Period
to 13 December 2018

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 13 December 2018 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 188 235 277
Rank change year-on-year +47 +42 +21
Permanent jobs citing Visualisation 2,772 2,580 2,195
As % of all permanent IT jobs advertised in England 1.87% 1.53% 1.26%
As % of the Processes & Methodologies category 2.04% 1.67% 1.38%
Number of salaries quoted 2,058 2,067 1,754
England median annual salary £52,500 £52,500 £55,000
Median salary % change year-on-year - -4.55% +4.76%
10th Percentile £32,500 £32,400 £33,000
90th Percentile £87,500 £85,000 £92,500
UK median annual salary £52,500 £52,000 £55,000
% change year-on-year +0.96% -5.45% +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 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 135,998 154,654 159,253
As % of all permanent IT jobs advertised in England 91.63% 91.90% 91.26%
Number of salaries quoted 108,808 123,799 133,287
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,500 £50,000 £48,000
% change year-on-year +5.00% +4.17% +1.05%

Visualisation
Job Vacancy Trend in England

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

Job vacancy trend for Visualisation in England

Visualisation
Salary Trend in England

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

Salary trend for Visualisation in England

Visualisation
Salary Histogram in England

The salary distribution of IT jobs citing Visualisation in England over the 6 months to 13 December 2018.

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 13 December 2018. 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 +23 1,484 £60,000 - 237
South East +85 431 £50,000 +11.11% 47
North of England +24 278 £45,000 - 57
South West +71 228 £45,000 +2.56% 32
Midlands +50 192 £42,500 +6.92% 55
North West +17 160 £45,000 - 26
East of England -18 139 £45,000 -10.00% 46
East Midlands +58 96 £42,500 +21.43% 23
West Midlands +6 96 £38,132 -4.67% 32
Yorkshire -10 91 £42,500 -5.56% 28
North East +19 27 £42,000 -26.96% 3
Visualisation
UK

For the 6 months to 13 December 2018, 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 1,448 (52.24%) Data Visualisation
2 1,408 (50.79%) SQL
3 1,314 (47.40%) Business Intelligence
4 1,274 (45.96%) Analytics
5 1,058 (38.17%) Tableau
6 921 (33.23%) Python
7 872 (31.46%) Power BI
8 741 (26.73%) Agile Software Development
9 711 (25.65%) Finance
10 661 (23.85%) SQL Server
11 654 (23.59%) Data Science
12 640 (23.09%) Analytical Skills
13 624 (22.51%) Degree
14 622 (22.44%) Data Warehouse
15 560 (20.20%) Big Data
16 532 (19.19%) Machine Learning
17 512 (18.47%) R
18 508 (18.33%) ETL
19 507 (18.29%) Microsoft
20 484 (17.46%) SQL Server Integration Services
21 476 (17.17%) SQL Server Reporting Services
22 452 (16.31%) Data Analysis
23 450 (16.23%) Data Modelling
24 427 (15.40%) Data Analytics
25 402 (14.50%) JavaScript
26 380 (13.71%) Java
26 380 (13.71%) Microsoft Azure
27 372 (13.42%) Problem-Solving
28 369 (13.31%) Hadoop
29 366 (13.20%) SQL Server Analysis Services

