21.65%) Machine Learning
13 524 (20.44%) ETL
14 515 (20.09%) SQL Server
15 489 (19.07%) Microsoft
16 462 (18.02%) R
17 460 (17.94%) Big Data
18 455 (17.75%) Finance
19 444 (17.32%) Data Analytics
19 444 (17.32%) SQL Server Integration Services
20 422 (16.46%) Degree
21 418 (16.30%) SQL Server Reporting Services
22 406 (15.83%) Data Analysis
23 405 (15.80%) Problem-Solving
24 388 (15.13%) Data Modelling
25 383 (14.94%) Java
26 366 (14.27%) Microsoft Azure
27 365 (14.24%) QlikView
28 351 (13.69%) Hadoop

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
1 279 (10.88%) Apache Spark
2 121 (4.72%) SAS
3 73 (2.85%) Apache
3 73 (2.85%) Elasticsearch
4 47 (1.83%) SharePoint
5 35 (1.37%) Apache Pig
6 24 (0.94%) Confluence
7 16 (0.62%) Jupyter
7 16 (0.62%) Tomcat
8 12 (0.47%) nginx
9 10 (0.39%) ArcGIS
10 9 (0.35%) IPython
11 7 (0.27%) GeoServer
12 6 (0.23%) ArcSDE
12 6 (0.23%) CMS
12 6 (0.23%) Oracle Spatial
13 5 (0.20%) Apache Solr
13 5 (0.20%) GlassFish
14 4 (0.16%) Drupal
14 4 (0.16%) IIS
Applications
1 312 (12.17%) Microsoft Excel
2 88 (3.43%) Microsoft Office
3 36 (1.40%) Microsoft PowerPoint
4 35 (1.37%) SPSS
5 17 (0.66%) Sketch
6 15 (0.59%) Photoshop
7 14 (0.55%) Stata
8 12 (0.47%) Spreadsheet
9 10 (0.39%) Adobe After Effects
9 10 (0.39%) Adobe Creative Suite
9 10 (0.39%) MS Visio
10 8 (0.31%) Adobe Illustrator
10 8 (0.31%) InVision
11 7 (0.27%) 3ds Max
11 7 (0.27%) Microsoft Project
11 7 (0.27%) Zeplin
12 6 (0.23%) Adobe XD
13 5 (0.20%) CINEMA 4D
14 4 (0.16%) Chatbot
14 4 (0.16%) Gephi
Business Applications
1 15 (0.59%) Magento
2 12 (0.47%) SAP S/4HANA
3 10 (0.39%) Dynamics AX
4 6 (0.23%) Movex
5 5 (0.20%) SAP FI-GL
6 4 (0.16%) Infor SunSystems
7 3 (0.12%) Actimize
7 3 (0.12%) Dynamics CRM
7 3 (0.12%) NetSuite
7 3 (0.12%) SAP BPC
7 3 (0.12%) SAP ERP
7 3 (0.12%) SAP Oil and Gas
8 2 (0.078%) Cognos Business Intelligence
8 2 (0.078%) Maximo
8 2 (0.078%) Oracle Payables
8 2 (0.078%) Oracle Receivables
9 1 (0.039%) Odoo
9 1 (0.039%) Scribe Insight
9 1 (0.039%) Sprinklr
9 1 (0.039%) Workfront
Cloud Services
1 805 (31.40%) Power Platform
2 366 (14.27%) Microsoft Azure
3 333 (12.99%) Amazon AWS
4 141 (5.50%) Google Cloud Platform
5 62 (2.42%) Google Analytics
6 61 (2.38%) SaaS
7 55 (2.15%) PaaS
8 47 (1.83%) Azure Data Factory
9 43 (1.68%) Amazon S3
10 38 (1.48%) Office 365
11 30 (1.17%) Cloud Computing
12 28 (1.09%) Amazon EC2
13 23 (0.90%) Serverless
14 19 (0.74%) Amazon EMR
14 19 (0.74%) Azure Stack
14 19 (0.74%) GitHub
15 16 (0.62%) AWS Lambda
15 16 (0.62%) Virtual Private Cloud
