Period
to 19 June 2019

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 19 June 2019 with a comparison to the same period in the previous 2 years.

Visualization
UK
6 months to
19 Jun 2019
Same period 2018 Same period 2017
Rank 185 215 230
Rank change year-on-year +30 +15 +18
Permanent jobs citing Visualisation 2,747 2,794 2,628
As % of all permanent IT jobs advertised in the UK 1.91% 1.62% 1.53%
As % of the Processes & Methodologies category 2.08% 1.76% 1.66%
Number of salaries quoted 2,163 2,162 2,161
UK median annual salary £50,000 £52,500 £52,500
Median salary % change year-on-year -4.76% - +0.96%
10th Percentile £32,000 £32,500 £32,500
90th Percentile £82,500 £87,500 £86,250
UK excluding London median annual salary £45,100 £46,015 £45,000
% change year-on-year -1.99% +2.25% -

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 132,251 158,378 158,006
As % of all permanent IT jobs advertised in the UK 92.03% 92.00% 91.75%
Number of salaries quoted 103,737 127,468 128,710
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £30,000 £29,000 £27,750
90th Percentile £86,250 £82,500 £78,750
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

Visualisation
Job Vacancy Trend

Job postings citing Visualisation as a percentage of all IT jobs advertised.

Job vacancy trend for Visualisation in the UK

Visualisation
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Visualisation.

Salary trend for Visualisation in the UK

Visualisation
Salary Histogram

The salary distribution of IT jobs citing Visualisation over the 6 months to 19 June 2019.

Salary histogram for Visualisation in the UK

Visualisation
Top 16 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 19 June 2019. 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 +32 2,525 £51,375 -2.14% 160
UK excluding London +46 1,377 £45,100 -1.99% 106
London +25 1,306 £60,000 - 64
South East -22 318 £47,500 -5.00% 37
South West +93 285 £45,000 +1.16% 12
North of England +7 256 £45,000 - 13
Midlands +112 231 £44,500 -6.32% 20
North West +11 159 £45,000 - 8
Scotland +39 144 £45,500 +13.75% 9
West Midlands +107 143 £42,500 -10.53% 16
East of England +2 123 £50,000 - 14
East Midlands +38 80 £44,500 -6.32% 4
Yorkshire -16 75 £45,000 - 4
North East +31 22 £32,000 -17.42% 1
Wales +11 15 £36,250 +7.41% 1
Northern Ireland -14 14 £35,000 +27.27%

For the 6 months to 19 June 2019, 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 1,501 (54.64%) SQL
2 1,459 (53.11%) Data Visualisation
3 1,397 (50.86%) Analytics
4 1,306 (47.54%) Business Intelligence
5 1,075 (39.13%) Tableau
6 985 (35.86%) Python
7 859 (31.27%) Power BI
7 859 (31.27%) Power Platform
8 773 (28.14%) Agile Software Development
9 765 (27.85%) Analytical Skills
10 696 (25.34%) Data Warehouse
11 640 (23.30%) Data Science
12 600 (21.84%) Machine Learning
13 572 (20.82%) SQL Server
14 564 (20.53%) ETL
15 523 (19.04%) Microsoft
16 503 (18.31%) R
17 502 (18.27%) SQL Server Integration Services
18 496 (18.06%) Degree
19 493 (17.95%) Big Data
20 485 (17.66%) Finance
21 484 (17.62%) Data Analytics
22 468 (17.04%) SQL Server Reporting Services
23 434 (15.80%) Data Analysis
24 420 (15.29%) Data Modelling
25 417 (15.18%) Problem-Solving
26 414 (15.07%) Java
27 402 (14.63%) Microsoft Azure
28 389 (14.16%) QlikView
29 377 (13.72%) Hadoop

