Period
to 22 September 2021

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 22 September 2021 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
22 Sep 2021
Same period 2020 Same period 2019
Rank 113 172 186
Rank change year-on-year +59 +14 +19
Permanent jobs citing Visualisation 3,288 942 2,576
As % of all permanent jobs advertised in England 3.06% 2.05% 2.00%
As % of the Processes & Methodologies category 3.25% 2.20% 2.16%
Number of salaries quoted 1,880 752 2,084
10th Percentile £34,225 £32,500 £32,500
25th Percentile £41,250 £42,500 £41,188
Median annual salary (50th Percentile) £55,000 £57,500 £50,000
Median % change year-on-year -4.35% +15.00% -4.76%
75th Percentile £72,500 £75,000 £67,500
90th Percentile £88,750 £96,125 £81,250
UK median annual salary £55,000 £57,500 £50,000
% change year-on-year -4.35% +15.00% -

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 101,283 42,804 119,117
As % of all permanent IT jobs advertised in England 94.14% 93.29% 92.65%
Number of salaries quoted 68,563 35,655 95,520
10th Percentile £33,000 £33,500 £30,000
25th Percentile £42,500 £42,500 £38,500
Median annual salary (50th Percentile) £57,500 £56,757 £52,500
Median % change year-on-year +1.31% +8.11% +2.94%
75th Percentile £77,500 £75,000 £71,250
90th Percentile £95,000 £92,500 £87,500
UK median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

Visualisation
Job Vacancy Trend in England

Job postings citing Visualisation as a proportion of all IT jobs advertised in England.

Job vacancy trend for Visualisation in England

Visualisation
Salary Trend in England

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

Salary trend for Visualisation in England

Visualisation
Salary Histogram in England

Salary distribution for jobs citing Visualisation in England over the 6 months to 22 September 2021.

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 22 September 2021. 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 +58 1,897 £60,000 -7.69% 188
South East -11 374 £50,000 -4.76% 58
North of England +51 367 £45,000 - 60
Midlands -14 242 £47,500 -2.56% 52
East of England +22 191 £60,000 -7.69% 32
North West +16 175 £47,500 +5.56% 35
Yorkshire +15 161 £45,000 -7.69% 19
South West +4 160 £45,000 +2.27% 37
West Midlands -28 146 £55,000 +10.00% 34
East Midlands -18 95 £39,000 +20.00% 17
North East -25 31 £32,000 -14.67% 6
Visualisation
UK

For the 6 months to 22 September 2021, 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 1,827 (55.57%) Data Visualisation
2 1,583 (48.14%) SQL
3 1,555 (47.29%) Analytics
4 1,364 (41.48%) Business Intelligence
5 1,123 (34.15%) Power Platform
6 1,117 (33.97%) Power BI
7 1,095 (33.30%) Python
8 1,036 (31.51%) Agile Software Development
9 923 (28.07%) Social Skills
10 908 (27.62%) Tableau
11 832 (25.30%) Analytical Skills
12 769 (23.39%) Finance
13 727 (22.11%) Azure
14 706 (21.47%) Data Science
15 683 (20.77%) JavaScript
16 667 (20.29%) AWS
17 616 (18.73%) Data Modelling
18 608 (18.49%) Degree
19 596 (18.13%) Data Warehouse
20 567 (17.24%) Problem-Solving
21 542 (16.48%) React
22 536 (16.30%) User Experience
23 531 (16.15%) ETL
24 529 (16.09%) Data Analysis
25 512 (15.57%) SQL Server
26 490 (14.90%) Microsoft
27 464 (14.11%) Machine Learning
28 454 (13.81%) Artificial Intelligence
29 442 (13.44%) Microsoft Excel
30 435 (13.23%) Data Analytics

