Period
to 21 November 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 21 November 2019 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
21 Nov 2019
Same period 2018 Same period 2017
Rank 164 189 236
Rank change year-on-year +25 +47 +46
Permanent jobs citing Visualisation 2,613 2,800 2,608
As % of all permanent IT jobs advertised in England 2.08% 1.84% 1.54%
As % of the Processes & Methodologies category 2.26% 2.01% 1.67%
Number of salaries quoted 2,101 2,083 2,106
England median annual salary £52,500 £52,500 £50,732
Median salary % change year-on-year - +3.48% -7.76%
10th Percentile £32,500 £32,500 £31,250
90th Percentile £81,250 £86,250 £83,750
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -9.09%

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 115,851 139,512 156,487
As % of all permanent IT jobs advertised in England 92.09% 91.89% 92.21%
Number of salaries quoted 92,536 112,009 124,773
England median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £30,000 £29,500 £28,500
90th Percentile £87,500 £85,000 £80,000
UK median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +4.17%

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 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 21 November 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 +49 1,520 £59,900 -0.17% 173
South East -38 289 £47,500 -5.00% 55
South West +17 246 £50,000 +11.11% 24
North of England -3 227 £45,000 - 51
Midlands +43 170 £45,000 +5.88% 41
East of England +63 150 £45,000 +5.88% 46
North West -15 112 £45,000 - 26
West Midlands +44 108 £45,000 +5.88% 31
Yorkshire +3 93 £42,500 - 19
East Midlands -15 55 £47,500 +8.57% 10
North East +21 22 £36,250 -13.69% 6
Visualisation
UK

For the 6 months to 21 November 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 1,379 (52.77%) Data Visualisation
2 1,303 (49.87%) SQL
3 1,233 (47.19%) Business Intelligence
4 1,159 (44.36%) Analytics
5 985 (37.70%) Tableau
6 876 (33.52%) Power BI
6 876 (33.52%) Power Platform
7 846 (32.38%) Python
8 709 (27.13%) Agile Software Development
9 659 (25.22%) Analytical Skills
10 646 (24.72%) Data Warehouse
11 617 (23.61%) Finance
12 543 (20.78%) SQL Server
13 534 (20.44%) ETL
14 509 (19.48%) Microsoft
15 504 (19.29%) Data Science
16 490 (18.75%) SQL Server Integration Services
17 444 (16.99%) Problem-Solving
18 432 (16.53%) R
19 428 (16.38%) Azure
20 422 (16.15%) Machine Learning
21 413 (15.81%) Data Analytics
22 401 (15.35%) Degree
23 396 (15.15%) SQL Server Reporting Services
24 376 (14.39%) Data Modelling
25 362 (13.85%) AWS
26 358 (13.70%) Big Data
27 355 (13.59%) Microsoft Excel
28 345 (13.20%) Data Analysis
29 325 (12.44%) JavaScript

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
1 280 (10.72%) Apache Spark
2 117 (4.48%) SAS
3 44 (1.68%) Apache
4 37 (1.42%) Elasticsearch
5 36 (1.38%) SharePoint
6 21 (0.80%) Apache Pig
6 21 (0.80%) ArcGIS
7 19 (0.73%) CMS
8 17 (0.65%) Adobe Experience Manager
8 17 (0.65%) Confluence
9 15 (0.57%) Apache Airflow
10 12 (0.46%) Jupyter
11 8 (0.31%) OpenStack
12 6 (0.23%) Apache Solr