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
1 294 (10.70%) Apache Spark
2 145 (5.28%) SAS
3 77 (2.80%) Apache
4 73 (2.66%) Elasticsearch
5 53 (1.93%) SharePoint
6 35 (1.27%) Apache Pig
7 26 (0.95%) Confluence
8 17 (0.62%) Tomcat
9 16 (0.58%) Jupyter
10 11 (0.40%) nginx
11 9 (0.33%) ArcGIS
11 9 (0.33%) IPython
12 8 (0.29%) CMS
13 7 (0.25%) Apache Solr
13 7 (0.25%) GeoServer
14 6 (0.22%) ArcSDE
14 6 (0.22%) GlassFish
14 6 (0.22%) IIS
14 6 (0.22%) Oracle Spatial
15 5 (0.18%) Drupal
Applications
1 321 (11.69%) Microsoft Excel
2 86 (3.13%) Microsoft Office
3 36 (1.31%) SPSS
4 35 (1.27%) Microsoft PowerPoint
5 18 (0.66%) Sketch
6 17 (0.62%) Photoshop
7 14 (0.51%) InVision
8 13 (0.47%) Adobe Illustrator
8 13 (0.47%) Stata
9 12 (0.44%) Spreadsheet
10 11 (0.40%) MS Visio
11 10 (0.36%) Adobe Creative Suite
12 9 (0.33%) Adobe After Effects
12 9 (0.33%) Zeplin
13 7 (0.25%) Adobe XD
13 7 (0.25%) Microsoft Project
14 6 (0.22%) 3ds Max
14 6 (0.22%) Chatbot
15 5 (0.18%) InDesign
16 4 (0.15%) CINEMA 4D
Business Applications
1 16 (0.58%) Magento
2 13 (0.47%) SAP S/4HANA
3 11 (0.40%) Dynamics AX
4 6 (0.22%) Movex
5 5 (0.18%) Dynamics CRM
5 5 (0.18%) SAP FI-GL
6 4 (0.15%) Infor SunSystems
7 3 (0.11%) Actimize
7 3 (0.11%) NetSuite
7 3 (0.11%) SAP ERP
7 3 (0.11%) SAP Oil and Gas
8 2 (0.073%) Cognos Business Intelligence
8 2 (0.073%) Elite 3E
8 2 (0.073%) Maximo
8 2 (0.073%) Oracle Payables
8 2 (0.073%) Oracle Receivables
9 1 (0.036%) Odoo
9 1 (0.036%) Scribe Insight
9 1 (0.036%) Sprinklr
9 1 (0.036%) Workfront
Cloud Services
1 859 (31.27%) Power Platform
2 402 (14.63%) Microsoft Azure
3 359 (13.07%) Amazon AWS
4 147 (5.35%) Google Cloud Platform
5 65 (2.37%) SaaS
6 62 (2.26%) Google Analytics
7 60 (2.18%) PaaS
8 50 (1.82%) Amazon S3
9 49 (1.78%) Azure Data Factory
10 46 (1.67%) Office 365
11 35 (1.27%) Cloud Computing
12 33 (1.20%) Amazon EC2
13 28 (1.02%) Serverless
14 21 (0.76%) Azure Stack
15 20 (0.73%) AWS Lambda
15 20 (0.73%) GitHub
16 18 (0.66%) Amazon EMR
17 16 (0.58%) Virtual Private Cloud
18 12 (0.44%) Adobe Analytics
18 12 (0.44%) Amazon Glacier
Communications & Networking
1 36 (1.31%) Internet
2 19 (0.69%) HTTP
3 11 (0.40%) DNS
4 10 (0.36%) Firewall
4 10 (0.36%) VPN
5 7 (0.25%) TCP/IP
6 5 (0.18%) HTTPS
6 5 (0.18%) SSL
7 4 (0.15%) Asterisk PBX
7 4 (0.15%) Cisco ASA
7 4 (0.15%) Ethernet
7 4 (0.15%) MPLS
7 4 (0.15%) SMTP
7 4 (0.15%) Unified Communications
7 4 (0.15%) VoIP
8 3 (0.11%) Broadband
8 3 (0.11%) Intranet
8 3 (0.11%) MVNO
8 3 (0.11%) Skype
9 2 (0.073%) Reverse Proxy
Database & Business Intelligence
1 859 (31.27%) Power BI
2 696 (25.34%) Data Warehouse
3 572 (20.82%) SQL Server
4 502 (18.27%) SQL Server Integration Services
5 493 (17.95%) Big Data
6 468 (17.04%) SQL Server Reporting Services
7 389 (14.16%) QlikView
8 377 (13.72%) Hadoop
9 348 (12.67%) SQL Server Analysis Services
10 176 (6.41%) Data Mining
11 171 (6.22%) NoSQL
12 154 (5.61%) Relational Database
13 135 (4.91%) Apache Hive
13 135 (4.91%) BusinessObjects
14 123 (4.48%) Data Lake
15 117 (4.26%) SQL Server 2012
16 103 (3.75%) Amazon Redshift
17 80 (2.91%) MySQL
18 77 (2.80%) PostgreSQL
19 74 (2.69%) MongoDB
Development Applications