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
1 316 (11.40%) Apache Spark
2 247 (8.91%) SAS
3 109 (3.93%) Apache
4 56 (2.02%) Elasticsearch
5 53 (1.91%) SharePoint
6 22 (0.79%) Confluence
7 20 (0.72%) Marvel
8 18 (0.65%) Apache Pig
8 18 (0.65%) CMS
9 17 (0.61%) Tomcat
10 16 (0.58%) GlassFish
10 16 (0.58%) IIS
11 15 (0.54%) WebLogic
11 15 (0.54%) WordPress
12 10 (0.36%) Jupyter
13 9 (0.32%) Apache Airflow
14 7 (0.25%) OpenStack
15 6 (0.22%) EPiServer
15 6 (0.22%) nginx
15 6 (0.22%) Umbraco
Applications
1 311 (11.22%) Microsoft Excel
2 83 (2.99%) SPSS
3 50 (1.80%) Microsoft Office
4 49 (1.77%) Adobe Creative Suite
5 39 (1.41%) Microsoft PowerPoint
6 33 (1.19%) InVision
7 26 (0.94%) Adobe Illustrator
7 26 (0.94%) Photoshop
8 23 (0.83%) MS Visio
9 18 (0.65%) Adobe After Effects
10 14 (0.51%) Stata
11 11 (0.40%) Flinto
12 6 (0.22%) Microsoft Project
13 5 (0.18%) Spreadsheet
14 3 (0.11%) UXPin
15 2 (0.072%) Chatbot
15 2 (0.072%) InDesign
15 2 (0.072%) Mathematica
15 2 (0.072%) OmniGraffle
16 1 (0.036%) AutoCAD
Business Applications
1 18 (0.65%) SAP S/4HANA
2 17 (0.61%) Cognos Business Intelligence
3 14 (0.51%) Dynamics AX
4 11 (0.40%) Dynamics CRM
5 9 (0.32%) Cognos TM1
6 8 (0.29%) Oracle Payables
6 8 (0.29%) Oracle Receivables
7 7 (0.25%) NetSuite
8 6 (0.22%) SAP Hybris
9 5 (0.18%) Abakus
9 5 (0.18%) Actimize
10 4 (0.14%) Movex
10 4 (0.14%) Raiser's Edge
10 4 (0.14%) SAP ERP
11 3 (0.11%) SAP Oil and Gas
11 3 (0.11%) WebTrends
12 2 (0.072%) SAP Business One
12 2 (0.072%) SAP MII
12 2 (0.072%) Unica
13 1 (0.036%) Aareon QL
Cloud Services
1 380 (13.71%) Microsoft Azure
2 262 (9.45%) Amazon AWS
3 82 (2.96%) Google Analytics
4 73 (2.63%) Google Cloud Platform
5 63 (2.27%) Azure Data Factory
6 58 (2.09%) PaaS
7 44 (1.59%) Office 365
8 42 (1.52%) Cloud Computing
9 32 (1.15%) GitHub
9 32 (1.15%) IaaS
10 25 (0.90%) SaaS
11 23 (0.83%) Adobe Analytics
11 23 (0.83%) Amazon S3
11 23 (0.83%) Serverless
12 22 (0.79%) Dynamics 365
13 20 (0.72%) Data Lake Analytics
14 17 (0.61%) Google Tag Manager
14 17 (0.61%) npm
15 16 (0.58%) Amazon EMR
15 16 (0.58%) Amazon SageMaker
Communications & Networking
1 31 (1.12%) Internet
2 29 (1.05%) HTTP
3 18 (0.65%) Firewall
4 17 (0.61%) HTTPS
4 17 (0.61%) TCP/IP
5 16 (0.58%) SSL
6 13 (0.47%) Wireless
7 11 (0.40%) DNS
8 10 (0.36%) Sourcefire
9 9 (0.32%) DHCP
9 9 (0.32%) iBeacon
10 7 (0.25%) Intrusion Detection
10 7 (0.25%) Network Security
11 6 (0.22%) PPP
11 6 (0.22%) SMS
11 6 (0.22%) Unified Communications
12 5 (0.18%) WAN
13 4 (0.14%) LAN
13 4 (0.14%) MPLS
13 4 (0.14%) Wi-Fi
Database & Business Intelligence
1 872 (31.46%) Power BI
2 661 (23.85%) SQL Server
3 622 (22.44%) Data Warehouse
4 560 (20.20%) Big Data
5 484 (17.46%) SQL Server Integration Services
6 476 (17.17%) SQL Server Reporting Services
7 369 (13.31%) Hadoop
8 366 (13.20%) SQL Server Analysis Services
9 354 (12.77%) QlikView
10 192 (6.93%) NoSQL
11 182 (6.57%) Apache Hive
12 173 (6.24%) Relational Database
13 148 (5.34%) Data Mining
14 137 (4.94%) BusinessObjects
15 127 (4.58%) Data Lake
16 117 (4.22%) Spotfire
17 102 (3.68%) MySQL
18 84 (3.03%) Amazon Redshift
19 83 (2.99%) PostgreSQL
19 83 (2.99%) SAP HANA
Development Applications
1 224 (8.08%) Git (software)
2 86 (3.10%) Jenkins
3 81 (2.92%) Visual Studio
