Visualization
UK

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 30 November 2023 with a comparison to the same period in the previous 2 years.

6 months to
30 Nov 2023
Same period 2022 Same period 2021
Rank 126 122 112
Rank change year-on-year -4 -10 +52
Permanent jobs citing Visualisation 1,413 3,649 4,087
As % of all permanent jobs advertised in the UK 2.62% 2.89% 3.16%
As % of the Processes & Methodologies category 2.79% 3.02% 3.31%
Number of salaries quoted 1,010 2,068 2,395
10th Percentile £36,250 £36,250 £34,750
25th Percentile £42,500 £45,000 £42,325
Median annual salary (50th Percentile) £59,556 £60,000 £55,000
Median % change year-on-year -0.74% +9.09% -4.35%
75th Percentile £72,500 £80,000 £73,750
90th Percentile £87,750 £100,000 £92,500
UK excluding London median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% -2.75%

All Process and Methodology Skills
UK

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.

Permanent vacancies with a requirement for process or methodology skills 50,664 120,987 123,563
As % of all permanent jobs advertised in the UK 94.08% 95.74% 95.44%
Number of salaries quoted 36,731 73,454 82,144
10th Percentile £32,500 £34,347 £32,500
25th Percentile £43,750 £45,000 £42,500
Median annual salary (50th Percentile) £60,000 £60,000 £59,500
Median % change year-on-year - +0.84% +8.18%
75th Percentile £80,000 £81,250 £77,500
90th Percentile £98,750 £100,000 £95,000
UK excluding London median annual salary £52,500 £53,000 £50,000
% change year-on-year -0.94% +6.00% +4.17%

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 30 November 2023.

Salary histogram for Visualisation in the UK

Visualisation
Top 17 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 30 November 2023. 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 +3 1,283 £59,556 -0.74% 734
UK excluding London +2 786 £50,000 - 429
Work from Home +52 678 £60,000 +4.35% 331
London -13 549 £65,000 -3.70% 372
North of England +52 223 £52,000 +4.00% 120
South West +54 183 £52,500 +5.00% 37
Midlands -10 129 £50,000 +2.04% 65
Yorkshire +30 117 £57,500 +15.00% 31
South East -42 115 £55,000 - 113
West Midlands 0 102 £52,500 +10.53% 50
North West +54 92 £50,000 +8.38% 78
Scotland +54 68 £59,556 +19.11% 40
East of England +71 52 £48,750 -15.22% 46
East Midlands +35 27 £47,500 -20.83% 14
North East +29 14 £43,000 -14.00% 15
Wales -35 10 £46,475 -11.48% 10
Northern Ireland -8 6 £50,000 - 9

