Period
to 29 May 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 29 May 2020 with a comparison to the same period in the previous 2 years.

Visualization
UK
6 months to
29 May 2020
Same period 2019 Same period 2018
Rank 165 185 220
Rank change year-on-year +20 +35 +15
Permanent jobs citing Visualisation 1,887 2,706 2,768
As % of all permanent jobs advertised in the UK 2.10% 1.88% 1.60%
As % of the Processes & Methodologies category 2.28% 2.04% 1.74%
Number of salaries quoted 1,422 2,225 2,202
Median annual salary £57,500 £50,500 £52,500
Median salary % change year-on-year +13.86% -3.81% -
10th Percentile £36,250 £32,500 £32,000
90th Percentile £87,500 £82,500 £87,500
UK excluding London median annual salary £50,000 £45,000 £47,500
% change year-on-year +11.11% -5.26% +5.56%

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 82,769 132,692 159,272
As % of all permanent IT jobs advertised in the UK 92.24% 92.25% 92.32%
Number of salaries quoted 65,693 103,952 128,158
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £31,250 £30,000 £29,250
90th Percentile £90,000 £85,000 £82,500
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 proportion of all IT jobs advertised.

Job vacancy trend for Visualisation in the UK

Visualisation
Salary Trend

3-month moving average salary quoted in jobs citing Visualisation.

Salary trend for Visualisation in the UK

Visualisation
Salary Histogram

Salary distribution for jobs citing Visualisation over the 6 months to 29 May 2020.

Salary histogram for Visualisation in the UK

Visualisation
Top 19 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 29 May 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 +30 1,795 £57,500 +9.52% 129
London +35 1,054 £65,000 +8.33% 53
UK excluding London +17 807 £50,000 +11.11% 80
South East +91 288 £50,000 +5.26% 20
North of England +49 146 £43,000 -4.44% 13
South West -13 128 £47,500 +5.56% 5
Work from Home +43 117 £59,500 +3.48% 15
East of England +65 90 £52,500 +10.53% 21
Midlands -27 88 £51,000 +17.24% 17
North West +2 69 £47,500 +5.56% 10
West Midlands -3 65 £51,000 +20.00% 6
Yorkshire +94 55 £43,000 -4.44% 1
Scotland -17 45 £52,500 +15.38% 4
East Midlands -4 23 £32,500 -26.97% 11
North East +16 22 £35,000 +9.38% 2
Wales +10 17 £45,000 +24.14%
Northern Ireland +9 2 £39,750 +22.31%
Channel Islands - 2 £47,500 -
Isle of Man - 1 £60,000 -

For the 6 months to 29 May 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.

1 986 (52.25%) SQL
2 916 (48.54%) Data Visualisation
3 877 (46.48%) Analytics
4 866 (45.89%) Business Intelligence
5 680 (36.04%) Tableau
6 640 (33.92%) Python
7 578 (30.63%) Power Platform
8 577 (30.58%) Power BI
9 555 (29.41%) Agile Software Development
10 479 (25.38%) ETL
11 473 (25.07%) Analytical Skills
12 466 (24.70%) Finance
13 441 (23.37%) SQL Server
14 398 (21.09%) Data Analysis
15 394 (20.88%) Data Warehouse
16 390 (20.67%) Degree
17 377 (19.98%) Data Science
18 360 (19.08%) Data Analytics
19 352 (18.65%) Azure
20 337 (17.86%) AWS
21 316 (16.75%) Microsoft
22 297 (15.74%) JavaScript
23 295 (15.63%) Data Modelling
24 290 (15.37%) Machine Learning
25 258 (13.67%) User Experience
26 250 (13.25%) SQL Server Integration Services
27 223 (11.82%) Big Data
28 217 (11.50%) Problem-Solving
29 214 (11.34%) SQL Server Reporting Services
30 204 (10.81%) Project Management

