Period
to 27 February 2020

The following table provides summary statistics for permanent job vacancies 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 27 February 2020 with a comparison to the same period in the previous 2 years.

Visualization
UK
6 months to
27 Feb 2020
Same period 2019 Same period 2018
Rank 168 183 229
Rank change year-on-year +15 +46 +20
Permanent jobs citing Visualisation 2,546 2,875 2,734
As % of all permanent IT jobs advertised in the UK 2.07% 1.90% 1.55%
As % of the Processes & Methodologies category 2.25% 2.06% 1.68%
Number of salaries quoted 1,920 2,138 2,209
UK median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - -
10th Percentile £33,750 £32,032 £32,000
90th Percentile £87,500 £83,825 £87,500
UK excluding London median annual salary £47,500 £45,000 £46,500
% change year-on-year +5.56% -3.23% +3.33%

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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 112,976 139,423 162,557
As % of all permanent IT jobs advertised in the UK 91.90% 92.23% 92.18%
Number of salaries quoted 89,546 110,162 132,603
UK median annual salary £53,500 £52,500 £50,000
Median salary % change year-on-year +1.90% +5.00% +5.26%
10th Percentile £31,000 £30,000 £28,750
90th Percentile £88,750 £85,000 £80,000
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Visualisation
Job Vacancy Trend

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

Job vacancy trend for Visualisation in the UK

Visualisation
Salary Trend

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

Salary trend for Visualisation in the UK

Visualisation
Salary Histogram

The salary distribution of IT jobs citing Visualisation over the 6 months to 27 February 2020.

Salary histogram for Visualisation in the UK

Visualisation
Top 18 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the UK over the 6 months to 27 February 2020. 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
England +14 2,411 £55,000 +4.76% 429
London +43 1,454 £60,000 - 194
UK excluding London +6 1,048 £47,500 +5.56% 269
South East +35 344 £50,000 - 59
South West -10 205 £47,500 +5.56% 28
North of England +7 167 £47,500 +11.76% 64
East of England +68 144 £46,158 +1.29% 44
North West 0 96 £50,000 +11.11% 36
Midlands -72 94 £45,000 +12.50% 39
West Midlands -21 78 £45,000 +33.33% 30
Scotland -21 67 £50,000 +8.70% 25
Yorkshire +25 54 £47,500 +11.76% 22
Wales +2 25 £42,500 - 9
North East +17 17 £45,000 +48.76% 6
East Midlands -60 16 £56,250 +32.35% 9
Northern Ireland +1 3 £30,000 -7.69% 1
Channel Islands - 2 £47,500 -
Isle of Man - 1 £60,000 -

For the 6 months to 27 February 2020, 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 with a requirement for Visualisation.

1 1,324 (52.00%) Data Visualisation
2 1,292 (50.75%) SQL
3 1,152 (45.25%) Analytics
4 1,137 (44.66%) Business Intelligence
5 920 (36.14%) Tableau
6 889 (34.92%) Python
7 779 (30.60%) Power BI
7 779 (30.60%) Power Platform
8 679 (26.67%) Agile Software Development
9 663 (26.04%) Finance
10 624 (24.51%) Analytical Skills
11 577 (22.66%) ETL
12 564 (22.15%) SQL Server
13 512 (20.11%) Data Science
14 511 (20.07%) Data Warehouse
15 500 (19.64%) Degree
16 484 (19.01%) Azure
17 469 (18.42%) Data Analysis
18 447 (17.56%) Data Analytics
19 426 (16.73%) Microsoft
20 407 (15.99%) AWS
21 395 (15.51%) Machine Learning
22 389 (15.28%) JavaScript
23 385 (15.12%) Data Modelling
24 380 (14.93%) SQL Server Integration Services
25 352 (13.83%) Problem-Solving
26 336 (13.20%) R
27 325 (12.77%) Big Data
28 310 (12.18%) SQL Server Reporting Services
29 305 (11.98%) Computer Science

