Period
to

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 4 July 2022 with a comparison to the same period in the previous 2 years.

Visualization
UK
6 months to
4 Jul 2022
Same period 2021 Same period 2020
Rank 96 130 164
Rank change year-on-year +34 +34 +26
Permanent jobs citing Visualisation 6,422 2,939 1,706
As % of all permanent jobs advertised in the UK 3.53% 2.73% 2.16%
As % of the Processes & Methodologies category 3.71% 2.91% 2.33%
Number of salaries quoted 2,234 1,812 1,238
10th Percentile £37,500 £33,220 £36,250
25th Percentile £46,250 £40,438 £43,750
Median annual salary (50th Percentile) £60,000 £52,753 £57,500
Median % change year-on-year +13.74% -8.26% +15.00%
75th Percentile £78,750 £72,500 £74,750
90th Percentile £95,000 £85,000 £87,800
UK excluding London median annual salary £52,500 £47,500 £50,000
% change year-on-year +10.53% -5.00% +10.71%

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 173,273 101,154 73,375
As % of all permanent IT jobs advertised in the UK 95.36% 93.84% 92.90%
Number of salaries quoted 85,104 70,015 59,291
10th Percentile £33,750 £32,500 £31,750
25th Percentile £44,842 £41,750 £41,250
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - +4.76%
75th Percentile £80,000 £75,000 £73,750
90th Percentile £96,250 £92,500 £90,000
UK excluding London median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

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 4 July 2022.

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 4 July 2022. 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
Jobs
England +32 5,336 £60,000 +9.09% 269
London +18 3,534 £67,500 +12.50% 120
Work from Home +13 2,630 £60,000 +14.29% 85
UK excluding London +22 1,992 £52,500 +10.53% 162
South East +57 647 £55,000 +10.00% 27
North of England -8 394 £50,000 +17.65% 43
North West +12 249 £51,250 +26.54% 21
South West +20 231 £42,500 -2.86% 27
East of England -16 231 £56,000 -6.67% 15
Midlands -56 212 £50,000 +11.11% 33
Scotland -2 177 £55,000 +7.32% 8
West Midlands -17 171 £50,000 - 21
Yorkshire -41 138 £50,000 +11.11% 16
Wales +7 54 £52,500 +13.51% 4
Northern Ireland +12 46 £42,500 - 5
East Midlands -73 40 £52,500 +34.62% 11
North East -28 7 £50,000 +25.00% 6
Channel Islands - 6 £63,750 -

For the 6 months to 4 July 2022, 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 3,502 (54.53%) Data Visualisation
2 3,223 (50.19%) Analytics
3 3,031 (47.20%) SQL
4 2,488 (38.74%) Python
5 2,312 (36.00%) Agile
6 2,310 (35.97%) Business Intelligence
7 2,036 (31.70%) Social Skills
8 1,963 (30.57%) Power Platform
9 1,893 (29.48%) Power BI
10 1,807 (28.14%) Data Science
11 1,647 (25.65%) Finance
11 1,647 (25.65%) Tableau
12 1,555 (24.21%) Analytical Skills
13 1,526 (23.76%) Azure
14 1,497 (23.31%) AWS
15 1,408 (21.92%) Degree
16 1,308 (20.37%) Data Analysis
17 1,139 (17.74%) Data Modelling
18 1,127 (17.55%) Problem-Solving
19 1,109 (17.27%) Data Warehouse
20 1,107 (17.24%) Machine Learning
21 1,091 (16.99%) ETL
22 1,064 (16.57%) Software Engineering
23 1,014 (15.79%) Data Analytics
24 993 (15.46%) React
25 967 (15.06%) JavaScript
26 940 (14.64%) User Experience
27 909 (14.15%) Data Engineering
28 906 (14.11%) R
29 904 (14.08%) 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
