Period
to

The table below provides summary statistics for permanent job vacancies with an option to work from home (WFH) and 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 19 August 2022 with a comparison to the same period in the previous 2 years.

Visualization
UK > Work from Home
6 months to
19 Aug 2022
Same period 2021 Same period 2020
Rank 123 124 165
Rank change year-on-year +1 +41 +63
Permanent jobs citing Visualisation 2,382 1,199 155
As % of all permanent jobs with a WFH option 3.20% 2.89% 1.76%
As % of the Processes & Methodologies category 3.30% 3.02% 1.90%
Number of salaries quoted 1,014 775 122
10th Percentile £37,500 £33,250 £32,000
25th Percentile £45,000 £37,500 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% +5.00%
75th Percentile £77,500 £72,500 £64,688
90th Percentile £92,500 £87,500 £81,125
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +10.00%

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 with a WFH option and a requirement for process or methodology skills.

All Process and Methodology Skills
Work from Home
Permanent vacancies with a requirement for process or methodology skills 72,178 39,656 8,149
As % of all permanent jobs with a WFH option 96.85% 95.56% 92.71%
Number of salaries quoted 42,953 29,747 7,050
10th Percentile £36,750 £35,000 £34,000
25th Percentile £46,250 £42,500 £42,500
Median annual salary (50th Percentile) £60,189 £55,000 £55,000
Median % change year-on-year +9.43% - -
75th Percentile £80,000 £75,000 £73,750
90th Percentile £95,000 £90,000 £85,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Visualisation
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Visualisation as a proportion of all IT jobs advertised.

Visualisation trend for jobs with a WFH option

Visualisation
Salary Trend for Jobs with a WFH Option

3-month moving average salary quoted in job vacancies with a work from home option citing Visualisation.

Visualisation salary trend for jobs with a WFH option

Visualisation
Salary Histogram for Jobs with a WFH Option

Salary distribution for jobs with a work from home option citing Visualisation over the 6 months to 19 August 2022.

Visualisation salary histogram for jobs with a WFH option

For the 6 months to 19 August 2022, Visualisation job roles required the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent jobs with a WFH option and a requirement for Visualisation.

1 1,373 (57.64%) Data Visualisation
2 1,223 (51.34%) SQL
3 1,165 (48.91%) Analytics
4 1,039 (43.62%) Python
5 1,016 (42.65%) Business Intelligence
6 810 (34.01%) Agile
7 774 (32.49%) Social Skills
8 770 (32.33%) Power Platform
9 762 (31.99%) Power BI
10 670 (28.13%) AWS
11 668 (28.04%) Data Science
12 652 (27.37%) Tableau
13 607 (25.48%) Finance
14 583 (24.48%) Azure
15 554 (23.26%) Analytical Skills
16 477 (20.03%) Data Warehouse
17 474 (19.90%) Data Modelling
18 439 (18.43%) Data Analysis
19 413 (17.34%) Software Engineering
20 412 (17.30%) ETL
20 412 (17.30%) Problem-Solving
21 407 (17.09%) R
22 394 (16.54%) Degree
23 390 (16.37%) Marketing
24 385 (16.16%) Machine Learning
25 378 (15.87%) Google
26 373 (15.66%) React
27 363 (15.24%) GCP
28 362 (15.20%) Data Analytics
28 362 (15.20%) JavaScript