Visualisation
Co-occurring IT Skills 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
1 219 (8.60%) Apache Spark
2 120 (4.71%) SAS
3 36 (1.41%) Jupyter
4 35 (1.37%) Apache
4 35 (1.37%) Elasticsearch
5 26 (1.02%) OpenStack
6 25 (0.98%) Confluence
7 22 (0.86%) ArcGIS
7 22 (0.86%) CMS
8 21 (0.82%) Apache Airflow
9 18 (0.71%) Adobe Experience Manager
10 15 (0.59%) SharePoint
11 11 (0.43%) Apache Pig
12 8 (0.31%) Apache Solr
13 6 (0.24%) IPython
13 6 (0.24%) ThingWorx
14 3 (0.12%) Tomcat
15 2 (0.079%) nginx
15 2 (0.079%) Oracle SOA Suite
15 2 (0.079%) Skype for Business
Applications
1 268 (10.53%) Microsoft Excel
2 65 (2.55%) Microsoft Office
3 52 (2.04%) SPSS
4 30 (1.18%) Microsoft PowerPoint
5 20 (0.79%) MS Visio
6 13 (0.51%) Sketch
7 12 (0.47%) Figma
7 12 (0.47%) NASTRAN
7 12 (0.47%) Siemens NX
7 12 (0.47%) Spreadsheet
8 11 (0.43%) OmniGraffle
9 9 (0.35%) Photoshop
10 8 (0.31%) Microsoft Project
11 6 (0.24%) Adobe Premiere
12 5 (0.20%) Gephi
13 3 (0.12%) Adobe Illustrator
13 3 (0.12%) Stata
14 2 (0.079%) 3ds Max
14 2 (0.079%) InDesign
14 2 (0.079%) Weka
Business Applications
1 14 (0.55%) Dynamics CRM
2 12 (0.47%) Teamcenter
3 7 (0.27%) Adobe Campaign
4 5 (0.20%) SessionCam
5 4 (0.16%) FastStats
5 4 (0.16%) Payment Gateway
6 3 (0.12%) Salesforce.com CRM
6 3 (0.12%) SAP ERP
7 2 (0.079%) SAP MDG
8 1 (0.039%) Actimize
8 1 (0.039%) Cognos Business Intelligence
8 1 (0.039%) Dynamics AX
8 1 (0.039%) Magento
8 1 (0.039%) NetSuite
8 1 (0.039%) SAP BPC
8 1 (0.039%) Sparx Enterprise Architect
8 1 (0.039%) Sprinklr
Cloud Services
1 779 (30.60%) Power Platform
2 484 (19.01%) Azure
3 407 (15.99%) AWS
4 174 (6.83%) GCP
5 91 (3.57%) SaaS
6 75 (2.95%) GitHub
7 68 (2.67%) Azure Data Factory
7 68 (2.67%) Serverless
8 58 (2.28%) PaaS
9 52 (2.04%) Dynamics 365
10 51 (2.00%) Google Analytics
11 46 (1.81%) Amazon S3
12 36 (1.41%) Cloud Computing
12 36 (1.41%) Office 365
13 35 (1.37%) AWS Lambda
14 25 (0.98%) Azure Machine Learning
15 23 (0.90%) Azure Stack
16 22 (0.86%) SuccessFactors
17 18 (0.71%) Data Lake Analytics
18 16 (0.63%) IaaS
Communications & Networking
1 38 (1.49%) Internet
2 24 (0.94%) VPN
3 22 (0.86%) Firewall
4 17 (0.67%) DNS
5 11 (0.43%) SNA
6 10 (0.39%) DHCP
7 9 (0.35%) HTTP
8 7 (0.27%) SAN
8 7 (0.27%) SSL
8 7 (0.27%) TCP/IP
9 6 (0.24%) Ethernet
10 5 (0.20%) FTP
10 5 (0.20%) MPLS
10 5 (0.20%) SMS
11 4 (0.16%) LAN
11 4 (0.16%) VLAN
11 4 (0.16%) WAN
11 4 (0.16%) Wireless
12 3 (0.12%) Broadband