1 473 (7.37%) Apache Spark
2 348 (5.42%) SAS
3 193 (3.01%) Apache Airflow
4 143 (2.23%) Apache
5 102 (1.59%) Jupyter
6 95 (1.48%) SharePoint
7 63 (0.98%) nginx
8 42 (0.65%) Oracle Workflow
9 40 (0.62%) CMS
10 39 (0.61%) ArcGIS
11 37 (0.58%) Confluence
12 23 (0.36%) SharePoint 2013
13 16 (0.25%) Apache Pig
14 14 (0.22%) WordPress
15 12 (0.19%) Apache Solr
16 11 (0.17%) OpenStack
17 10 (0.16%) Ethereum
17 10 (0.16%) Umbraco
18 9 (0.14%) Tomcat
19 8 (0.12%) Drupal
Applications
1 678 (10.56%) Microsoft Excel
2 178 (2.77%) Microsoft Office
2 178 (2.77%) Microsoft PowerPoint
3 96 (1.49%) Photoshop
4 95 (1.48%) Sketch
5 75 (1.17%) InVision
6 63 (0.98%) Adobe Illustrator
7 60 (0.93%) SPSS
8 53 (0.83%) Adobe Premiere
9 51 (0.79%) Adobe Creative Suite
10 50 (0.78%) Spreadsheet
11 44 (0.69%) Adobe After Effects
12 38 (0.59%) Adobe XD
12 38 (0.59%) MS Visio
13 29 (0.45%) Marvel
14 26 (0.40%) Microsoft Project
15 18 (0.28%) Revit
16 15 (0.23%) SOLIDWORKS
17 13 (0.20%) 3ds Max
17 13 (0.20%) Maya
Business Applications
1 51 (0.79%) Dynamics CRM
2 34 (0.53%) SessionCam
3 33 (0.51%) WebTrends
4 19 (0.30%) Magento
4 19 (0.30%) Oracle Payables
4 19 (0.30%) SAP S/4HANA
5 18 (0.28%) Odoo
6 15 (0.23%) Dynamics NAV
7 14 (0.22%) IBM Planning Analytics
8 12 (0.19%) SAP ERP
9 11 (0.17%) JDE OneWorld
9 11 (0.17%) SAP MDG
10 8 (0.12%) FastStats
10 8 (0.12%) Sprinklr
11 4 (0.062%) TrackWise
12 3 (0.047%) ResourceLink
12 3 (0.047%) SAP Oil and Gas
12 3 (0.047%) Shopify
13 2 (0.031%) Infor M3
13 2 (0.031%) NetSuite
Cloud Services
1 1,963 (30.57%) Power Platform
2 1,526 (23.76%) Azure
3 1,497 (23.31%) AWS
4 866 (13.48%) GCP
5 367 (5.71%) SaaS
6 307 (4.78%) Google Analytics
7 304 (4.73%) Serverless
8 303 (4.72%) GitHub
9 252 (3.92%) Snowflake
10 245 (3.82%) Google Data Studio
11 194 (3.02%) Azure Data Factory
12 169 (2.63%) AWS Lambda
13 149 (2.32%) Figma
14 145 (2.26%) PaaS
15 143 (2.23%) Azure Synapse Analytics
16 140 (2.18%) Amazon S3
17 111 (1.73%) Azure DevOps
18 95 (1.48%) GitHub Actions
19 90 (1.40%) dbt
20 86 (1.34%) Cloud Computing
Communications & Networking
1 78 (1.21%) Internet
2 62 (0.97%) Network Security
3 41 (0.64%) Broadband
4 32 (0.50%) HTTP
5 23 (0.36%) DNS
6 17 (0.26%) VPN
7 16 (0.25%) Firewall
7 16 (0.25%) TCP/IP
8 10 (0.16%) FTP
9 9 (0.14%) SSH
10 8 (0.12%) HTTPS
10 8 (0.12%) MQTT
10 8 (0.12%) Skype
11 7 (0.11%) Unified Communications
11 7 (0.11%) VoIP
12 5 (0.078%) LAN
12 5 (0.078%) PSTN
12 5 (0.078%) WAN
13 3 (0.047%) Intrusion Detection
13 3 (0.047%) Reverse Proxy
Database & Business Intelligence
1 1,893 (29.48%) Power BI
2 1,647 (25.65%) Tableau
3 1,109 (17.27%) Data Warehouse
4 654 (10.18%) Big Data
5 606 (9.44%) SQL Server
6 496 (7.72%) PostgreSQL
7 437 (6.80%) Looker
8 421 (6.56%) NoSQL
9 411 (6.40%) Data Lake
10 375 (5.84%) BigQuery
11 370 (5.76%) Relational Database
12 359 (5.59%) SQL Server Integration Services
13 299 (4.66%) Hadoop
14 267 (4.16%) SQL Server Reporting Services
15 266 (4.14%) Amazon Redshift
16 261 (4.06%) Data Mining
17 205 (3.19%) QlikView
18 201 (3.13%) MySQL
19 194 (3.02%) Elasticsearch
20 174 (2.71%) Qlik Sense
Development Applications
1 567 (8.83%) Git (software)
2 258 (4.02%) JIRA
3 176 (2.74%) webpack
4 167 (2.60%) Jenkins