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
1 142 (7.53%) Apache Spark
2 62 (3.29%) SAS
3 32 (1.70%) Jupyter
4 29 (1.54%) Elasticsearch
5 24 (1.27%) Apache
6 21 (1.11%) ArcGIS
7 20 (1.06%) Apache Airflow
8 17 (0.90%) SharePoint
9 15 (0.79%) Confluence
10 14 (0.74%) OpenStack
11 12 (0.64%) CMS
12 7 (0.37%) Adobe Experience Manager
13 6 (0.32%) Mendix
13 6 (0.32%) Oracle SOA Suite
13 6 (0.32%) SharePoint 2013
13 6 (0.32%) ThingWorx
14 3 (0.16%) Apache Synapse
14 3 (0.16%) IPython
14 3 (0.16%) Luigi
14 3 (0.16%) WebSphere
Applications
1 174 (9.22%) Microsoft Excel
2 68 (3.60%) Microsoft Office
3 43 (2.28%) SPSS
4 23 (1.22%) Microsoft PowerPoint
5 19 (1.01%) MS Visio
6 14 (0.74%) Figma
7 13 (0.69%) Microsoft Project
8 10 (0.53%) Sketch
9 8 (0.42%) OmniGraffle
10 7 (0.37%) NASTRAN
10 7 (0.37%) Photoshop
10 7 (0.37%) Siemens NX
10 7 (0.37%) Spreadsheet
11 3 (0.16%) Adobe Premiere
11 3 (0.16%) AutoCAD
11 3 (0.16%) Gephi
11 3 (0.16%) Revit
11 3 (0.16%) SOLIDWORKS
12 2 (0.11%) 3ds Max
12 2 (0.11%) Adobe Illustrator
Business Applications
1 17 (0.90%) Dynamics CRM
2 8 (0.42%) SAP ERP
3 7 (0.37%) Teamcenter
4 6 (0.32%) SAP IS-U
5 5 (0.26%) Salesforce.com CRM
5 5 (0.26%) SAP CRM
6 4 (0.21%) Adobe Campaign
6 4 (0.21%) Payment Gateway
7 3 (0.16%) SAP BPC
8 2 (0.11%) Dynamics AX
8 2 (0.11%) Oracle Applications
8 2 (0.11%) Oracle EBS
8 2 (0.11%) Oracle ERP
8 2 (0.11%) SAP MDG
8 2 (0.11%) SessionCam
9 1 (0.053%) Magento
9 1 (0.053%) NetSuite
9 1 (0.053%) Sprinklr
Cloud Services
1 578 (30.63%) Power Platform
2 352 (18.65%) Azure
3 337 (17.86%) AWS
4 145 (7.68%) GCP
5 74 (3.92%) Azure Data Factory
6 67 (3.55%) SaaS
7 55 (2.91%) PaaS
7 55 (2.91%) Serverless
8 52 (2.76%) Cloud Computing
9 38 (2.01%) Office 365
10 36 (1.91%) Amazon S3
11 35 (1.85%) GitHub
12 31 (1.64%) Azure Stack
13 29 (1.54%) Dynamics 365
13 29 (1.54%) Google Analytics
14 26 (1.38%) IaaS
15 21 (1.11%) Amazon Kinesis
16 20 (1.06%) Data Lake Analytics
17 19 (1.01%) AWS Lambda
18 15 (0.79%) Azure Machine Learning
Communications & Networking
1 28 (1.48%) Internet
2 19 (1.01%) VPN
3 18 (0.95%) Firewall
4 12 (0.64%) DNS
5 8 (0.42%) DHCP
6 7 (0.37%) SAN
7 6 (0.32%) Broadband
7 6 (0.32%) HTTP
7 6 (0.32%) Skype
7 6 (0.32%) SNA
8 4 (0.21%) LAN
8 4 (0.21%) Network Security
8 4 (0.21%) SSL
8 4 (0.21%) TCP/IP
8 4 (0.21%) VLAN
8 4 (0.21%) WAN
9 3 (0.16%) CTI
9 3 (0.16%) HTTPS
10 2 (0.11%) Ethernet
10 2 (0.11%) MPLS
Database & Business Intelligence
1 577 (30.58%) Power BI
2 441 (23.37%) SQL Server
3 394 (20.88%) Data Warehouse
4 250 (13.25%) SQL Server Integration Services
5 223 (11.82%) Big Data
6 214 (11.34%) SQL Server Reporting Services
7 198 (10.49%) Data Lake
8 155 (8.21%) Relational Database
9 147 (7.79%) NoSQL
10 145 (7.68%) QlikView
11 137 (7.26%) SQL Server Analysis Services
12 124 (6.57%) Hadoop
13 89 (4.72%) PostgreSQL
14 82 (4.35%) Azure SQL Database
15 80 (4.24%) Amazon Redshift
16 73 (3.87%) MySQL
17 71 (3.76%) Data Mining
18 65 (3.44%) Azure SQL Data Warehouse
19 60 (3.18%) Looker
20 59 (3.13%) BigQuery
Development Applications
1 169 (8.96%) Git (software)
2 89 (4.72%) Jenkins
3 52 (2.76%) Visual Studio Team System
4 33 (1.75%) TeamCity