1 220 (8.01%) Git (software)
2 106 (3.86%) JIRA
3 87 (3.17%) Jenkins
4 48 (1.75%) webpack
5 39 (1.42%) Team Foundation Server
6 34 (1.24%) Maven
7 32 (1.16%) Subversion
8 26 (0.95%) Bitbucket
9 24 (0.87%) Hudson
10 21 (0.76%) Gradle
11 20 (0.73%) Ant
11 20 (0.73%) gulp
11 20 (0.73%) Visual Studio
12 19 (0.69%) Atlassian Bamboo
12 19 (0.69%) JUnit
13 18 (0.66%) Axure RP
14 17 (0.62%) git-flow
15 16 (0.58%) Bitbucket Server
15 16 (0.58%) TeamCity
16 15 (0.55%) Selenium
General
1 485 (17.66%) Finance
2 266 (9.68%) Retail
3 221 (8.05%) Marketing
4 112 (4.08%) Banking
5 94 (3.42%) Telecoms
6 64 (2.33%) Legal
7 62 (2.26%) Manufacturing
8 51 (1.86%) Pharmaceutical
9 43 (1.57%) Automotive
10 41 (1.49%) Advertising
11 38 (1.38%) Electronics
12 33 (1.20%) Games
13 32 (1.16%) Law
14 21 (0.76%) Publishing
15 19 (0.69%) Investment Banking
16 12 (0.44%) Billing
16 12 (0.44%) General Ledger
17 10 (0.36%) Back Office
18 8 (0.29%) Aerospace
18 8 (0.29%) Front Office
Job Titles
1 749 (27.27%) Developer
2 651 (23.70%) Analyst
3 299 (10.88%) Business Intelligence Developer
4 295 (10.74%) Data Scientist
5 288 (10.48%) Data Analyst
6 213 (7.75%) Data Engineer
7 211 (7.68%) Business Intelligence Analyst
8 169 (6.15%) Consultant
9 144 (5.24%) Architect
9 144 (5.24%) SQL Developer
10 118 (4.30%) Senior Developer
11 104 (3.79%) Software Engineer
12 99 (3.60%) Data Architect
13 92 (3.35%) Software Developer
14 85 (3.09%) Senior Analyst
15 83 (3.02%) SQL Analyst
16 72 (2.62%) Designer
17 70 (2.55%) Data Consultant
18 68 (2.48%) Senior Data Scientist
19 67 (2.44%) SQL BI Developer
Libraries, Frameworks & Software Standards
1 216 (7.86%) HTML
2 192 (6.99%) CSS
3 116 (4.22%) D3.js
4 107 (3.90%) .NET
5 101 (3.68%) scikit-learn
6 99 (3.60%) AngularJS
6 99 (3.60%) MDX
7 89 (3.24%) Kafka
7 89 (3.24%) Web Services
8 87 (3.17%) React
9 79 (2.88%) Natural Language Processing
10 75 (2.73%) HTML5
11 68 (2.48%) JSON
12 66 (2.40%) XML
13 62 (2.26%) Pandas
14 58 (2.11%) Node.js
15 56 (2.04%) NumPy
16 55 (2.00%) Spring
17 49 (1.78%) TensorFlow
18 46 (1.67%) REST
Miscellaneous
1 765 (27.85%) Analytical Skills
2 280 (10.19%) Algorithms
3 191 (6.95%) User Experience
4 132 (4.81%) Management Information System
5 126 (4.59%) Data Structures
6 92 (3.35%) Greenfield Project
7 70 (2.55%) Self-Motivation
8 41 (1.49%) Robotics
8 41 (1.49%) Social Media
9 37 (1.35%) Mobile App
10 36 (1.31%) Internet of Things
11 32 (1.16%) Virtual Team
12 30 (1.09%) Enterprise Software
13 27 (0.98%) Clustering
14 23 (0.84%) Analytical Mindset
15 22 (0.80%) Life Science
15 22 (0.80%) Reinsurance
16 21 (0.76%) Data Centre
17 16 (0.58%) Graphic Design
18 15 (0.55%) Cyber Kill Chain
Operating Systems
1 196 (7.14%) Linux
2 63 (2.29%) Windows
3 48 (1.75%) Android
4 41 (1.49%) Apple iOS
5 33 (1.20%) Unix
6 12 (0.44%) CentOS
6 12 (0.44%) Red Hat Enterprise Linux
6 12 (0.44%) Tizen
7 9 (0.33%) Windows Server
8 8 (0.29%) Ubuntu
9 7 (0.25%) Mac OS X
10 6 (0.22%) Windows 10
11 4 (0.15%) Oracle Linux
12 3 (0.11%) Windows 7
13 1 (0.036%) Windows Phone
13 1 (0.036%) Windows Server 2012
Processes & Methodologies
1 1,459 (53.11%) Data Visualisation
2 1,397 (50.86%) Analytics
3 1,306 (47.54%) Business Intelligence