16 12 (0.47%) Amazon Glacier
16 12 (0.47%) Dynamics 365
Communications & Networking
1 34 (1.33%) Internet
2 14 (0.55%) HTTP
3 11 (0.43%) DNS
4 9 (0.35%) Firewall
4 9 (0.35%) VPN
5 7 (0.27%) TCP/IP
6 5 (0.20%) SSL
7 4 (0.16%) Asterisk PBX
7 4 (0.16%) Cisco ASA
7 4 (0.16%) Ethernet
7 4 (0.16%) MPLS
7 4 (0.16%) SMTP
7 4 (0.16%) VoIP
8 3 (0.12%) Broadband
8 3 (0.12%) MVNO
8 3 (0.12%) Reverse Proxy
8 3 (0.12%) Skype
8 3 (0.12%) Unified Communications
9 2 (0.078%) Intranet
10 1 (0.039%) Wi-Fi
Database & Business Intelligence
1 805 (31.40%) Power BI
2 663 (25.86%) Data Warehouse
3 515 (20.09%) SQL Server
4 460 (17.94%) Big Data
5 444 (17.32%) SQL Server Integration Services
6 418 (16.30%) SQL Server Reporting Services
7 365 (14.24%) QlikView
8 351 (13.69%) Hadoop
9 307 (11.97%) SQL Server Analysis Services
10 158 (6.16%) Data Mining
11 153 (5.97%) NoSQL
12 149 (5.81%) Relational Database
13 131 (5.11%) Apache Hive
14 123 (4.80%) BusinessObjects
15 115 (4.49%) Data Lake
16 109 (4.25%) SQL Server 2012
17 106 (4.13%) Amazon Redshift
18 77 (3.00%) MySQL
19 73 (2.85%) BigQuery
19 73 (2.85%) Looker
Development Applications
1 217 (8.46%) Git (software)
2 99 (3.86%) JIRA
3 84 (3.28%) Jenkins
4 40 (1.56%) Team Foundation Server
5 38 (1.48%) webpack
6 32 (1.25%) Maven
7 30 (1.17%) Subversion
8 26 (1.01%) Bitbucket
9 19 (0.74%) Gradle
10 18 (0.70%) Ant
10 18 (0.70%) Atlassian Bamboo
10 18 (0.70%) Axure RP
11 17 (0.66%) git-flow
12 16 (0.62%) Bitbucket Server
13 15 (0.59%) Selenium
13 15 (0.59%) TeamCity
13 15 (0.59%) Visual Studio
14 13 (0.51%) Travis CI
15 12 (0.47%) GitLab
15 12 (0.47%) SQL Server Management Studio (SSMS)
General
1 455 (17.75%) Finance
2 244 (9.52%) Retail
3 211 (8.23%) Marketing
4 101 (3.94%) Banking
5 88 (3.43%) Telecoms
6 64 (2.50%) Legal
7 59 (2.30%) Manufacturing
8 50 (1.95%) Pharmaceutical
9 44 (1.72%) Automotive
10 40 (1.56%) Advertising
11 34 (1.33%) Electronics
12 33 (1.29%) Games
13 32 (1.25%) Law
14 21 (0.82%) Publishing
15 18 (0.70%) Investment Banking
16 13 (0.51%) Billing
17 12 (0.47%) General Ledger
18 8 (0.31%) Front Office
19 7 (0.27%) Back Office
19 7 (0.27%) Local Government
Job Titles
1 676 (26.37%) Developer
2 643 (25.08%) Analyst
3 287 (11.19%) Data Analyst
4 279 (10.88%) Data Scientist
5 266 (10.37%) Business Intelligence Developer
6 212 (8.27%) Business Intelligence Analyst
7 199 (7.76%) Data Engineer
8 141 (5.50%) Consultant
9 132 (5.15%) Architect
10 128 (4.99%) SQL Developer
11 100 (3.90%) Software Engineer
12 93 (3.63%) Senior Developer