Visualisation
Co-occurring IT Skills with a WFH Option 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 98 (4.11%) Apache Spark
2 85 (3.57%) Apache Airflow
3 48 (2.02%) SAS
4 47 (1.97%) Apache
5 38 (1.60%) Jupyter
6 30 (1.26%) SharePoint
7 22 (0.92%) Confluence
8 19 (0.80%) Oracle Workflow
9 14 (0.59%) Tomcat
10 11 (0.46%) ArcGIS
11 7 (0.29%) Apache Pig
11 7 (0.29%) Ethereum
12 5 (0.21%) Adobe Experience Manager
13 4 (0.17%) CMS
14 3 (0.13%) R Markdown
14 3 (0.13%) WordPress
15 2 (0.084%) Apache Pulsar
15 2 (0.084%) Luigi
15 2 (0.084%) Umbraco
16 1 (0.042%) Drupal
Applications
1 239 (10.03%) Microsoft Excel
2 62 (2.60%) Microsoft Office
3 57 (2.39%) Microsoft PowerPoint
4 44 (1.85%) Sketch
5 40 (1.68%) InVision
6 23 (0.97%) Photoshop
7 22 (0.92%) Adobe XD
8 18 (0.76%) Marvel
9 17 (0.71%) SPSS
10 14 (0.59%) Spreadsheet
11 13 (0.55%) Microsoft Project
11 13 (0.55%) MS Visio
12 9 (0.38%) Adobe Illustrator
13 5 (0.21%) Campfire
14 4 (0.17%) Adobe Creative Suite
15 2 (0.084%) SketchUp
15 2 (0.084%) Stata
15 2 (0.084%) Zeplin
16 1 (0.042%) AutoCAD
16 1 (0.042%) Gephi
Business Applications
1 24 (1.01%) Dynamics CRM
2 7 (0.29%) Oracle Assets
2 7 (0.29%) Oracle Procure-to-Pay
2 7 (0.29%) Oracle Subledger Accounting
3 3 (0.13%) Shopify
4 2 (0.084%) Dynamics NAV
4 2 (0.084%) Infor M3
4 2 (0.084%) Loan IQ
4 2 (0.084%) Temenos T24
5 1 (0.042%) Payment Gateway
5 1 (0.042%) SAP ERP
5 1 (0.042%) SAP Hybris
5 1 (0.042%) SessionCam
Cloud Services
1 770 (32.33%) Power Platform
2 670 (28.13%) AWS
3 583 (24.48%) Azure
4 363 (15.24%) GCP
5 176 (7.39%) SaaS
6 170 (7.14%) Google Analytics
7 129 (5.42%) GitHub
8 124 (5.21%) Google Data Studio
9 101 (4.24%) Serverless
10 92 (3.86%) Snowflake
11 87 (3.65%) Figma
12 71 (2.98%) Azure Data Factory
13 70 (2.94%) Azure DevOps
13 70 (2.94%) PaaS
14 56 (2.35%) Azure Synapse Analytics
15 55 (2.31%) dbt
16 45 (1.89%) GitHub Actions
17 40 (1.68%) Matillion
18 39 (1.64%) AWS Lambda
19 36 (1.51%) Amazon S3
Communications & Networking
1 40 (1.68%) Internet
2 36 (1.51%) Network Security
3 20 (0.84%) VPN
4 17 (0.71%) HTTP
5 16 (0.67%) Broadband
6 14 (0.59%) DNS
7 9 (0.38%) SD-WAN
7 9 (0.38%) WAN
8 8 (0.34%) Skype
8 8 (0.34%) Unified Communications
9 7 (0.29%) 5G
9 7 (0.29%) VLAN
9 7 (0.29%) VoIP
10 6 (0.25%) SSH
11 5 (0.21%) PSTN
12 3 (0.13%) LAN
13 1 (0.042%) Kerberos
13 1 (0.042%) NAS
13 1 (0.042%) SAN
13 1 (0.042%) Wi-Fi
Database & Business Intelligence
1 762 (31.99%) Power BI
2 652 (27.37%) Tableau
3 477 (20.03%) Data Warehouse
4 257 (10.79%) PostgreSQL
5 231 (9.70%) SQL Server
6 206 (8.65%) Big Data
7 183 (7.68%) Looker
8 173 (7.26%) Data Lake
9 155 (6.51%) Relational Database
10 135 (5.67%) BigQuery
11 126 (5.29%) Amazon Redshift
12 115 (4.83%) SQL Server Integration Services
13 113 (4.74%) MySQL
14 94 (3.95%) SQL Server Reporting Services
15 87 (3.65%) QlikView
16 84 (3.53%) Redis
17 81 (3.40%) NoSQL
18 80 (3.36%) Hadoop
19 62 (2.60%) Elasticsearch
20 60 (2.52%) Data Mining
Development Applications
1 274 (11.50%) Git (software)