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
1 199 (6.05%) Apache Spark
2 116 (3.53%) Elasticsearch
3 80 (2.43%) Apache
4 76 (2.31%) SharePoint
5 62 (1.89%) SAS
6 47 (1.43%) Apache Airflow
6 47 (1.43%) CMS
7 38 (1.16%) Jupyter
8 29 (0.88%) Confluence
9 26 (0.79%) WordPress
10 20 (0.61%) IBM Domino
10 20 (0.61%) Tomcat
11 19 (0.58%) IIS
12 17 (0.52%) Sitecore CMS
13 15 (0.46%) Apache Solr
14 14 (0.43%) Apache Pig
15 13 (0.40%) nginx
16 11 (0.33%) Umbraco
17 7 (0.21%) Oracle Workflow
18 5 (0.15%) Appian
Applications
1 442 (13.44%) Microsoft Excel
2 115 (3.50%) Microsoft Office
2 115 (3.50%) Microsoft PowerPoint
3 53 (1.61%) Figma
4 43 (1.31%) Spreadsheet
5 41 (1.25%) Sketch
6 36 (1.09%) MS Visio
7 33 (1.00%) Microsoft Project
8 29 (0.88%) Adobe Creative Suite
9 27 (0.82%) Photoshop
10 21 (0.64%) Adobe XD
11 20 (0.61%) Adobe Illustrator
12 17 (0.52%) InVision
13 13 (0.40%) InDesign
13 13 (0.40%) SPSS
14 11 (0.33%) Marvel
15 8 (0.24%) Chatbot
16 5 (0.15%) Adobe After Effects
16 5 (0.15%) Fireworks
17 3 (0.091%) AutoCAD
Business Applications
1 40 (1.22%) Sentinel
2 26 (0.79%) FastStats
3 17 (0.52%) IBM Planning Analytics
4 11 (0.33%) Sage 200
5 10 (0.30%) NetSuite
5 10 (0.30%) Primavera
5 10 (0.30%) Remedy ITSM
5 10 (0.30%) Shopify
6 7 (0.21%) Academy Revenues and Benefits
6 7 (0.21%) SAP S/4HANA
7 6 (0.18%) Eloqua
8 5 (0.15%) Magento
9 4 (0.12%) Oracle BPM
9 4 (0.12%) Summit
10 3 (0.091%) Cognos Business Intelligence
10 3 (0.091%) Distributed Ledger
10 3 (0.091%) Dynamics AX
10 3 (0.091%) Dynamics CRM
11 2 (0.061%) Oracle EBS
11 2 (0.061%) SAP Oil and Gas
Cloud Services
1 1,123 (34.15%) Power Platform
2 727 (22.11%) Azure
3 667 (20.29%) AWS
4 358 (10.89%) GCP
5 171 (5.20%) SaaS
6 163 (4.96%) Azure Data Factory
7 146 (4.44%) Serverless
8 127 (3.86%) AWS Lambda
9 119 (3.62%) Snowflake
10 99 (3.01%) GitHub
11 86 (2.62%) Google Analytics
11 86 (2.62%) PaaS
12 85 (2.59%) Amazon S3
13 82 (2.49%) Azure Synapse Analytics
14 65 (1.98%) npm
15 62 (1.89%) Amazon CloudWatch
16 45 (1.37%) IaaS
17 38 (1.16%) PowerApps
18 35 (1.06%) Azure Sentinel
18 35 (1.06%) CloudFront
Communications & Networking
1 66 (2.01%) Internet
2 35 (1.06%) Broadband
3 24 (0.73%) VPN
4 22 (0.67%) IPsec
5 16 (0.49%) DNS
6 14 (0.43%) Firewall
7 12 (0.36%) DHCP
7 12 (0.36%) FTP
8 11 (0.33%) SSL
8 11 (0.33%) TCP/IP
8 11 (0.33%) VLAN
8 11 (0.33%) VoIP
9 8 (0.24%) Intranet
9 8 (0.24%) NAS
10 7 (0.21%) HTTP
11 5 (0.15%) GSM
12 4 (0.12%) HTTPS
13 3 (0.091%) SMS
14 2 (0.061%) Network Security
14 2 (0.061%) Wireshark
Database & Business Intelligence
1 1,117 (33.97%) Power BI
2 908 (27.62%) Tableau
3 596 (18.13%) Data Warehouse
4 512 (15.57%) SQL Server
5 308 (9.37%) Big Data
6 275 (8.36%) SQL Server Integration Services
7 248 (7.54%) SQL Server Reporting Services
8 210 (6.39%) SQL Server Analysis Services
9 203 (6.17%) NoSQL
10 194 (5.90%) Relational Database
11 176 (5.35%) Hadoop
12 167 (5.08%) Data Lake
13 150 (4.56%) Data Mining
14 145 (4.41%) PostgreSQL
15 119 (3.62%) QlikView
16 117 (3.56%) BigQuery
17 111 (3.38%) Amazon Redshift
18 108 (3.28%) MongoDB
19 92 (2.80%) Qlik Sense
20 91 (2.77%) MySQL
Development Applications
1 255 (7.76%) Git (software)
2 210 (6.39%) JIRA