5 154 (2.40%) GitLab
6 130 (2.02%) Cypress.io
7 76 (1.18%) CircleCI
8 73 (1.14%) Selenium
9 62 (0.97%) rollup.js
10 61 (0.95%) Visual Studio
11 54 (0.84%) Storybook
12 50 (0.78%) Cucumber
13 47 (0.73%) SQL Server Management Studio (SSMS)
14 41 (0.64%) Postman
15 38 (0.59%) Axure RP
16 37 (0.58%) CMake
17 34 (0.53%) JUnit
18 33 (0.51%) JMeter
19 29 (0.45%) Mockito
20 25 (0.39%) SpecFlow
General
1 2,036 (31.70%) Social Skills
2 1,647 (25.65%) Finance
3 1,555 (24.21%) Analytical Skills
4 877 (13.66%) Marketing
5 407 (6.34%) Inclusion and Diversity
6 404 (6.29%) Retail
7 368 (5.73%) Advertising
8 328 (5.11%) Games
9 276 (4.30%) Presentation Skills
10 249 (3.88%) Legal
11 225 (3.50%) Banking
12 196 (3.05%) Pharmaceutical
12 196 (3.05%) Public Sector
13 165 (2.57%) Law
14 133 (2.07%) Manufacturing
15 130 (2.02%) Automotive
16 126 (1.96%) Publishing
17 109 (1.70%) Influencing Skills
18 106 (1.65%) Organisational Skills
19 90 (1.40%) Telecoms
Job Titles
1 1,373 (21.38%) Analyst
2 1,182 (18.41%) Developer
3 693 (10.79%) Data Engineer
4 670 (10.43%) Data Analyst
5 481 (7.49%) Software Engineer
6 368 (5.73%) Data Scientist
7 310 (4.83%) Business Intelligence Developer
8 306 (4.76%) Senior Analyst
9 300 (4.67%) Senior Developer
10 239 (3.72%) Architect
11 206 (3.21%) Senior Data Engineer
12 202 (3.15%) Graduate
13 201 (3.13%) Business Intelligence Analyst
14 178 (2.77%) Front End Developer (Client-Side Developer)
15 168 (2.62%) Data Manager
16 164 (2.55%) Consultant
17 146 (2.27%) Designer
18 142 (2.21%) Full Stack Developer
19 117 (1.82%) Analytics Manager
20 114 (1.78%) Data Architect
Libraries, Frameworks & Software Standards
1 993 (15.46%) React
2 459 (7.15%) Node.js
3 456 (7.10%) CSS
4 426 (6.63%) HTML
5 358 (5.57%) GraphQL
6 286 (4.45%) Kafka
7 280 (4.36%) AngularJS
7 280 (4.36%) Pandas
8 234 (3.64%) .NET
9 226 (3.52%) D3.js
10 223 (3.47%) REST
11 206 (3.21%) Vue.js
12 201 (3.13%) Sass
13 200 (3.11%) Jest
14 188 (2.93%) Redux
15 182 (2.83%) HTML5
16 178 (2.77%) NumPy
17 175 (2.73%) JSON
18 161 (2.51%) RESTful
19 159 (2.48%) Apollo GraphQL
Miscellaneous
1 940 (14.64%) User Experience
2 368 (5.73%) Algorithms
3 276 (4.30%) Self-Motivation
4 220 (3.43%) Management Information System
5 175 (2.73%) Cloud Native
6 159 (2.48%) Digital Media
7 140 (2.18%) Data Structures
8 134 (2.09%) Virtual Team
9 129 (2.01%) Robotics
10 117 (1.82%) Sports Betting
11 114 (1.78%) Life Science
12 112 (1.74%) Video\Live Streaming
13 105 (1.64%) Greenfield Project
14 100 (1.56%) IoT
15 99 (1.54%) Social Media
16 98 (1.53%) Mobile App
17 97 (1.51%) Blockchain
18 95 (1.48%) Hedge funds
19 79 (1.23%) Renewable Energy
20 77 (1.20%) Hackathon
Operating Systems
1 464 (7.23%) Linux
2 183 (2.85%) Windows
3 94 (1.46%) Android
4 90 (1.40%) Apple iOS
5 66 (1.03%) Unix
6 24 (0.37%) VMS
7 16 (0.25%) Windows Phone
8 9 (0.14%) Ubuntu
9 7 (0.11%) Solaris
10 5 (0.078%) Windows Server
11 1 (0.016%) Alpine Linux
11 1 (0.016%) Mac OS
11 1 (0.016%) Red Hat Enterprise Linux
11 1 (0.016%) Windows 10
11 1 (0.016%) Windows Server 2016
Processes & Methodologies
1 3,502 (54.53%) Data Visualisation
2 3,223 (50.19%) Analytics
3 2,312 (36.00%) Agile
4 2,310 (35.97%) Business Intelligence
5 1,807 (28.14%) Data Science
6 1,308 (20.37%) Data Analysis