2 117 (4.91%) JIRA
3 77 (3.23%) GitLab
4 44 (1.85%) Jenkins
5 42 (1.76%) CircleCI
6 41 (1.72%) webpack
7 32 (1.34%) Cucumber
8 27 (1.13%) CMake
9 25 (1.05%) Selenium
10 24 (1.01%) Cypress.io
11 23 (0.97%) SQL Server Management Studio (SSMS)
11 23 (0.97%) Visual Studio
12 17 (0.71%) Babel
12 17 (0.71%) Maven
13 14 (0.59%) Bundler
13 14 (0.59%) ER Studio
14 13 (0.55%) Postman
14 13 (0.55%) REST Assured
14 13 (0.55%) Serenity BDD
14 13 (0.55%) SpecFlow
General
1 774 (32.49%) Social Skills
2 607 (25.48%) Finance
3 554 (23.26%) Analytical Skills
4 390 (16.37%) Marketing
5 218 (9.15%) Retail
6 179 (7.51%) Inclusion and Diversity
7 101 (4.24%) Presentation Skills
8 85 (3.57%) Advertising
8 85 (3.57%) Public Sector
9 78 (3.27%) Banking
10 77 (3.23%) Legal
11 76 (3.19%) Games
12 70 (2.94%) Publishing
13 58 (2.43%) Organisational Skills
14 49 (2.06%) Financial Institution
14 49 (2.06%) Influencing Skills
15 45 (1.89%) Pharmaceutical
16 44 (1.85%) Manufacturing
17 39 (1.64%) Law
18 34 (1.43%) Automotive
Job Titles
1 567 (23.80%) Analyst
2 458 (19.23%) Developer
3 270 (11.34%) Data Analyst
4 256 (10.75%) Data Engineer
5 216 (9.07%) Software Engineer
6 190 (7.98%) Senior Analyst
7 127 (5.33%) Business Intelligence Developer
8 124 (5.21%) Data Scientist
9 91 (3.82%) Business Intelligence Analyst
10 88 (3.69%) Senior Developer
11 79 (3.32%) Consultant
12 74 (3.11%) Front End Developer (Client-Side Developer)
13 73 (3.06%) Designer
13 73 (3.06%) Senior Data Engineer
14 71 (2.98%) DevOps Engineer
15 67 (2.81%) Data Manager
16 63 (2.64%) Marketing Analyst
16 63 (2.64%) Senior Marketing Analyst
17 61 (2.56%) Architect
18 51 (2.14%) Product Manager
Libraries, Frameworks & Software Standards
1 373 (15.66%) React
2 200 (8.40%) Node.js
3 181 (7.60%) CSS
4 166 (6.97%) HTML
5 154 (6.47%) GraphQL
6 117 (4.91%) AngularJS
7 100 (4.20%) D3.js
8 93 (3.90%) Vue.js
9 88 (3.69%) Pandas
10 78 (3.27%) Kafka
11 77 (3.23%) Django
12 76 (3.19%) NumPy
13 68 (2.85%) HTML5
14 66 (2.77%) REST
15 61 (2.56%) JSON
16 57 (2.39%) .NET
17 54 (2.27%) Sass
18 49 (2.06%) Jest
19 47 (1.97%) CSS3
19 47 (1.97%) Plotly
Miscellaneous
1 335 (14.06%) User Experience
2 156 (6.55%) Algorithms
3 91 (3.82%) Cloud Native
4 89 (3.74%) Self-Motivation
5 55 (2.31%) Blockchain
6 53 (2.23%) Data Structures
6 53 (2.23%) Virtual Team
7 50 (2.10%) Mobile App
8 45 (1.89%) Management Information System
9 41 (1.72%) Sports Betting
10 39 (1.64%) Hackathon
11 37 (1.55%) Blog
11 37 (1.55%) Equities
12 36 (1.51%) Hedge funds
13 34 (1.43%) FMCG
14 33 (1.39%) Foreign Exchange (FX)
15 32 (1.34%) Derivative
15 32 (1.34%) Fixed Income
15 32 (1.34%) Robotics
16 31 (1.30%) IoT
Operating Systems
1 232 (9.74%) Linux
2 122 (5.12%) Windows
3 40 (1.68%) Unix
4 31 (1.30%) Apple iOS
5 27 (1.13%) Android
6 14 (0.59%) Windows Phone
7 1 (0.042%) Alpine Linux
7 1 (0.042%) Mac OS
7 1 (0.042%) Red Hat Enterprise Linux
7 1 (0.042%) Windows Server
Processes & Methodologies
1 1,373 (57.64%) Data Visualisation