4 75 (2.71%) Team Foundation Server
5 71 (2.56%) JIRA
6 43 (1.55%) Subversion
7 42 (1.52%) webpack
8 37 (1.33%) Visual Studio Team System
9 34 (1.23%) SQL Server Management Studio (SSMS)
10 31 (1.12%) gulp
11 26 (0.94%) ERwin
11 26 (0.94%) Grunt
12 21 (0.76%) Atlassian Bamboo
12 21 (0.76%) ER Studio
13 19 (0.69%) Axure RP
14 18 (0.65%) Vagrant
15 17 (0.61%) TeamCity
16 16 (0.58%) Jasmine
17 15 (0.54%) Cucumber
17 15 (0.54%) Karma Test Runner
General
1 711 (25.65%) Finance
2 248 (8.95%) Retail
3 208 (7.50%) Marketing
4 172 (6.20%) Telecoms
5 151 (5.45%) Banking
6 78 (2.81%) Manufacturing
7 61 (2.20%) Advertising
7 61 (2.20%) Investment Banking
8 48 (1.73%) Games
9 44 (1.59%) Electronics
10 38 (1.37%) Automotive
11 33 (1.19%) Front Office
12 31 (1.12%) Military
13 30 (1.08%) Financial Institution
14 29 (1.05%) Back Office
15 24 (0.87%) Law
15 24 (0.87%) Publishing
16 23 (0.83%) Pharmaceutical
17 20 (0.72%) Aerospace
18 16 (0.58%) Legal
Job Titles
1 798 (28.79%) Developer
2 525 (18.94%) Analyst
3 317 (11.44%) Business Intelligence Developer
4 307 (11.08%) Data Scientist
5 268 (9.67%) Data Analyst
6 203 (7.32%) Consultant
7 191 (6.89%) Architect
8 164 (5.92%) SQL Developer
9 155 (5.59%) Business Intelligence Analyst
10 138 (4.98%) Data Engineer
11 127 (4.58%) Senior Developer
12 126 (4.55%) Data Architect
13 105 (3.79%) Senior Analyst
14 97 (3.50%) Software Engineer
15 95 (3.43%) Senior Data Scientist
16 93 (3.35%) Designer
17 89 (3.21%) SSIS Developer
18 88 (3.17%) Data Consultant
19 86 (3.10%) SQL BI Developer
20 78 (2.81%) Data Manager
Libraries, Frameworks & Software Standards
1 248 (8.95%) HTML
2 225 (8.12%) CSS
3 153 (5.52%) AngularJS
4 144 (5.19%) D3.js
5 128 (4.62%) Natural Language Processing
6 127 (4.58%) React
7 111 (4.00%) .NET
8 105 (3.79%) Kafka
9 102 (3.68%) Node.js
10 97 (3.50%) HTML5
11 80 (2.89%) XML
12 77 (2.78%) MDX
13 76 (2.74%) Web Services
14 72 (2.60%) REST
15 67 (2.42%) TensorFlow
16 66 (2.38%) JSON
17 63 (2.27%) scikit-learn
18 60 (2.16%) CSS3
18 60 (2.16%) Pandas
19 55 (1.98%) jQuery
Miscellaneous
1 640 (23.09%) Analytical Skills
2 266 (9.60%) Algorithms
3 155 (5.59%) User Experience
4 108 (3.90%) Data Structures
5 98 (3.54%) Management Information System
6 93 (3.35%) Fintech
7 66 (2.38%) Mobile App
8 63 (2.27%) Greenfield Project
9 55 (1.98%) Self-Motivation
10 50 (1.80%) Social Network
11 48 (1.73%) Social Media
12 37 (1.33%) Graphic Design
13 33 (1.19%) Virtual Team
14 29 (1.05%) Internet of Things
15 28 (1.01%) NHS
16 24 (0.87%) Analytical Mindset
16 24 (0.87%) Life Science
17 23 (0.83%) Animation
17 23 (0.83%) Hedge funds
18 21 (0.76%) Credit Risk
Operating Systems
1 182 (6.57%) Linux
2 118 (4.26%) Windows
3 68 (2.45%) Unix
4 55 (1.98%) Android
5 49 (1.77%) Apple iOS
6 25 (0.90%) Red Hat Enterprise Linux
7 19 (0.69%) CentOS
8 13 (0.47%) Windows 10
8 13 (0.47%) Windows Phone
9 12 (0.43%) Ubuntu
10 11 (0.40%) Windows Server
11 8 (0.29%) Mac OS X
12 4 (0.14%) Windows Server 2003
12 4 (0.14%) Windows Server 2008
13 2 (0.072%) Windows Server 2012
14 1 (0.036%) AIX
14 1 (0.036%) DC/OS
14 1 (0.036%) Mac OS
Processes & Methodologies
1 1,448 (52.24%) Data Visualisation
2 1,314 (47.40%) Business Intelligence
3 1,274 (45.96%) Analytics
4 741 (26.73%) Agile Software Development