5 32 (1.70%) JIRA
6 31 (1.64%) Atlassian Bamboo
7 29 (1.54%) Visual Studio
8 28 (1.48%) Octopus Deploy
9 26 (1.38%) Jasmine
10 25 (1.32%) webpack
11 19 (1.01%) gulp
12 17 (0.90%) Karma Test Runner
12 17 (0.90%) NUnit
13 16 (0.85%) Babel
13 16 (0.85%) Subversion
14 15 (0.79%) Selenium
14 15 (0.79%) Vagrant
15 13 (0.69%) Eclipse
15 13 (0.69%) Eclipse RCP
16 12 (0.64%) Team Foundation Server
General
1 466 (24.70%) Finance
2 163 (8.64%) Marketing
3 68 (3.60%) Retail
4 55 (2.91%) Legal
5 49 (2.60%) Banking
6 38 (2.01%) Advertising
7 36 (1.91%) Manufacturing
8 32 (1.70%) Law
8 32 (1.70%) Public Sector
9 31 (1.64%) Games
10 30 (1.59%) Front Office
11 22 (1.17%) Back Office
12 21 (1.11%) Pharmaceutical
13 19 (1.01%) Automotive
14 16 (0.85%) Telecoms
15 13 (0.69%) Publishing
16 9 (0.48%) Billing
16 9 (0.48%) Electronics
17 8 (0.42%) Military
18 7 (0.37%) Russian Language
Job Titles
1 489 (25.91%) Analyst
2 456 (24.17%) Developer
3 247 (13.09%) Data Analyst
4 154 (8.16%) Business Intelligence Analyst
5 151 (8.00%) Data Engineer
6 128 (6.78%) Architect
6 128 (6.78%) Business Intelligence Developer
7 111 (5.88%) Data Scientist
8 109 (5.78%) Senior Developer
9 86 (4.56%) Data Manager
10 85 (4.50%) Consultant
11 74 (3.92%) Data Architect
12 72 (3.82%) Front End Developer (Client-Side Developer)
13 66 (3.50%) Senior Analyst
14 64 (3.39%) Business Analyst
15 55 (2.91%) SQL Developer
16 52 (2.76%) Software Engineer
17 49 (2.60%) React Developer
17 49 (2.60%) SQL Analyst
18 48 (2.54%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 186 (9.86%) HTML
2 180 (9.54%) CSS
3 160 (8.48%) React
4 127 (6.73%) D3.js
5 111 (5.88%) .NET
5 111 (5.88%) AngularJS
6 99 (5.25%) Node.js
7 82 (4.35%) HTML5
8 74 (3.92%) Natural Language Processing
9 69 (3.66%) Web Services
10 65 (3.44%) Vue.js
11 64 (3.39%) Kafka
12 57 (3.02%) RESTful
13 56 (2.97%) REST
14 53 (2.81%) Redux
15 47 (2.49%) TensorFlow
16 42 (2.23%) scikit-learn
16 42 (2.23%) Twitter Bootstrap
17 41 (2.17%) Pandas
18 35 (1.85%) JSON
Miscellaneous
1 473 (25.07%) Analytical Skills
2 258 (13.67%) User Experience
3 114 (6.04%) Algorithms
4 103 (5.46%) Management Information System
5 77 (4.08%) Data Structures
6 63 (3.34%) Greenfield Project
7 48 (2.54%) Hedge funds
8 47 (2.49%) Self-Motivation
9 35 (1.85%) Mobile App
10 23 (1.22%) Analytical Mindset
11 19 (1.01%) Client/Server
11 19 (1.01%) Social Media
12 18 (0.95%) Augmented Reality
13 17 (0.90%) Data Centre
13 17 (0.90%) Linked Data
13 17 (0.90%) Semantic Web
14 16 (0.85%) Fixed Income
15 14 (0.74%) Internet of Things
15 14 (0.74%) Life Science
15 14 (0.74%) Replication
Operating Systems
1 98 (5.19%) Linux
2 62 (3.29%) Windows
3 31 (1.64%) Unix
4 18 (0.95%) Android
5 17 (0.90%) Apple iOS
6 14 (0.74%) Windows Server
7 6 (0.32%) Windows 10
8 5 (0.26%) CentOS
8 5 (0.26%) Red Hat Enterprise Linux
9 2 (0.11%) Robot Operating System
9 2 (0.11%) Ubuntu
10 1 (0.053%) Mac OS X
10 1 (0.053%) Oracle Linux
10 1 (0.053%) Tizen
10 1 (0.053%) VMS
10 1 (0.053%) Windows Phone
Processes & Methodologies
1 916 (48.54%) Data Visualisation
2 877 (46.48%) Analytics
3 866 (45.89%) Business Intelligence
4 555 (29.41%) Agile Software Development