13 88 (3.43%) Data Architect
14 83 (3.24%) SQL Analyst
15 81 (3.16%) Senior Analyst
15 81 (3.16%) Software Developer
16 66 (2.57%) Designer
17 64 (2.50%) SQL BI Developer
18 63 (2.46%) Data Consultant
19 60 (2.34%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 180 (7.02%) HTML
2 169 (6.59%) CSS
3 113 (4.41%) D3.js
4 94 (3.67%) .NET
5 92 (3.59%) MDX
6 91 (3.55%) AngularJS
7 90 (3.51%) Kafka
7 90 (3.51%) scikit-learn
8 86 (3.35%) React
9 79 (3.08%) Natural Language Processing
10 78 (3.04%) Web Services
11 70 (2.73%) HTML5
12 61 (2.38%) XML
13 59 (2.30%) Node.js
14 55 (2.15%) JSON
15 51 (1.99%) Pandas
16 50 (1.95%) NumPy
17 49 (1.91%) TensorFlow
18 40 (1.56%) REST
19 36 (1.40%) Spring
Miscellaneous
1 719 (28.04%) Analytical Skills
2 266 (10.37%) Algorithms
3 172 (6.71%) User Experience
4 134 (5.23%) Management Information System
5 122 (4.76%) Data Structures
6 87 (3.39%) Greenfield Project
7 63 (2.46%) Self-Motivation
8 40 (1.56%) Social Media
9 34 (1.33%) Internet of Things
10 32 (1.25%) Robotics
11 30 (1.17%) Virtual Team
12 29 (1.13%) Mobile App
13 26 (1.01%) Enterprise Software
14 23 (0.90%) Analytical Mindset
14 23 (0.90%) Reinsurance
15 22 (0.86%) Life Science
16 21 (0.82%) Data Centre
17 16 (0.62%) Graphic Design
18 15 (0.59%) Clustering
18 15 (0.59%) Credit Risk
Operating Systems
1 173 (6.75%) Linux
2 51 (1.99%) Windows
3 44 (1.72%) Android
4 37 (1.44%) Unix
5 36 (1.40%) Apple iOS
6 13 (0.51%) Tizen
7 11 (0.43%) CentOS
8 7 (0.27%) Mac OS X
8 7 (0.27%) Red Hat Enterprise Linux
8 7 (0.27%) Ubuntu
8 7 (0.27%) Windows Server
9 3 (0.12%) Oracle Linux
9 3 (0.12%) Windows 10
10 1 (0.039%) Windows Phone
10 1 (0.039%) Windows Server 2012
Processes & Methodologies
1 1,395 (54.41%) Data Visualisation
2 1,309 (51.05%) Analytics
3 1,218 (47.50%) Business Intelligence
4 734 (28.63%) Agile Software Development
5 611 (23.83%) Data Science
6 555 (21.65%) Machine Learning
7 524 (20.44%) ETL
8 444 (17.32%) Data Analytics
9 406 (15.83%) Data Analysis
10 405 (15.80%) Problem-Solving
11 388 (15.13%) Data Modelling
12 334 (13.03%) Mathematics
13 301 (11.74%) Software Engineering
14 262 (10.22%) Computer Science
15 239 (9.32%) Artificial Intelligence
16 234 (9.13%) Decision-Making
17 197 (7.68%) Statistics
18 166 (6.47%) Project Management
19 154 (6.01%) DevOps
20 152 (5.93%) Mentoring
Programming Languages
1 1,384 (53.98%) SQL
2 911 (35.53%) Python
3 462 (18.02%) R
4 383 (14.94%) Java
5 262 (10.22%) JavaScript
6 250 (9.75%) T-SQL
7 195 (7.61%) C#
8 161 (6.28%) C
9 159 (6.20%) Scala