5 654 (23.59%) Data Science
6 532 (19.19%) Machine Learning
7 508 (18.33%) ETL
8 452 (16.31%) Data Analysis
9 450 (16.23%) Data Modelling
10 427 (15.40%) Data Analytics
11 372 (13.42%) Problem-Solving
12 362 (13.06%) Mathematics
13 318 (11.47%) Decision-Making
14 300 (10.82%) Software Engineering
15 290 (10.46%) Artificial Intelligence
16 282 (10.17%) Statistics
17 274 (9.88%) Computer Science
18 254 (9.16%) Data Management
19 238 (8.59%) Mentoring
20 230 (8.30%) Scrum
Programming Languages
1 1,408 (50.79%) SQL
2 921 (33.23%) Python
3 512 (18.47%) R
4 402 (14.50%) JavaScript
5 380 (13.71%) Java
6 322 (11.62%) T-SQL
7 242 (8.73%) C#
8 188 (6.78%) C++
9 162 (5.84%) Scala
10 144 (5.19%) C
11 94 (3.39%) Data Analysis Expressions (DAX)
12 89 (3.21%) VBA
13 73 (2.63%) PowerShell
14 63 (2.27%) PHP
15 47 (1.70%) Ruby
16 36 (1.30%) Bash Shell
17 33 (1.19%) MATLAB
18 31 (1.12%) Objective-C
19 30 (1.08%) Go
19 30 (1.08%) TypeScript
Qualifications
1 624 (22.51%) Degree
2 107 (3.86%) Security Cleared
3 86 (3.10%) PhD
4 77 (2.78%) Computer Science Degree
5 57 (2.06%) DV Cleared
6 48 (1.73%) Numerate Degree
7 47 (1.70%) SC Cleared
8 43 (1.55%) Master's Degree
9 18 (0.65%) Microsoft Certification
10 13 (0.47%) PMI Certification
11 11 (0.40%) Cisco Certification
12 8 (0.29%) CFA
12 8 (0.29%) CIMA
12 8 (0.29%) CISSP
12 8 (0.29%) ISEB
13 7 (0.25%) CCNP
13 7 (0.25%) CISM
13 7 (0.25%) TOGAF Certification
14 6 (0.22%) MCDBA
15 5 (0.18%) Postgraduate
Quality Assurance & Compliance
1 228 (8.23%) Data Quality
2 94 (3.39%) QA
3 64 (2.31%) GDPR
4 24 (0.87%) Solvency II
5 22 (0.79%) IFRS
6 21 (0.76%) ISO/IEC 27001
7 20 (0.72%) Dodd-Frank
8 13 (0.47%) Actionable Recommendations
8 13 (0.47%) IFRS 9
9 11 (0.40%) FATCA
10 6 (0.22%) SLA
11 4 (0.14%) PMBOK
12 3 (0.11%) MiFID
12 3 (0.11%) PCI DSS
12 3 (0.11%) WCAG
13 1 (0.036%) ISO 14001
13 1 (0.036%) ISO 9001
13 1 (0.036%) PMO
13 1 (0.036%) Sarbanes-Oxley
13 1 (0.036%) Section 508
System Software
1 114 (4.11%) Docker
2 35 (1.26%) HDFS
3 17 (0.61%) Apache Flume
4 15 (0.54%) VirtualBox
5 12 (0.43%) VMware Infrastructure
6 7 (0.25%) Hyper-V
6 7 (0.25%) Virtual Machines
7 5 (0.18%) Apache ZooKeeper
8 4 (0.14%) Active Directory
9 3 (0.11%) KVM
9 3 (0.11%) vSphere
10 1 (0.036%) Varnish
10 1 (0.036%) vCloud
10 1 (0.036%) VMware ESXi
10 1 (0.036%) VMware NSX
Systems Management
1 48 (1.73%) Hadoop YARN
2 40 (1.44%) Terraform
3 39 (1.41%) Kubernetes
4 37 (1.33%) Ansible
5 35 (1.26%) Puppet
6 25 (0.90%) Kibana
7 24 (0.87%) Oozie
7 24 (0.87%) Opscode Chef
8 17 (0.61%) Red Hat Spacewalk
9 15 (0.54%) Docker Swarm
9 15 (0.54%) Grafana
10 10 (0.36%) Nessus
11 6 (0.22%) Nagios
11 6 (0.22%) Prometheus
12 4 (0.14%) Cisco CUCM
12 4 (0.14%) Cisco UCCX
12 4 (0.14%) EnCase
12 4 (0.14%) Microsoft Clustering
12 4 (0.14%) Rancher
12 4 (0.14%) Salt
Vendors
1 1,058 (38.17%) Tableau
2 507 (18.29%) Microsoft
3 203 (7.32%) Oracle
4 191 (6.89%) SAP
5 163 (5.88%) Google
6 112 (4.04%) Adobe
7 93 (3.35%) Alteryx
8 81 (2.92%) Cognos
9 42 (1.52%) Informatica
9 42 (1.52%) MicroStrategy
10 37 (1.33%) Cloudera
10 37 (1.33%) Hortonworks
11 35 (1.26%) Talend
12 32 (1.15%) IBM
13 31 (1.12%) Cisco
14 27 (0.97%) Teradata
15 26 (0.94%) Red Hat
16 22 (0.79%) Databricks
17 20 (0.72%) Splunk
18 18 (0.65%) Atlassian