7 1,139 (17.74%) Data Modelling
8 1,127 (17.55%) Problem-Solving
9 1,107 (17.24%) Machine Learning
10 1,091 (16.99%) ETL
11 1,064 (16.57%) Software Engineering
12 1,014 (15.79%) Data Analytics
13 909 (14.15%) Data Engineering
14 904 (14.08%) Computer Science
15 890 (13.86%) Artificial Intelligence
16 844 (13.14%) CI/CD
17 814 (12.68%) Mathematics
18 727 (11.32%) Decision-Making
19 721 (11.23%) Mentoring
20 686 (10.68%) DevOps
Programming Languages
1 3,031 (47.20%) SQL
2 2,488 (38.74%) Python
3 967 (15.06%) JavaScript
4 906 (14.11%) R
5 767 (11.94%) TypeScript
6 562 (8.75%) Java
7 364 (5.67%) C#
8 251 (3.91%) T-SQL
9 215 (3.35%) C
10 202 (3.15%) C++
11 158 (2.46%) Scala
12 128 (1.99%) Bash
13 110 (1.71%) Ruby
14 109 (1.70%) Go
15 105 (1.64%) Data Analysis Expressions (DAX)
16 90 (1.40%) ES6
17 87 (1.35%) VBA
18 86 (1.34%) PowerShell
19 83 (1.29%) Shell Script
20 75 (1.17%) MATLAB
Qualifications
1 1,408 (21.92%) Degree
2 382 (5.95%) Computer Science Degree
3 213 (3.32%) Master's Degree
4 201 (3.13%) PhD
5 162 (2.52%) Security Cleared
6 121 (1.88%) SC Cleared
7 74 (1.15%) Microsoft Certification
8 68 (1.06%) AWS Certification
9 57 (0.89%) Numerate Degree
10 51 (0.79%) TOGAF Certification
11 24 (0.37%) PMI Certification
12 17 (0.26%) CISM
13 15 (0.23%) DV Cleared
14 12 (0.19%) APMP
14 12 (0.19%) CISSP
14 12 (0.19%) CTC Cleared
14 12 (0.19%) DBS Check
14 12 (0.19%) Postgraduate
14 12 (0.19%) Tableau Certification
15 11 (0.17%) BPSS Clearance
Quality Assurance & Compliance
1 471 (7.33%) Data Quality
2 381 (5.93%) QA
3 138 (2.15%) GDPR
4 127 (1.98%) Accessibility
5 45 (0.70%) SLA
6 37 (0.58%) ISO/IEC 27001
7 30 (0.47%) Actionable Recommendations
8 29 (0.45%) CDISC
9 24 (0.37%) HL7
10 15 (0.23%) PMO
11 13 (0.20%) GxP
12 10 (0.16%) HIPAA
12 10 (0.16%) ITGC
13 6 (0.093%) SOC 2
14 5 (0.078%) Good Clinical Practice
14 5 (0.078%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
15 4 (0.062%) Cyber Essentials
15 4 (0.062%) Cyber Essentials PLUS
15 4 (0.062%) Solvency II
16 3 (0.047%) SNOMED CT
System Software
1 779 (12.13%) Docker
2 41 (0.64%) Active Directory
3 16 (0.25%) Virtual Machines
4 15 (0.23%) VirtualBox
5 12 (0.19%) Firmware
6 10 (0.16%) Apache Flume
7 9 (0.14%) VMware Infrastructure
8 8 (0.12%) HDFS
8 8 (0.12%) Hyper-V
9 6 (0.093%) vSphere
10 2 (0.031%) etcd
Systems Management
1 609 (9.48%) Kubernetes
2 346 (5.39%) Terraform
3 145 (2.26%) Grafana
4 134 (2.09%) Ansible
4 134 (2.09%) Prometheus
5 54 (0.84%) Puppet
6 36 (0.56%) Kibana
7 35 (0.55%) Argo
8 20 (0.31%) logstash
9 19 (0.30%) Panaseer
10 18 (0.28%) SCCM
11 16 (0.25%) Istio
12 8 (0.12%) Consul
12 8 (0.12%) Opscode Chef
13 6 (0.093%) Docker Swarm
13 6 (0.093%) Icinga
14 4 (0.062%) Rancher
15 3 (0.047%) EMC NetWorker
16 2 (0.031%) Nessus
16 2 (0.031%) QRadar
Vendors
1 885 (13.78%) Microsoft
2 834 (12.99%) Google
3 328 (5.11%) Oracle
4 281 (4.38%) Adobe
5 239 (3.72%) Databricks
6 180 (2.80%) Alteryx
7 163 (2.54%) Salesforce.com
8 114 (1.78%) SAP
9 107 (1.67%) Teradata
10 99 (1.54%) IBM
11 86 (1.34%) Informatica
12 80 (1.25%) Facebook
13 79 (1.23%) Apple
14 74 (1.15%) Talend
15 66 (1.03%) MuleSoft
15 66 (1.03%) Splunk
16 62 (0.97%) Cognos
17 60 (0.93%) BT
18 59 (0.92%) Cloudera
19 58 (0.90%) MicroStrategy