12 3 (0.12%) Sourcefire
Database & Business Intelligence
1 779 (30.60%) Power BI
2 564 (22.15%) SQL Server
3 511 (20.07%) Data Warehouse
4 380 (14.93%) SQL Server Integration Services
5 325 (12.77%) Big Data
6 310 (12.18%) SQL Server Reporting Services
7 268 (10.53%) QlikView
8 232 (9.11%) Relational Database
9 225 (8.84%) SQL Server Analysis Services
10 202 (7.93%) Hadoop
10 202 (7.93%) NoSQL
11 183 (7.19%) Data Lake
12 128 (5.03%) PostgreSQL
13 120 (4.71%) Data Mining
14 102 (4.01%) MySQL
15 101 (3.97%) Amazon Redshift
16 95 (3.73%) Azure SQL Database
17 87 (3.42%) Looker
18 71 (2.79%) Microsoft Analysis Services
19 67 (2.63%) Snowflake Schema
Development Applications
1 265 (10.41%) Git (software)
2 118 (4.63%) Jenkins
3 71 (2.79%) JIRA
4 62 (2.44%) Visual Studio Team System
5 48 (1.89%) Atlassian Bamboo
6 45 (1.77%) Jasmine
7 43 (1.69%) Octopus Deploy
7 43 (1.69%) TeamCity
8 41 (1.61%) webpack
9 34 (1.34%) gulp
9 34 (1.34%) Selenium
10 33 (1.30%) Visual Studio
11 27 (1.06%) Karma Test Runner
11 27 (1.06%) NUnit
12 20 (0.79%) Vagrant
13 19 (0.75%) Protractor
13 19 (0.75%) Team Foundation Server
14 18 (0.71%) Bitbucket
15 16 (0.63%) Subversion
16 15 (0.59%) Eclipse
General
1 663 (26.04%) Finance
2 265 (10.41%) Marketing
3 131 (5.15%) Retail
4 76 (2.99%) Banking
5 70 (2.75%) Legal
6 65 (2.55%) Manufacturing
7 63 (2.47%) Public Sector
8 62 (2.44%) Telecoms
9 49 (1.92%) Advertising
10 42 (1.65%) Automotive
10 42 (1.65%) Games
11 36 (1.41%) Law
11 36 (1.41%) Publishing
12 32 (1.26%) Electronics
13 26 (1.02%) Front Office
14 17 (0.67%) Pharmaceutical
15 16 (0.63%) Billing
16 14 (0.55%) Investment Banking
17 13 (0.51%) Financial Institution
18 10 (0.39%) Aerospace
Job Titles
1 696 (27.34%) Developer
2 675 (26.51%) Analyst
3 322 (12.65%) Data Analyst
4 206 (8.09%) Business Intelligence Analyst
5 197 (7.74%) Business Intelligence Developer
6 179 (7.03%) Data Engineer
7 162 (6.36%) Architect
7 162 (6.36%) Data Scientist
8 142 (5.58%) Senior Developer
9 116 (4.56%) Front End Developer (Client-Side Developer)
10 109 (4.28%) Consultant
11 90 (3.53%) Data Architect
12 89 (3.50%) Data Manager
13 80 (3.14%) Insight Analyst
13 80 (3.14%) SQL Developer
14 78 (3.06%) Senior Analyst
15 67 (2.63%) JavaScript Developer
15 67 (2.63%) React Developer
16 59 (2.32%) Software Engineer
17 58 (2.28%) SQL Analyst
Libraries, Frameworks & Software Standards
1 227 (8.92%) HTML
2 219 (8.60%) CSS
3 207 (8.13%) React