4 773 (28.14%) Agile Software Development
5 640 (23.30%) Data Science
6 600 (21.84%) Machine Learning
7 564 (20.53%) ETL
8 484 (17.62%) Data Analytics
9 434 (15.80%) Data Analysis
10 420 (15.29%) Data Modelling
11 417 (15.18%) Problem-Solving
12 358 (13.03%) Mathematics
13 314 (11.43%) Software Engineering
14 302 (10.99%) Computer Science
15 272 (9.90%) Artificial Intelligence
16 235 (8.55%) Decision-Making
17 209 (7.61%) Statistics
18 179 (6.52%) Project Management
19 175 (6.37%) Scrum
20 160 (5.82%) DevOps
Programming Languages
1 1,501 (54.64%) SQL
2 985 (35.86%) Python
3 503 (18.31%) R
4 414 (15.07%) Java
5 297 (10.81%) JavaScript
6 273 (9.94%) T-SQL
7 199 (7.24%) C#
8 163 (5.93%) Scala
9 162 (5.90%) C
10 127 (4.62%) C++
11 124 (4.51%) VBA
12 108 (3.93%) Data Analysis Expressions (DAX)
13 87 (3.17%) MATLAB
14 46 (1.67%) TypeScript
15 43 (1.57%) PowerShell
15 43 (1.57%) Ruby
16 37 (1.35%) Bash Shell
17 31 (1.13%) PL/SQL
18 30 (1.09%) Go
19 28 (1.02%) ES6
Qualifications
1 496 (18.06%) Degree
2 116 (4.22%) PhD
3 103 (3.75%) Security Cleared
4 95 (3.46%) Computer Science Degree
5 65 (2.37%) SC Cleared
6 34 (1.24%) Master's Degree
7 28 (1.02%) DV Cleared
8 25 (0.91%) Microsoft Certification
9 24 (0.87%) Numerate Degree
10 15 (0.55%) Postgraduate
11 9 (0.33%) CISA
11 9 (0.33%) DBS Check
11 9 (0.33%) PMI Certification
12 8 (0.29%) MCP
12 8 (0.29%) MCSA
13 6 (0.22%) ISTQB
14 5 (0.18%) ACCA
14 5 (0.18%) CCAB
15 4 (0.15%) MCDBA
15 4 (0.15%) MCSE
Quality Assurance & Compliance
1 204 (7.43%) Data Quality
2 59 (2.15%) QA
3 49 (1.78%) GDPR
4 17 (0.62%) ISO/IEC 27001
5 9 (0.33%) SLA
6 8 (0.29%) PMO
6 8 (0.29%) Solvency II
7 6 (0.22%) PCI DSS
8 5 (0.18%) Actionable Recommendations
9 1 (0.036%) Dodd-Frank
9 1 (0.036%) IFRS
9 1 (0.036%) NIST
9 1 (0.036%) Sarbanes-Oxley
System Software
1 96 (3.49%) Docker
2 24 (0.87%) Apache Flume
3 18 (0.66%) HDFS
3 18 (0.66%) VMware Infrastructure
4 10 (0.36%) Active Directory
5 9 (0.33%) Hyper-V
6 7 (0.25%) XenApp
7 6 (0.22%) vSphere
7 6 (0.22%) XenDesktop
8 4 (0.15%) Firmware
8 4 (0.15%) KVM
8 4 (0.15%) VirtualBox
9 3 (0.11%) BitLocker
9 3 (0.11%) Microsoft App-V
9 3 (0.11%) Varnish
9 3 (0.11%) VMware ESXi
10 1 (0.036%) Apache ZooKeeper
10 1 (0.036%) Virtual Machines
Systems Management
1 42 (1.53%) Kubernetes
2 36 (1.31%) Ansible
3 35 (1.27%) Oozie
4 31 (1.13%) Terraform
5 25 (0.91%) Ambari
6 24 (0.87%) Kibana
7 21 (0.76%) Opscode Chef
8 19 (0.69%) Puppet
9 13 (0.47%) SQL Sentry
10 9 (0.33%) Consul
11 8 (0.29%) Grafana
11 8 (0.29%) Hadoop YARN
12 7 (0.25%) ZABBIX
13 5 (0.18%) Docker Swarm
13 5 (0.18%) Salt
14 4 (0.15%) Control-M
14 4 (0.15%) Network Intrusion Detection System
14 4 (0.15%) RSA Archer
15 3 (0.11%) SCCM
15 3 (0.11%) WMI
Vendors
1 1,075 (39.13%) Tableau
2 523 (19.04%) Microsoft
3 187 (6.81%) Google
4 167 (6.08%) SAP
5 155 (5.64%) Oracle
6 73 (2.66%) Adobe
7 72 (2.62%) Alteryx
8 67 (2.44%) Cognos
9 50 (1.82%) Informatica
10 48 (1.75%) Splunk
11 45 (1.64%) IBM
12 44 (1.60%) Databricks
13 43 (1.57%) Talend
14 33 (1.20%) MicroStrategy
15 31 (1.13%) Cloudera
16 30 (1.09%) Teradata
17 25 (0.91%) Salesforce.com
18 19 (0.69%) Red Hat
19 18 (0.66%) VMware
20 16 (0.58%) IDERA