12 6 (0.23%) WordPress
13 5 (0.19%) IIS
13 5 (0.19%) nginx
13 5 (0.19%) Oracle SOA Suite
14 3 (0.11%) Drupal
14 3 (0.11%) Tomcat
Applications
1 355 (13.59%) Microsoft Excel
2 66 (2.53%) Microsoft Office
3 32 (1.22%) Microsoft PowerPoint
4 29 (1.11%) SPSS
5 27 (1.03%) Spreadsheet
6 22 (0.84%) Sketch
7 12 (0.46%) Zeplin
8 10 (0.38%) Adobe XD
9 9 (0.34%) Figma
9 9 (0.34%) OmniGraffle
9 9 (0.34%) Photoshop
10 8 (0.31%) InVision
11 7 (0.27%) Adobe Creative Suite
11 7 (0.27%) Gephi
11 7 (0.27%) MS Visio
11 7 (0.27%) NASTRAN
11 7 (0.27%) Siemens NX
12 6 (0.23%) Stata
13 5 (0.19%) Adobe Illustrator
13 5 (0.19%) InDesign
Business Applications
1 18 (0.69%) Dynamics CRM
2 7 (0.27%) Sparx Enterprise Architect
2 7 (0.27%) Teamcenter
3 6 (0.23%) OPENHousing
4 5 (0.19%) SAP BPC
5 4 (0.15%) FastStats
6 3 (0.11%) Adobe Campaign
6 3 (0.11%) Dynamics NAV
6 3 (0.11%) SessionCam
7 2 (0.077%) Dynamics AX
7 2 (0.077%) R3 Corda
7 2 (0.077%) Salesforce.com CRM
7 2 (0.077%) SAP ERP
7 2 (0.077%) SAP GTS
7 2 (0.077%) SAP S/4HANA
8 1 (0.038%) Actimize
8 1 (0.038%) Cognos Business Intelligence
8 1 (0.038%) Magento
8 1 (0.038%) Maximo
8 1 (0.038%) NetSuite
Cloud Services
1 876 (33.52%) Power Platform
2 428 (16.38%) Azure
3 362 (13.85%) AWS
4 167 (6.39%) GCP
5 98 (3.75%) SaaS
6 65 (2.49%) Azure Data Factory
7 64 (2.45%) Google Analytics
8 59 (2.26%) PaaS
9 54 (2.07%) Amazon S3
10 52 (1.99%) GitHub
11 45 (1.72%) Cloud Computing
12 39 (1.49%) Dynamics 365
12 39 (1.49%) Serverless
13 35 (1.34%) Office 365
14 28 (1.07%) AWS Lambda
15 24 (0.92%) Salesforce Sales Cloud
16 22 (0.84%) Salesforce Service Cloud
17 20 (0.77%) Amazon EC2
17 20 (0.77%) Amazon EMR
18 19 (0.73%) SuccessFactors
Communications & Networking
1 23 (0.88%) Internet
2 14 (0.54%) VPN
3 12 (0.46%) DNS
4 9 (0.34%) Ethernet
4 9 (0.34%) HTTP
5 8 (0.31%) Firewall
5 8 (0.31%) MPLS
5 8 (0.31%) SSL
6 5 (0.19%) FTP
6 5 (0.19%) SMS
7 4 (0.15%) DHCP
7 4 (0.15%) OpenVPN
7 4 (0.15%) SNA
7 4 (0.15%) TCP/IP
8 3 (0.11%) Intranet
8 3 (0.11%) IP Telephony
8 3 (0.11%) Reverse Proxy
8 3 (0.11%) Wi-Fi
8 3 (0.11%) Wireless
9 2 (0.077%) Sourcefire
Database & Business Intelligence
1 876 (33.52%) Power BI
2 646 (24.72%) Data Warehouse
3 543 (20.78%) SQL Server
4 490 (18.75%) SQL Server Integration Services
5 396 (15.15%) SQL Server Reporting Services
6 358 (13.70%) Big Data
7 308 (11.79%) QlikView
8 296 (11.33%) SQL Server Analysis Services
9 247 (9.45%) Hadoop
10 173 (6.62%) Relational Database
11 142 (5.43%) NoSQL
12 134 (5.13%) Data Mining
13 122 (4.67%) Data Lake
14 108 (4.13%) Apache Hive
14 108 (4.13%) PostgreSQL
15 105 (4.02%) Looker
16 90 (3.44%) MySQL
17 84 (3.21%) Amazon Redshift
18 81 (3.10%) BigQuery
19 74 (2.83%) Qlik Sense
Development Applications
1 272 (10.41%) Git (software)
2 109 (4.17%) JIRA
3 94 (3.60%) Jenkins
4 61 (2.33%) Bitbucket
5 47 (1.80%) git-flow
6 43 (1.65%) Bitbucket Server
7 38 (1.45%) webpack
8 31 (1.19%) Atlassian Bamboo
9 28 (1.07%) Selenium
10 27 (1.03%) gulp
11 25 (0.96%) Team Foundation Server
12 20 (0.77%) Jasmine
12 20 (0.77%) Visual Studio
13 19 (0.73%) Axure RP
14 18 (0.69%) Octopus Deploy