10 121 (4.72%) C++
11 117 (4.56%) VBA
12 99 (3.86%) Data Analysis Expressions (DAX)
13 88 (3.43%) MATLAB
14 44 (1.72%) PowerShell
15 39 (1.52%) Ruby
16 38 (1.48%) TypeScript
17 33 (1.29%) Bash Shell
18 28 (1.09%) Go
19 23 (0.90%) PHP
19 23 (0.90%) PL/SQL
Qualifications
1 422 (16.46%) Degree
2 119 (4.64%) PhD
3 97 (3.78%) Security Cleared
4 67 (2.61%) Computer Science Degree
5 59 (2.30%) SC Cleared
6 34 (1.33%) Master's Degree
7 24 (0.94%) DV Cleared
7 24 (0.94%) Microsoft Certification
7 24 (0.94%) Numerate Degree
8 15 (0.59%) Postgraduate
9 9 (0.35%) DBS Check
10 8 (0.31%) MCSA
11 7 (0.27%) MCP
11 7 (0.27%) PMI Certification
12 6 (0.23%) CISA
13 5 (0.20%) ISTQB
14 4 (0.16%) MCDBA
14 4 (0.16%) MCSE
15 3 (0.12%) CCAB
15 3 (0.12%) ITIL Certification
Quality Assurance & Compliance
1 189 (7.37%) Data Quality
2 48 (1.87%) GDPR
2 48 (1.87%) QA
3 18 (0.70%) ISO/IEC 27001
4 8 (0.31%) PMO
4 8 (0.31%) SLA
4 8 (0.31%) Solvency II
5 5 (0.20%) Actionable Recommendations
5 5 (0.20%) PCI DSS
6 1 (0.039%) Cyber Essentials
6 1 (0.039%) Cyber Essentials PLUS
6 1 (0.039%) Dodd-Frank
6 1 (0.039%) IFRS
6 1 (0.039%) NIST
6 1 (0.039%) Sarbanes-Oxley
System Software
1 90 (3.51%) Docker
2 26 (1.01%) Apache Flume
3 18 (0.70%) HDFS
4 11 (0.43%) VMware Infrastructure
5 10 (0.39%) Active Directory
6 9 (0.35%) Hyper-V
7 6 (0.23%) vSphere
8 5 (0.20%) XenApp
9 4 (0.16%) Firmware
9 4 (0.16%) KVM
9 4 (0.16%) VirtualBox
10 3 (0.12%) BitLocker
10 3 (0.12%) Microsoft App-V
10 3 (0.12%) VMware ESXi
10 3 (0.12%) XenDesktop
11 2 (0.078%) Varnish
12 1 (0.039%) Apache ZooKeeper
12 1 (0.039%) Virtual Machines
Systems Management
1 39 (1.52%) Kubernetes
2 35 (1.37%) Ansible
2 35 (1.37%) Oozie
3 25 (0.98%) Ambari
4 24 (0.94%) Kibana
5 21 (0.82%) Terraform
6 18 (0.70%) Puppet
7 13 (0.51%) SQL Sentry
8 11 (0.43%) Opscode Chef
9 9 (0.35%) Hadoop YARN
10 8 (0.31%) Grafana
11 7 (0.27%) ZABBIX
12 5 (0.20%) Docker Swarm
13 4 (0.16%) Salt
14 3 (0.12%) AirWatch
14 3 (0.12%) Control-M
14 3 (0.12%) logstash
14 3 (0.12%) Microsoft Intune
14 3 (0.12%) SCCM
14 3 (0.12%) WMI
Vendors
1 1,031 (40.21%) Tableau
2 489 (19.07%) Microsoft
3 182 (7.10%) Google
4 139 (5.42%) SAP
5 133 (5.19%) Oracle
6 74 (2.89%) Alteryx
7 65 (2.54%) Adobe
8 58 (2.26%) Cognos
9 48 (1.87%) Informatica
10 43 (1.68%) Talend
11 40 (1.56%) IBM
12 35 (1.37%) Databricks
12 35 (1.37%) Splunk
13 30 (1.17%) MicroStrategy
13 30 (1.17%) Teradata
14 26 (1.01%) Cloudera
15 25 (0.98%) Salesforce.com
16 15 (0.59%) EXASOL
16 15 (0.59%) Hortonworks
16 15 (0.59%) Remedy