4 174 (6.83%) AngularJS
4 174 (6.83%) D3.js
5 164 (6.44%) .NET
6 134 (5.26%) Node.js
7 119 (4.67%) Natural Language Processing
8 95 (3.73%) RESTful
9 92 (3.61%) Web Services
10 90 (3.53%) Vue.js
11 77 (3.02%) Kafka
12 75 (2.95%) HTML5
13 68 (2.67%) REST
14 65 (2.55%) TensorFlow
15 62 (2.44%) JSON
16 58 (2.28%) Angular 2
17 55 (2.16%) Twitter Bootstrap
18 54 (2.12%) Redux
19 47 (1.85%) scikit-learn
Miscellaneous
1 624 (24.51%) Analytical Skills
2 272 (10.68%) User Experience
3 141 (5.54%) Algorithms
4 137 (5.38%) Management Information System
5 107 (4.20%) Self-Motivation
6 83 (3.26%) Data Structures
7 62 (2.44%) Greenfield Project
8 52 (2.04%) Hedge funds
9 36 (1.41%) Social Media
10 27 (1.06%) Analytical Mindset
10 27 (1.06%) Fixed Income
11 25 (0.98%) Augmented Reality
11 25 (0.98%) Virtual Team
12 22 (0.86%) Reinsurance
13 21 (0.82%) Replication
14 20 (0.79%) Internet of Things
14 20 (0.79%) Mobile App
15 19 (0.75%) Client/Server
16 18 (0.71%) Semantic Web
17 17 (0.67%) Enterprise Software
Operating Systems
1 154 (6.05%) Linux
2 56 (2.20%) Windows
3 33 (1.30%) Unix
4 16 (0.63%) Android
5 12 (0.47%) Apple iOS
5 12 (0.47%) Red Hat Enterprise Linux
6 9 (0.35%) Windows Server
7 8 (0.31%) CentOS
8 4 (0.16%) Ubuntu
9 2 (0.079%) Embedded Linux
10 1 (0.039%) Mac OS X
10 1 (0.039%) Oracle Linux
10 1 (0.039%) Tizen
10 1 (0.039%) VMS
10 1 (0.039%) Windows 10
10 1 (0.039%) Windows 8
10 1 (0.039%) Windows Phone
10 1 (0.039%) Windows Server 2008
10 1 (0.039%) Windows Server 2012
Processes & Methodologies
1 1,324 (52.00%) Data Visualisation
2 1,152 (45.25%) Analytics
3 1,137 (44.66%) Business Intelligence
4 679 (26.67%) Agile Software Development
5 577 (22.66%) ETL
6 512 (20.11%) Data Science
7 469 (18.42%) Data Analysis
8 447 (17.56%) Data Analytics
9 395 (15.51%) Machine Learning
10 385 (15.12%) Data Modelling
11 352 (13.83%) Problem-Solving
12 305 (11.98%) Computer Science
13 245 (9.62%) Mathematics
14 232 (9.11%) Project Management
15 226 (8.88%) Software Engineering
16 223 (8.76%) DevOps
17 190 (7.46%) Statistics
18 187 (7.34%) Artificial Intelligence
19 176 (6.91%) Mentoring
20 171 (6.72%) Data Management
Programming Languages
1 1,292 (50.75%) SQL
2 889 (34.92%) Python
3 389 (15.28%) JavaScript
4 336 (13.20%) R
5 261 (10.25%) Java
6 181 (7.11%) C#
7 150 (5.89%) T-SQL
8 120 (4.71%) C
9 117 (4.60%) TypeScript
10 97 (3.81%) C++
11 84 (3.30%) VBA
12 76 (2.99%) Scala
13 71 (2.79%) Data Analysis Expressions (DAX)