15 16 (0.61%) Vagrant
16 15 (0.57%) GitLab
17 14 (0.54%) Karma Test Runner
17 14 (0.54%) Protractor
17 14 (0.54%) Visual Studio Team System
General
1 617 (23.61%) Finance
2 272 (10.41%) Marketing
3 203 (7.77%) Retail
4 124 (4.75%) Banking
5 101 (3.87%) Public Sector
6 81 (3.10%) Manufacturing
7 79 (3.02%) Telecoms
8 64 (2.45%) Automotive
9 40 (1.53%) Electronics
10 37 (1.42%) Legal
11 34 (1.30%) Law
12 32 (1.22%) Games
13 31 (1.19%) Publishing
14 27 (1.03%) Advertising
14 27 (1.03%) Investment Banking
15 15 (0.57%) Pharmaceutical
16 14 (0.54%) Aerospace
17 11 (0.42%) Front Office
17 11 (0.42%) General Ledger
18 9 (0.34%) Billing
Job Titles
1 732 (28.01%) Developer
2 710 (27.17%) Analyst
3 310 (11.86%) Data Analyst
4 277 (10.60%) Business Intelligence Developer
5 234 (8.96%) Business Intelligence Analyst
6 205 (7.85%) Data Scientist
7 174 (6.66%) Data Engineer
8 127 (4.86%) Consultant
9 126 (4.82%) Architect
10 117 (4.48%) Senior Developer
11 87 (3.33%) Front End Developer (Client-Side Developer)
12 86 (3.29%) Senior Analyst
12 86 (3.29%) SQL Developer
13 82 (3.14%) Software Engineer
14 79 (3.02%) Insight Analyst
15 72 (2.76%) Data Consultant
15 72 (2.76%) Power BI Developer
16 71 (2.72%) SQL Analyst
17 67 (2.56%) Business Developer
18 60 (2.30%) Data Architect
Libraries, Frameworks & Software Standards
1 205 (7.85%) HTML
2 184 (7.04%) CSS
3 177 (6.77%) D3.js
4 142 (5.43%) React
5 139 (5.32%) .NET
6 128 (4.90%) AngularJS
7 106 (4.06%) Kafka
8 98 (3.75%) Node.js
9 90 (3.44%) Natural Language Processing
10 79 (3.02%) RESTful
11 68 (2.60%) JSON
11 68 (2.60%) Web Services
12 61 (2.33%) Vue.js
13 54 (2.07%) Elastic Stack
14 53 (2.03%) MDX
15 52 (1.99%) REST
15 52 (1.99%) TensorFlow
16 49 (1.88%) HTML5
17 44 (1.68%) Redux
18 43 (1.65%) XML
Miscellaneous
1 659 (25.22%) Analytical Skills
2 206 (7.88%) User Experience
3 174 (6.66%) Management Information System
4 172 (6.58%) Algorithms
5 84 (3.21%) Self-Motivation
6 78 (2.99%) Data Structures
7 60 (2.30%) Analytical Mindset
8 50 (1.91%) Greenfield Project
9 46 (1.76%) Cyber Kill Chain
10 34 (1.30%) Social Media
10 34 (1.30%) Virtual Team
11 31 (1.19%) Embedded Systems
12 25 (0.96%) Hedge funds
13 21 (0.80%) Reinsurance
14 20 (0.77%) Fixed Income
14 20 (0.77%) FMCG
15 19 (0.73%) CUDA
16 18 (0.69%) Linux Command Line
17 16 (0.61%) Life Science
18 15 (0.57%) Replication
Operating Systems
1 193 (7.39%) Linux
2 55 (2.10%) Windows
3 43 (1.65%) Android
4 36 (1.38%) Unix
5 22 (0.84%) Tizen
6 17 (0.65%) Apple iOS
7 14 (0.54%) Red Hat Enterprise Linux
8 9 (0.34%) Windows Server
9 7 (0.27%) Windows 10
10 6 (0.23%) Mac OS X
11 3 (0.11%) CentOS
11 3 (0.11%) Ubuntu
11 3 (0.11%) Windows Server 2008
11 3 (0.11%) Windows Server 2012
12 2 (0.077%) Embedded Linux
13 1 (0.038%) Windows 7
13 1 (0.038%) Windows 8
Processes & Methodologies
1 1,379 (52.77%) Data Visualisation
2 1,233 (47.19%) Business Intelligence
3 1,159 (44.36%) Analytics
4 709 (27.13%) Agile Software Development
5 534 (20.44%) ETL
6 504 (19.29%) Data Science
7 444 (16.99%) Problem-Solving
8 422 (16.15%) Machine Learning