Visualisation
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 106 (7.50%) Apache Spark
2 70 (4.95%) Apache
3 32 (2.26%) Apache Airflow
4 31 (2.19%) SharePoint
5 25 (1.77%) SAS
6 19 (1.34%) Jupyter
7 17 (1.20%) Confluence
8 10 (0.71%) Oracle Application Server
9 8 (0.57%) Tomcat
10 7 (0.50%) ArcGIS
10 7 (0.50%) Luigi
11 6 (0.42%) nginx
12 5 (0.35%) IIS
13 2 (0.14%) CMS
13 2 (0.14%) WordPress
14 1 (0.071%) Apache Pulsar
14 1 (0.071%) Apache Synapse
14 1 (0.071%) OpenStack
14 1 (0.071%) Oracle Workflow
Applications
1 151 (10.69%) Microsoft Excel
2 52 (3.68%) Microsoft Office
3 23 (1.63%) Microsoft PowerPoint
4 12 (0.85%) MS Visio
5 11 (0.78%) Spreadsheet
6 10 (0.71%) SPSS
7 8 (0.57%) Microsoft Project
8 4 (0.28%) Adobe After Effects
8 4 (0.28%) Blender
8 4 (0.28%) Photoshop
8 4 (0.28%) Trello
9 3 (0.21%) Adobe Premiere
9 3 (0.21%) CINEMA 4D
9 3 (0.21%) Maya
10 2 (0.14%) 3ds Max
10 2 (0.14%) Adobe Creative Suite
10 2 (0.14%) MicroStation
10 2 (0.14%) Sketch
11 1 (0.071%) CATIA
11 1 (0.071%) UserZoom
Business Applications
1 14 (0.99%) Cloudability
2 13 (0.92%) Dynamics CRM
3 7 (0.50%) NetSuite
4 5 (0.35%) BusinessWorks
4 5 (0.35%) SystmOne
5 4 (0.28%) FastStats
6 3 (0.21%) SAP S/4HANA
7 2 (0.14%) Elite 3E
7 2 (0.14%) Eloqua
8 1 (0.071%) Dynamics NAV
8 1 (0.071%) GoldMine
8 1 (0.071%) iTrent
8 1 (0.071%) Magento
8 1 (0.071%) Oracle Financials
8 1 (0.071%) SAP IBP
Cloud Services
1 709 (50.18%) Power Platform
2 397 (28.10%) Azure
3 259 (18.33%) AWS
4 221 (15.64%) GCP
5 100 (7.08%) Azure Data Factory
6 98 (6.94%) GitHub
7 74 (5.24%) Azure DevOps
8 69 (4.88%) Snowflake
9 68 (4.81%) Google Analytics
10 64 (4.53%) Azure Synapse Analytics
11 59 (4.18%) PowerApps
12 48 (3.40%) GitHub Actions
13 47 (3.33%) Vertex AI
14 37 (2.62%) Serverless
15 30 (2.12%) Power Automate
16 25 (1.77%) Amazon S3
17 24 (1.70%) dbt
17 24 (1.70%) PaaS
18 22 (1.56%) Dynamics 365
18 22 (1.56%) Microsoft 365
Communications & Networking
1 26 (1.84%) Internet
2 14 (0.99%) Network Security
3 11 (0.78%) Firewall
4 9 (0.64%) DNS
4 9 (0.64%) HTTP
5 8 (0.57%) TCP/IP
6 6 (0.42%) LAN
6 6 (0.42%) OpenVPN
6 6 (0.42%) WAN
7 3 (0.21%) Unified Communications
7 3 (0.21%) VoIP
8 2 (0.14%) Converged Networks
8 2 (0.14%) Wireless
9 1 (0.071%) FTP
9 1 (0.071%) Intranet
9 1 (0.071%) Modbus
9 1 (0.071%) VPN
9 1 (0.071%) Wi-Fi
Database & Business Intelligence
1 707 (50.04%) Power BI
2 390 (27.60%) Tableau
3 239 (16.91%) Data Warehouse
4 153 (10.83%) SQL Server
5 140 (9.91%) Data Lake
6 136 (9.62%) Big Data
7 112 (7.93%) SQL Server Integration Services
8 103 (7.29%) Looker
9 100 (7.08%) SQL Server Reporting Services
10 92 (6.51%) Relational Database
11 84 (5.94%) BigQuery
12 81 (5.73%) SQL Server Analysis Services
13 80 (5.66%) NoSQL
14 74 (5.24%) Data Mining
14 74 (5.24%) MySQL
15 65 (4.60%) PostgreSQL
16 59 (4.18%) Azure SQL Database
17 58 (4.10%) Power Query
18 51 (3.61%) Bigtable
19 48 (3.40%) Amazon QuickSight
Development Applications
1 58 (4.10%) Jenkins
2 53 (3.75%) Git