5 479 (25.38%) ETL
6 398 (21.09%) Data Analysis
7 377 (19.98%) Data Science
8 360 (19.08%) Data Analytics
9 295 (15.63%) Data Modelling
10 290 (15.37%) Machine Learning
11 217 (11.50%) Problem-Solving
12 204 (10.81%) Project Management
13 197 (10.44%) Computer Science
14 166 (8.80%) DevOps
15 149 (7.90%) Mathematics
16 147 (7.79%) Software Engineering
17 144 (7.63%) Stakeholder Management
18 139 (7.37%) Artificial Intelligence
18 139 (7.37%) Data Management
19 129 (6.84%) Statistics
Programming Languages
1 986 (52.25%) SQL
2 640 (33.92%) Python
3 297 (15.74%) JavaScript
4 200 (10.60%) R
5 187 (9.91%) Java
6 136 (7.21%) C#
7 112 (5.94%) T-SQL
8 90 (4.77%) TypeScript
9 80 (4.24%) C++
10 73 (3.87%) Scala
11 60 (3.18%) C
12 55 (2.91%) Data Analysis Expressions (DAX)
13 47 (2.49%) PHP
14 42 (2.23%) VBA
15 37 (1.96%) PowerShell
16 35 (1.85%) ES6
17 31 (1.64%) Go
18 29 (1.54%) Bash Shell
19 24 (1.27%) Ruby
20 23 (1.22%) MATLAB
Qualifications
1 390 (20.67%) Degree
2 75 (3.97%) Computer Science Degree
3 52 (2.76%) PhD
4 32 (1.70%) Security Cleared
5 22 (1.17%) Master's Degree
5 22 (1.17%) SC Cleared
6 18 (0.95%) Numerate Degree
7 15 (0.79%) Postgraduate
8 10 (0.53%) ISEB
9 7 (0.37%) CBAP
9 7 (0.37%) IIBA
10 6 (0.32%) DV Cleared
11 5 (0.26%) Microsoft Certification
12 4 (0.21%) AWS Certification
12 4 (0.21%) CISSP
12 4 (0.21%) CTC Cleared
12 4 (0.21%) MCSE
13 3 (0.16%) Cisco Certification
13 3 (0.16%) MCSA
14 2 (0.11%) CCNA
Quality Assurance & Compliance
1 143 (7.58%) Data Quality
2 70 (3.71%) QA
3 38 (2.01%) GDPR
4 18 (0.95%) ISO/IEC 27001
5 8 (0.42%) PMO
6 4 (0.21%) Actionable Recommendations
6 4 (0.21%) IEC 62304
6 4 (0.21%) PMBOK
6 4 (0.21%) Sarbanes-Oxley
7 2 (0.11%) ISO 13485
7 2 (0.11%) PCI DSS
7 2 (0.11%) SLA
8 1 (0.053%) CDISC
8 1 (0.053%) HL7
8 1 (0.053%) MiFID
System Software
1 84 (4.45%) Docker
2 18 (0.95%) VMware Infrastructure
3 16 (0.85%) Hyper-V
4 15 (0.79%) Active Directory
4 15 (0.79%) XenApp
4 15 (0.79%) XenDesktop
5 12 (0.64%) Virtual Machines
6 10 (0.53%) VirtualBox
7 7 (0.37%) Virtual Desktop
8 5 (0.26%) Firmware
8 5 (0.26%) KVM
9 4 (0.21%) Virtual Servers
10 3 (0.16%) Apache ZooKeeper
10 3 (0.16%) HDFS
11 2 (0.11%) Apache Flume
12 1 (0.053%) vCloud
Systems Management
1 58 (3.07%) Kubernetes
2 26 (1.38%) Ansible
3 23 (1.22%) Terraform
4 19 (1.01%) Puppet
5 15 (0.79%) SCCM
6 14 (0.74%) Kibana
7 11 (0.58%) SCVMM
8 10 (0.53%) Docker Swarm
9 8 (0.42%) Opscode Chef
10 6 (0.32%) Hadoop YARN
11 5 (0.26%) Oozie
11 5 (0.26%) Packer
12 4 (0.21%) Ambari
12 4 (0.21%) Grafana
12 4 (0.21%) Single Sign-On
12 4 (0.21%) Wonderware InTouch
13 3 (0.16%) Argo
13 3 (0.16%) logstash
13 3 (0.16%) Matomo
13 3 (0.16%) Microsoft Clustering
Vendors
1 680 (36.04%) Tableau
2 316 (16.75%) Microsoft
3 189 (10.02%) Oracle
4 131 (6.94%) Google
5 124 (6.57%) Alteryx
6 95 (5.03%) Teradata
7 88 (4.66%) Cadence
8 86 (4.56%) Blue Prism
8 86 (4.56%) UiPath
9 85 (4.50%) Automation Anywhere
10 73 (3.87%) Databricks
11 52 (2.76%) SAP
12 50 (2.65%) Salesforce.com
13 38 (2.01%) Talend
14 34 (1.80%) Adobe
15 33 (1.75%) Informatica
16 24 (1.27%) Cognos
17 23 (1.22%) MicroStrategy
18 18 (0.95%) VMware
19 17 (0.90%) Citrix