9 413 (15.81%) Data Analytics
10 376 (14.39%) Data Modelling
11 345 (13.20%) Data Analysis
12 296 (11.33%) Mathematics
13 260 (9.95%) Computer Science
14 221 (8.46%) Software Engineering
15 215 (8.23%) Decision-Making
16 213 (8.15%) Data Management
17 207 (7.92%) Statistics
18 185 (7.08%) Scrum
19 184 (7.04%) DevOps
20 183 (7.00%) Mentoring
Programming Languages
1 1,303 (49.87%) SQL
2 846 (32.38%) Python
3 432 (16.53%) R
4 325 (12.44%) JavaScript
5 238 (9.11%) Java
6 211 (8.08%) T-SQL
7 190 (7.27%) C#
8 161 (6.16%) C
9 133 (5.09%) VBA
10 93 (3.56%) C++
11 81 (3.10%) Data Analysis Expressions (DAX)
12 76 (2.91%) TypeScript
13 70 (2.68%) Scala
14 68 (2.60%) Bash Shell
15 56 (2.14%) PowerShell
16 55 (2.10%) Perl
17 46 (1.76%) MATLAB
18 41 (1.57%) ES6
19 29 (1.11%) PHP
20 23 (0.88%) PL/SQL
Qualifications
1 401 (15.35%) Degree
2 66 (2.53%) Computer Science Degree
3 55 (2.10%) Master's Degree
4 51 (1.95%) Security Cleared
5 47 (1.80%) PhD
6 34 (1.30%) Numerate Degree
7 24 (0.92%) SC Cleared
8 19 (0.73%) Microsoft Certification
9 17 (0.65%) DV Cleared
10 14 (0.54%) Postgraduate
11 9 (0.34%) HND
12 8 (0.31%) AWS Certification
13 6 (0.23%) MCSA
14 5 (0.19%) CISSP
14 5 (0.19%) DBS Check
15 4 (0.15%) A+ Certification
15 4 (0.15%) PRINCE2 Practitioner
15 4 (0.15%) SANS
16 3 (0.11%) CRISC
16 3 (0.11%) ISTQB
Quality Assurance & Compliance
1 208 (7.96%) Data Quality
2 103 (3.94%) QA
3 31 (1.19%) GDPR
4 22 (0.84%) ISO/IEC 27001
5 14 (0.54%) PCI DSS
6 10 (0.38%) SLA
7 9 (0.34%) Actionable Recommendations
8 3 (0.11%) NIST
9 2 (0.077%) Cyber Essentials
9 2 (0.077%) PMO
10 1 (0.038%) CDISC
10 1 (0.038%) Cyber Essentials PLUS
10 1 (0.038%) HL7
10 1 (0.038%) ISO 9001
10 1 (0.038%) MiFID
10 1 (0.038%) NIST 800
System Software
1 105 (4.02%) Docker
2 55 (2.10%) Apache Flume
3 22 (0.84%) HDFS
4 16 (0.61%) VirtualBox
5 11 (0.42%) Active Directory
6 9 (0.34%) VMware Infrastructure
7 7 (0.27%) Firmware
8 4 (0.15%) Hyper-V
8 4 (0.15%) VMware ESXi
9 3 (0.11%) Virtual Machines
9 3 (0.11%) VMware NSX
10 2 (0.077%) BitLocker
10 2 (0.077%) Microsoft App-V
10 2 (0.077%) XenApp
10 2 (0.077%) XenDesktop
11 1 (0.038%) Apache ZooKeeper
Systems Management
1 61 (2.33%) Ansible
2 60 (2.30%) Oozie
3 48 (1.84%) Kubernetes
4 36 (1.38%) Terraform
5 25 (0.96%) Kibana
6 18 (0.69%) Docker Swarm
6 18 (0.69%) Puppet
7 13 (0.50%) Control-M
8 6 (0.23%) Grafana
9 5 (0.19%) Hadoop YARN
9 5 (0.19%) Prometheus
10 4 (0.15%) ITRS Geneos
10 4 (0.15%) Opscode Chef
11 3 (0.11%) Microsoft Intune
11 3 (0.11%) Netcool
12 2 (0.077%) AirWatch
12 2 (0.077%) logstash
12 2 (0.077%) Nessus
12 2 (0.077%) Red Hat Spacewalk
12 2 (0.077%) SCCM
Vendors
1 985 (37.70%) Tableau
2 509 (19.48%) Microsoft
3 249 (9.53%) Google
4 129 (4.94%) Oracle
5 105 (4.02%) SAP
6 75 (2.87%) Informatica
7 71 (2.72%) Splunk
8 70 (2.68%) Alteryx
9 55 (2.10%) Cognos
10 52 (1.99%) Talend
11 50 (1.91%) Adobe
12 49 (1.88%) Databricks
13 43 (1.65%) Salesforce.com
14 42 (1.61%) Cloudera
15 36 (1.38%) Hortonworks
16 34 (1.30%) MicroStrategy
17 28 (1.07%) Mapbox
18 27 (1.03%) IBM
19 22 (0.84%) QNX
20 21 (0.80%) WorldPay