3 40 (2.83%) JIRA
4 10 (0.71%) Maven
5 7 (0.50%) SQL Server Management Studio (SSMS)
6 5 (0.35%) ERwin
6 5 (0.35%) Visual Studio Team System
7 4 (0.28%) RStudio
7 4 (0.28%) Visual Studio Code
8 3 (0.21%) Cucumber
8 3 (0.21%) GitLab
9 2 (0.14%) Axure RP
9 2 (0.14%) CMake
9 2 (0.14%) Gradle
9 2 (0.14%) SpecFlow
9 2 (0.14%) Team Foundation Server
9 2 (0.14%) TeamCity
9 2 (0.14%) Visual Studio
10 1 (0.071%) Oracle Forms
10 1 (0.071%) Toad
General
1 460 (32.55%) Finance
1 460 (32.55%) Social Skills
2 419 (29.65%) Analytical Skills
3 181 (12.81%) Banking
4 143 (10.12%) Marketing
5 106 (7.50%) Retail
6 99 (7.01%) Inclusion and Diversity
7 94 (6.65%) Presentation Skills
8 49 (3.47%) Manufacturing
9 46 (3.26%) Legal
10 42 (2.97%) Law
11 34 (2.41%) Public Sector
12 33 (2.34%) Influencing Skills
13 29 (2.05%) Electronics
14 21 (1.49%) Games
15 16 (1.13%) Documentation Skills
16 15 (1.06%) Military
17 14 (0.99%) Front Office
18 12 (0.85%) Advertising
18 12 (0.85%) Financial Institution
Job Titles
1 381 (26.96%) Analyst
2 236 (16.70%) Developer
3 232 (16.42%) Senior
4 186 (13.16%) Data Analyst
5 171 (12.10%) Data Engineer
6 119 (8.42%) Lead
7 108 (7.64%) Business Intelligence Developer
8 101 (7.15%) Architect
9 86 (6.09%) Data Scientist
10 83 (5.87%) Business Intelligence Analyst
11 81 (5.73%) Data Architect
12 72 (5.10%) Software Engineer
13 62 (4.39%) Power BI Developer
14 56 (3.96%) Business Analyst
15 51 (3.61%) Senior Analyst
16 50 (3.54%) Data Manager
17 43 (3.04%) Consultant
18 41 (2.90%) Cloud Architect
19 40 (2.83%) Senior Developer
20 38 (2.69%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 88 (6.23%) HTML
2 81 (5.73%) Kafka
3 73 (5.17%) React
4 51 (3.61%) Pandas
5 44 (3.11%) CSS
6 39 (2.76%) JSON
7 35 (2.48%) .NET
8 34 (2.41%) XML
9 33 (2.34%) PyTorch
9 33 (2.34%) TensorFlow
10 32 (2.26%) NumPy
11 29 (2.05%) Node.js
12 25 (1.77%) PySpark
13 24 (1.70%) REST
13 24 (1.70%) scikit-learn
14 20 (1.42%) Redux
15 19 (1.34%) Flask
16 16 (1.13%) MDX
16 16 (1.13%) SOAP
17 15 (1.06%) Keras
Miscellaneous
1 117 (8.28%) Algorithms
2 74 (5.24%) Management Information System
3 60 (4.25%) Public Cloud
4 53 (3.75%) Self-Motivation
5 41 (2.90%) Cyberattack
6 39 (2.76%) Onboarding
7 34 (2.41%) Data Structures
8 24 (1.70%) Data Centre
9 20 (1.42%) Augmented Reality
9 20 (1.42%) Enterprise Software
9 20 (1.42%) Product Ownership
9 20 (1.42%) Virtual Reality
10 19 (1.34%) IoT
11 18 (1.27%) Hedge funds
11 18 (1.27%) Mobile App
12 17 (1.20%) Foreign Exchange (FX)
12 17 (1.20%) Renewable Energy
13 15 (1.06%) Distributed Computing
14 13 (0.92%) Analytical Mindset
15 12 (0.85%) Linux Command Line
Operating Systems
1 53 (3.75%) Linux
2 29 (2.05%) Windows
3 18 (1.27%) Unix
4 6 (0.42%) CentOS
4 6 (0.42%) Windows Server
5 5 (0.35%) Red Hat Enterprise Linux
6 3 (0.21%) Apple iOS
7 2 (0.14%) Android
8 1 (0.071%) Windows 10
Processes & Methodologies
1 788 (55.77%) Data Visualisation
2 736 (52.09%) Business Intelligence
3 668 (47.28%) Analytics
4 423 (29.94%) Agile