3 85 (2.59%) webpack
4 69 (2.10%) Visual Studio
5 65 (1.98%) Jenkins
6 45 (1.37%) GitLab
7 35 (1.06%) MSI
7 35 (1.06%) WiX
8 29 (0.88%) Octopus Deploy
9 28 (0.85%) Babel
10 27 (0.82%) Axure RP
11 25 (0.76%) Cypress.io
12 24 (0.73%) SQL Server Management Studio (SSMS)
13 20 (0.61%) Bitbucket
14 19 (0.58%) TestRail
15 18 (0.55%) Team Foundation Server
16 17 (0.52%) Storybook
17 16 (0.49%) Vagrant
18 14 (0.43%) TeamCity
19 13 (0.40%) ERwin
General
1 923 (28.07%) Social Skills
2 832 (25.30%) Analytical Skills
3 769 (23.39%) Finance
4 341 (10.37%) Marketing
5 213 (6.48%) Presentation Skills
6 172 (5.23%) Retail
7 137 (4.17%) Games
8 135 (4.11%) Law
9 132 (4.01%) Pharmaceutical
10 110 (3.35%) Inclusion and Diversity
11 99 (3.01%) Influencing Skills
12 94 (2.86%) Banking
13 84 (2.55%) Manufacturing
13 84 (2.55%) Organisational Skills
14 69 (2.10%) Advertising
15 64 (1.95%) Public Sector
16 62 (1.89%) Legal
17 55 (1.67%) Publishing
18 45 (1.37%) Financial Institution
19 40 (1.22%) Telecoms
Job Titles
1 809 (24.60%) Developer
2 784 (23.84%) Analyst
3 412 (12.53%) Data Analyst
4 309 (9.40%) Data Engineer
5 213 (6.48%) Business Intelligence Developer
6 181 (5.50%) Front End Developer (Client-Side Developer)
7 159 (4.84%) Business Intelligence Analyst
8 147 (4.47%) Architect
9 146 (4.44%) Data Scientist
10 141 (4.29%) Software Engineer
11 138 (4.20%) Consultant
12 134 (4.08%) Senior Developer
13 120 (3.65%) Insight Analyst
14 116 (3.53%) Senior Analyst
15 100 (3.04%) Data Architect
16 94 (2.86%) JavaScript Developer
17 82 (2.49%) Full Stack Developer
17 82 (2.49%) React Developer
18 80 (2.43%) SQL Analyst
19 76 (2.31%) Business Analyst
Libraries, Frameworks & Software Standards
1 542 (16.48%) React
2 326 (9.91%) CSS
3 313 (9.52%) HTML
4 265 (8.06%) Node.js
5 208 (6.33%) REST
6 175 (5.32%) Vue.js
7 173 (5.26%) AngularJS
8 146 (4.44%) GraphQL
9 145 (4.41%) .NET
10 143 (4.35%) D3.js
11 117 (3.56%) Redux
12 112 (3.41%) HTML5
13 110 (3.35%) RESTful
14 108 (3.28%) Web Services
15 89 (2.71%) JSON
16 82 (2.49%) Kafka
16 82 (2.49%) NumPy
17 73 (2.22%) Sass
18 71 (2.16%) Pandas
19 68 (2.07%) scikit-learn
Miscellaneous
1 536 (16.30%) User Experience
2 189 (5.75%) Algorithms
3 148 (4.50%) Management Information System
4 134 (4.08%) Self-Motivation
5 130 (3.95%) Life Science
6 87 (2.65%) Data Structures
7 85 (2.59%) Social Media
8 70 (2.13%) Virtual Team
9 65 (1.98%) Greenfield Project
10 62 (1.89%) Digital Media
11 51 (1.55%) Mobile App
12 50 (1.52%) Data Protection Act
13 47 (1.43%) Enterprise Software
13 47 (1.43%) Equities
14 42 (1.28%) Client/Server
15 38 (1.16%) Web 2.0
16 37 (1.13%) Analytical Mindset
17 35 (1.06%) Renewable Energy
18 33 (1.00%) Reference Data
19 28 (0.85%) Hedge funds
Operating Systems
1 158 (4.81%) Linux
2 112 (3.41%) Windows
3 62 (1.89%) Unix
4 46 (1.40%) Mac OS
5 42 (1.28%) Android
5 42 (1.28%) Apple iOS
6 14 (0.43%) Windows Server
7 13 (0.40%) Windows 10
8 11 (0.33%) Windows Server 2012
8 11 (0.33%) Windows Server 2019
9 9 (0.27%) Mesosphere
10 8 (0.24%) Solaris
Processes & Methodologies
1 1,827 (55.57%) Data Visualisation
2 1,555 (47.29%) Analytics
3 1,364 (41.48%) Business Intelligence
4 1,036 (31.51%) Agile Software Development