14 57 (2.24%) PowerShell
15 51 (2.00%) ES6
16 45 (1.77%) MATLAB
17 40 (1.57%) Bash Shell
18 37 (1.45%) PHP
19 32 (1.26%) Perl
20 27 (1.06%) Go
Qualifications
1 500 (19.64%) Degree
2 91 (3.57%) Computer Science Degree
3 59 (2.32%) PhD
4 46 (1.81%) Master's Degree
5 41 (1.61%) Security Cleared
6 33 (1.30%) Numerate Degree
7 29 (1.14%) Postgraduate
8 26 (1.02%) SC Cleared
9 16 (0.63%) DV Cleared
10 15 (0.59%) Microsoft Certification
11 12 (0.47%) HND
12 7 (0.27%) CISSP
13 6 (0.24%) AWS Certification
13 6 (0.24%) Cisco Certification
14 5 (0.20%) CCNA
14 5 (0.20%) DBS Check
14 5 (0.20%) MCSA
14 5 (0.20%) MCSE
15 4 (0.16%) CISM
15 4 (0.16%) GIAC
Quality Assurance & Compliance
1 190 (7.46%) Data Quality
2 102 (4.01%) QA
3 40 (1.57%) GDPR
4 28 (1.10%) ISO/IEC 27001
5 9 (0.35%) SLA
6 7 (0.27%) PCI DSS
6 7 (0.27%) PMO
7 4 (0.16%) Actionable Recommendations
7 4 (0.16%) PMBOK
8 3 (0.12%) CDISC
8 3 (0.12%) COBIT
8 3 (0.12%) HL7
9 2 (0.079%) MiFID
10 1 (0.039%) ISO 9001
10 1 (0.039%) NIST
10 1 (0.039%) NIST 800
System Software
1 114 (4.48%) Docker
2 22 (0.86%) VMware Infrastructure
3 15 (0.59%) XenApp
3 15 (0.59%) XenDesktop
4 13 (0.51%) VirtualBox
5 10 (0.39%) Active Directory
6 9 (0.35%) Apache Flume
6 9 (0.35%) Hyper-V
7 7 (0.27%) Firmware
7 7 (0.27%) HDFS
7 7 (0.27%) KVM
8 6 (0.24%) Virtual Machines
9 4 (0.16%) Virtual Servers
9 4 (0.16%) VMware ESXi
10 3 (0.12%) Apache ZooKeeper
10 3 (0.12%) VMware NSX
11 1 (0.039%) Virtual Desktop
Systems Management
1 65 (2.55%) Kubernetes
2 44 (1.73%) Ansible
3 32 (1.26%) Terraform
4 26 (1.02%) Kibana
5 23 (0.90%) Puppet
6 15 (0.59%) Oozie
6 15 (0.59%) SCCM
7 14 (0.55%) Docker Swarm
8 9 (0.35%) Grafana
9 8 (0.31%) Control-M
10 7 (0.27%) Packer
11 5 (0.20%) Opscode Chef
11 5 (0.20%) Prometheus
12 4 (0.16%) Matomo
12 4 (0.16%) Wonderware InTouch
13 3 (0.12%) Nessus
14 2 (0.079%) HP Data Protector
14 2 (0.079%) logstash
14 2 (0.079%) Microsoft Clustering
14 2 (0.079%) Salt
Vendors
1 920 (36.14%) Tableau
2 426 (16.73%) Microsoft
3 196 (7.70%) Oracle
4 181 (7.11%) Google
5 123 (4.83%) Alteryx
6 90 (3.53%) SAP
7 79 (3.10%) Teradata
8 67 (2.63%) Databricks
9 61 (2.40%) Cadence
10 60 (2.36%) Automation Anywhere
10 60 (2.36%) Blue Prism
10 60 (2.36%) Salesforce.com
10 60 (2.36%) UiPath
11 53 (2.08%) Talend
12 48 (1.89%) Informatica
13 42 (1.65%) Adobe
14 41 (1.61%) MicroStrategy
15 36 (1.41%) Cognos
16 30 (1.18%) WorldPay
17 26 (1.02%) Hortonworks