2 1,165 (48.91%) Analytics
3 1,016 (42.65%) Business Intelligence
4 810 (34.01%) Agile
5 668 (28.04%) Data Science
6 474 (19.90%) Data Modelling
7 439 (18.43%) Data Analysis
8 413 (17.34%) Software Engineering
9 412 (17.30%) ETL
9 412 (17.30%) Problem-Solving
10 385 (16.16%) Machine Learning
11 362 (15.20%) Data Analytics
12 330 (13.85%) DevOps
13 307 (12.89%) Decision-Making
14 301 (12.64%) CI/CD
15 288 (12.09%) Artificial Intelligence
16 285 (11.96%) Computer Science
17 280 (11.75%) Full Stack Development
18 277 (11.63%) Dashboard Development
19 275 (11.54%) Data Pipeline
Programming Languages
1 1,223 (51.34%) SQL
2 1,039 (43.62%) Python
3 407 (17.09%) R
4 362 (15.20%) JavaScript
5 306 (12.85%) TypeScript
6 158 (6.63%) Java
7 116 (4.87%) C#
8 83 (3.48%) C++
9 67 (2.81%) Bash
10 57 (2.39%) T-SQL
11 50 (2.10%) ES6
12 41 (1.72%) Shell Script
13 40 (1.68%) C
14 39 (1.64%) Go
15 38 (1.60%) Scala
16 37 (1.55%) VBA
17 34 (1.43%) Ruby
18 29 (1.22%) PHP
19 25 (1.05%) PL/SQL
19 25 (1.05%) PowerShell
Qualifications
1 394 (16.54%) Degree
2 92 (3.86%) Computer Science Degree
3 51 (2.14%) Master's Degree
4 46 (1.93%) PhD
5 40 (1.68%) Security Cleared
6 35 (1.47%) AWS Certification
7 29 (1.22%) SC Cleared
8 17 (0.71%) Numerate Degree
9 16 (0.67%) Microsoft Certification
10 13 (0.55%) PMI Certification
11 12 (0.50%) BPSS Clearance
12 11 (0.46%) Postgraduate
13 10 (0.42%) CISA
13 10 (0.42%) CISM
13 10 (0.42%) CISSP
13 10 (0.42%) CRISC
14 7 (0.29%) APMP
14 7 (0.29%) CEH
14 7 (0.29%) CompTIA Security+
15 6 (0.25%) CTC Cleared
Quality Assurance & Compliance
1 158 (6.63%) Data Quality
2 143 (6.00%) QA
3 43 (1.81%) Accessibility
4 20 (0.84%) ISO/IEC 27001
5 17 (0.71%) Actionable Recommendations
5 17 (0.71%) GDPR
6 12 (0.50%) SLA
7 10 (0.42%) ITGC
8 4 (0.17%) Cyber Essentials
8 4 (0.17%) Cyber Essentials PLUS
9 3 (0.13%) HIPAA
9 3 (0.13%) IASME
9 3 (0.13%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
9 3 (0.13%) PMO
9 3 (0.13%) SOC 2
10 1 (0.042%) WCAG
System Software
1 311 (13.06%) Docker
2 24 (1.01%) Active Directory
3 10 (0.42%) VMware Infrastructure
4 8 (0.34%) Hyper-V
5 7 (0.29%) Apache Flume
6 4 (0.17%) Virtual Machines
7 3 (0.13%) VirtualBox
8 2 (0.084%) Samba
Systems Management
1 203 (8.52%) Kubernetes
2 108 (4.53%) Terraform
3 57 (2.39%) Grafana
4 38 (1.60%) Ansible
5 36 (1.51%) Prometheus
6 17 (0.71%) Panaseer
6 17 (0.71%) SCCM
7 16 (0.67%) Istio
7 16 (0.67%) Kibana
8 9 (0.38%) logstash
8 9 (0.38%) Puppet
9 4 (0.17%) Consul
10 1 (0.042%) Hadoop YARN
10 1 (0.042%) Icinga
10 1 (0.042%) Nagios
10 1 (0.042%) Opscode Chef
Vendors
1 378 (15.87%) Google
2 307 (12.89%) Microsoft
3 135 (5.67%) Oracle
4 115 (4.83%) Databricks
5 62 (2.60%) Alteryx
6 59 (2.48%) Apple
7 55 (2.31%) Teradata
8 53 (2.23%) Adobe
9 44 (1.85%) Salesforce.com
10 39 (1.64%) SAP
11 36 (1.51%) IBM
12 27 (1.13%) Cadence
12 27 (1.13%) Netlify
13 26 (1.09%) Facebook
14 25 (1.05%) Remedy
15 23 (0.97%) Splunk
16 22 (0.92%) Mapbox
16 22 (0.92%) Twitter
17 21 (0.88%) Cloudera
18 20 (0.84%) Talend