5 706 (21.47%) Data Science
6 616 (18.73%) Data Modelling
7 567 (17.24%) Problem-Solving
8 531 (16.15%) ETL
9 529 (16.09%) Data Analysis
10 464 (14.11%) Machine Learning
11 454 (13.81%) Artificial Intelligence
12 435 (13.23%) Data Analytics
13 403 (12.26%) Software Engineering
14 362 (11.01%) Computer Science
15 347 (10.55%) Decision-Making
16 343 (10.43%) Full Stack Development
17 323 (9.82%) Data Management
18 304 (9.25%) Mathematics
19 299 (9.09%) Data Engineering
20 295 (8.97%) DevOps
Programming Languages
1 1,583 (48.14%) SQL
2 1,095 (33.30%) Python
3 683 (20.77%) JavaScript
4 408 (12.41%) TypeScript
5 316 (9.61%) R
6 246 (7.48%) C#
7 211 (6.42%) T-SQL
8 193 (5.87%) Java
9 124 (3.77%) C++
10 92 (2.80%) Scala
11 83 (2.52%) VBA
12 82 (2.49%) PowerShell
13 81 (2.46%) C
14 76 (2.31%) Data Analysis Expressions (DAX)
15 66 (2.01%) Ruby
16 59 (1.79%) ES6
17 54 (1.64%) PHP
18 52 (1.58%) VB
19 41 (1.25%) Perl
20 39 (1.19%) Go
Qualifications
1 608 (18.49%) Degree
2 93 (2.83%) Security Cleared
3 92 (2.80%) PhD
4 84 (2.55%) Master's Degree
5 66 (2.01%) Computer Science Degree
6 60 (1.82%) SC Cleared
7 56 (1.70%) Numerate Degree
8 41 (1.25%) Microsoft Certification
9 27 (0.82%) GCFA
9 27 (0.82%) GCFE
9 27 (0.82%) GCIA
9 27 (0.82%) GCIH
9 27 (0.82%) SANS
9 27 (0.82%) Tableau Certification
10 26 (0.79%) PMI Certification
11 24 (0.73%) APMP
12 22 (0.67%) DV Cleared
13 17 (0.52%) CISA
14 16 (0.49%) CISM
14 16 (0.49%) CRISC
Quality Assurance & Compliance
1 291 (8.85%) Data Quality
2 117 (3.56%) QA
3 94 (2.86%) GDPR
4 68 (2.07%) Accessibility
5 17 (0.52%) Good Clinical Practice
6 16 (0.49%) GRC
6 16 (0.49%) ITGC
7 14 (0.43%) Actionable Recommendations
8 10 (0.30%) COBIT
9 6 (0.18%) GMP
10 5 (0.15%) GLP
10 5 (0.15%) HAZOP
10 5 (0.15%) IEC 61508
10 5 (0.15%) ISO 13485
10 5 (0.15%) ISO 26262
11 4 (0.12%) 21 CFR Part 11
11 4 (0.12%) GxP
12 2 (0.061%) ISO/IEC 27001
12 2 (0.061%) SLA
12 2 (0.061%) WCAG
System Software
1 229 (6.96%) Docker
2 33 (1.00%) VMware Infrastructure
3 22 (0.67%) Active Directory
4 11 (0.33%) vSphere
5 10 (0.30%) Apache ZooKeeper
6 8 (0.24%) VirtualBox
7 6 (0.18%) HDFS
8 4 (0.12%) Apache Flume
9 3 (0.091%) Hyper-V
9 3 (0.091%) XenApp
10 1 (0.030%) KVM
10 1 (0.030%) Virtual Machines
Systems Management
1 202 (6.14%) Kubernetes
2 84 (2.55%) Terraform
3 63 (1.92%) Ansible
4 23 (0.70%) Grafana
5 19 (0.58%) Kibana
6 18 (0.55%) Docker Swarm
7 17 (0.52%) logstash
8 16 (0.49%) Prometheus
9 13 (0.40%) Oracle EDQ
10 12 (0.36%) Puppet
10 12 (0.36%) SCCM
11 11 (0.33%) Microsoft Intune
12 10 (0.30%) Mesos
12 10 (0.30%) OpenView
12 10 (0.30%) Opscode Chef
12 10 (0.30%) OVSD
12 10 (0.30%) SCOM
13 9 (0.27%) Automic
14 8 (0.24%) Graphite
14 8 (0.24%) ZABBIX
Vendors
1 490 (14.90%) Microsoft
2 328 (9.98%) Google
3 132 (4.01%) Adobe
4 129 (3.92%) Oracle
5 119 (3.62%) Databricks
6 103 (3.13%) Alteryx
7 97 (2.95%) SAP
8 92 (2.80%) Salesforce.com
9 69 (2.10%) IBM
10 45 (1.37%) Splunk
11 42 (1.28%) Informatica
12 38 (1.16%) Dell
13 37 (1.13%) Instagram
14 33 (1.00%) VMware
15 32 (0.97%) Talend
16 28 (0.85%) MicroStrategy
17 27 (0.82%) Cloudera
18 24 (0.73%) Citrix
18 24 (0.73%) Salesforce Marketing Cloud
19 22 (0.67%) Hortonworks