5 372 (26.33%) Problem-Solving
6 344 (24.35%) Data Analysis
7 340 (24.06%) Data Modelling
8 333 (23.57%) ETL
9 330 (23.35%) Machine Learning
10 317 (22.43%) Data Science
11 268 (18.97%) Decision-Making
12 258 (18.26%) Data Analytics
13 200 (14.15%) Artificial Intelligence
14 199 (14.08%) Data Pipeline
15 189 (13.38%) Computer Science
16 182 (12.88%) Data Governance
17 180 (12.74%) Actionable Insight
17 180 (12.74%) DevOps
18 178 (12.60%) Data Engineering
19 170 (12.03%) Mathematics
Programming Languages
1 742 (52.51%) SQL
2 485 (34.32%) Python
3 157 (11.11%) R
4 122 (8.63%) JavaScript
5 120 (8.49%) Data Analysis Expressions
6 99 (7.01%) T-SQL
7 81 (5.73%) Java
8 79 (5.59%) C#
9 39 (2.76%) TypeScript
10 34 (2.41%) C++
11 29 (2.05%) C
11 29 (2.05%) PowerShell
12 28 (1.98%) MATLAB
13 25 (1.77%) VBA
14 12 (0.85%) PHP
14 12 (0.85%) Shell Script
15 11 (0.78%) VB
16 8 (0.57%) Scala
17 6 (0.42%) Bash
17 6 (0.42%) U-SQL
Qualifications
1 334 (23.64%) Degree
2 120 (8.49%) Security Cleared
3 95 (6.72%) Computer Science Degree
4 59 (4.18%) Master's Degree
5 55 (3.89%) DV Cleared
5 55 (3.89%) SC Cleared
6 28 (1.98%) Azure Certification
7 27 (1.91%) Microsoft Certification
8 23 (1.63%) Numerate Degree
9 17 (1.20%) DBS Check
9 17 (1.20%) PhD
10 13 (0.92%) Postgraduate
11 12 (0.85%) AWS Certification
12 11 (0.78%) BPSS Clearance
13 10 (0.71%) Tableau Certification
14 6 (0.42%) ISACA
14 6 (0.42%) OCP
14 6 (0.42%) Oracle Certification
14 6 (0.42%) OSCP
14 6 (0.42%) SANS
Quality Assurance & Compliance
1 180 (12.74%) Data Quality
2 64 (4.53%) QA
3 50 (3.54%) GDPR
4 38 (2.69%) Actionable Recommendations
5 20 (1.42%) PMO
6 7 (0.50%) Accessibility
7 6 (0.42%) Cyber Essentials
7 6 (0.42%) Cyber Essentials PLUS
7 6 (0.42%) IASME
8 5 (0.35%) ISO/IEC 27001
9 3 (0.21%) WCAG
10 2 (0.14%) SLA
11 1 (0.071%) California Consumer Privacy Act
11 1 (0.071%) GxP
11 1 (0.071%) HIPAA
11 1 (0.071%) IFRS
11 1 (0.071%) Sarbanes-Oxley
11 1 (0.071%) SNOMED CT
System Software
1 96 (6.79%) Docker
2 10 (0.71%) Active Directory
3 7 (0.50%) HDFS
4 2 (0.14%) Apache ZooKeeper
5 1 (0.071%) Virtual Desktop
5 1 (0.071%) VMware Infrastructure
Systems Management
1 74 (5.24%) Kubernetes
2 65 (4.60%) Terraform
3 16 (1.13%) Grafana
4 6 (0.42%) Ansible
4 6 (0.42%) Argo
4 6 (0.42%) Oozie
5 4 (0.28%) Icinga
5 4 (0.28%) Nagios
5 4 (0.28%) Prometheus
6 3 (0.21%) SCCM
7 2 (0.14%) Kibana
7 2 (0.14%) logstash
7 2 (0.14%) Microsoft Intune
7 2 (0.14%) Puppet
8 1 (0.071%) Docker Swarm
8 1 (0.071%) Kubeflow
8 1 (0.071%) Mesos
8 1 (0.071%) Progress Chef
Vendors
1 300 (21.23%) Microsoft
2 190 (13.45%) Google
3 86 (6.09%) Databricks
4 47 (3.33%) Oracle
5 35 (2.48%) Salesforce
6 30 (2.12%) SAP
7 26 (1.84%) Splunk
8 22 (1.56%) Alteryx
9 20 (1.42%) ServiceNow
10 16 (1.13%) Adobe
11 15 (1.06%) Hotjar
12 11 (0.78%) MicroStrategy
13 10 (0.71%) Atlassian
13 10 (0.71%) Cognos
13 10 (0.71%) YouTube
14 9 (0.64%) Dynatrace
14 9 (0.64%) PagerDuty
15 8 (0.57%) JD Edwards
16 6 (0.42%) Apple
16 6 (0.42%) Informatica