Period
to 20 May 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 20 May 2018 with a comparison to the same period in the previous 2 years.

Visualization
UK > England
6 months to
20 May 2018
Same period 2017 Same period 2016
Rank 220 228 250
Rank change year-on-year +8 +22 +82
Permanent jobs citing Visualisation 2,581 2,467 2,656
As % of all permanent IT jobs advertised in England 1.60% 1.54% 1.41%
As % of the Processes & Methodologies category 1.77% 1.70% 1.56%
Number of salaries quoted 2,002 2,053 2,203
England median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - +5.00%
10th Percentile £32,025 £33,750 £33,750
90th Percentile £87,500 £85,000 £85,000
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% -

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 146,172 145,440 170,175
As % of all permanent IT jobs advertised in England 90.83% 90.50% 90.03%
Number of salaries quoted 118,504 120,201 143,133
England median annual salary £50,000 £50,000 £48,000
Median salary % change year-on-year - +4.17% +1.05%
10th Percentile £30,000 £28,250 £27,500
90th Percentile £82,500 £80,000 £77,500
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +3.26%

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 20 May 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 20 May 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 -15 1,408 £60,000 - 188
South East +37 388 £50,000 - 71
North of England +33 266 £42,625 -5.28% 52
East of England +41 233 £52,500 +31.25% 33
North West +44 175 £42,500 -15.00% 27
South West +40 162 £45,000 +5.88% 38
Midlands -16 114 £45,000 +5.88% 27
Yorkshire +7 80 £42,500 -5.56% 22
West Midlands +9 57 £47,500 - 15
East Midlands -18 56 £45,000 +12.50% 12
North East -11 13 £38,750 -22.50% 3
Visualisation
UK

For the 6 months to 20 May 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 1,407 (54.51%) Data Visualisation
2 1,206 (46.73%) SQL
3 1,119 (43.36%) Business Intelligence
4 1,078 (41.77%) Analytics
5 895 (34.68%) Tableau
6 722 (27.97%) Python
7 673 (26.08%) SQL Server
8 654 (25.34%) Agile Software Development
9 634 (24.56%) Big Data
10 602 (23.32%) Power BI
11 592 (22.94%) Degree
12 552 (21.39%) Analytical Skills
13 526 (20.38%) Finance
14 513 (19.88%) Data Warehouse
15 488 (18.91%) ETL
16 476 (18.44%) Microsoft
17 460 (17.82%) Data Science
18 440 (17.05%) Hadoop
19 431 (16.70%) SQL Server Integration Services
20 427 (16.54%) SQL Server Reporting Services
21 423 (16.39%) Data Analytics
22 399 (15.46%) Machine Learning
23 394 (15.27%) Java
24 367 (14.22%) R
25 359 (13.91%) JavaScript
26 357 (13.83%) Data Modelling
27 347 (13.44%) SQL Server Analysis Services
28 346 (13.41%) Data Analysis
29 342 (13.25%) QlikView
30 341 (13.21%) Problem-Solving

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
1 309 (11.97%) Apache Spark
2 175 (6.78%) SAS
3 98 (3.80%) Elasticsearch
4 66 (2.56%) Apache Pig
5 60 (2.32%) Apache
6 33 (1.28%) Apache Solr
7 21 (0.81%) Confluence
8 20 (0.77%) SharePoint
9 17 (0.66%) CMS
10 15 (0.58%) WordPress
11 12 (0.46%) JBoss
11 12 (0.46%) Tomcat
12 11 (0.43%) IIS
13 10 (0.39%) Oracle SOA Suite
14 9 (0.35%) Apache Airflow
14 9 (0.35%) R Markdown
15 8 (0.31%) EPiServer
16 7 (0.27%) nginx
16 7 (0.27%) Umbraco
17 6 (0.23%) WebLogic
Applications
1 321 (12.44%) Microsoft Excel
2 66 (2.56%) SPSS
3 54 (2.09%) Microsoft Office
4 48 (1.86%) Microsoft PowerPoint
5 40 (1.55%) MS Visio
6 25 (0.97%) Photoshop
7 23 (0.89%) Adobe Creative Suite
8 20 (0.77%) Adobe Illustrator
9 16 (0.62%) Weka
10 11 (0.43%) InDesign
11 10 (0.39%) Microsoft Project
11 10 (0.39%) Spreadsheet
11 10 (0.39%) Stata
12 5 (0.19%) Adobe After Effects
12 5 (0.19%) InVision
12 5 (0.19%) Mathematica
13 4 (0.15%) Maya
14 3 (0.12%) 3ds Max
14 3 (0.12%) Adobe Premiere
14 3 (0.12%) AutoCAD
Business Applications
1 23 (0.89%) Cognos Business Intelligence
2 9 (0.35%) Dynamics CRM
2 9 (0.35%) WebTrends
3 8 (0.31%) SAP Oil and Gas
4 7 (0.27%) Salesforce.com CRM
4 7 (0.27%) SAP S/4HANA
5 6 (0.23%) Cognos TM1
5 6 (0.23%) Eloqua
5 6 (0.23%) Relativity
5 6 (0.23%) SAP BPC
6 5 (0.19%) Abakus
7 4 (0.15%) NetSuite
7 4 (0.15%) Oracle 11i
7 4 (0.15%) Oracle Assets
7 4 (0.15%) Oracle EBS
7 4 (0.15%) Oracle EBS R12
7 4 (0.15%) Oracle General Ledger
7 4 (0.15%) Oracle iProcurement
7 4 (0.15%) Oracle Payables
7 4 (0.15%) Oracle Receivables
Cloud Services
1 268 (10.38%) Microsoft Azure
2 224 (8.68%) Amazon AWS
3 69 (2.67%) Google Analytics
4 60 (2.32%) Azure Data Factory
5 52 (2.01%) Adobe Analytics
5 52 (2.01%) GitHub
6 41 (1.59%) Google Cloud Platform
6 41 (1.59%) SaaS
7 40 (1.55%) Amazon EMR
8 33 (1.28%) Amazon Kinesis
9 27 (1.05%) npm
10 23 (0.89%) Serverless
11 22 (0.85%) Amazon S3
12 20 (0.77%) AWS Lambda
13 16 (0.62%) Amazon EC2
13 16 (0.62%) Salesforce Sales Cloud
14 15 (0.58%) Salesforce Service Cloud
15 12 (0.46%) Cloud Computing
15 12 (0.46%) IaaS
15 12 (0.46%) PaaS
Communications & Networking
1 26 (1.01%) SSL
2 18 (0.70%) Network Security
3 14 (0.54%) Internet
3 14 (0.54%) SMS
4 12 (0.46%) DNS
5 11 (0.43%) TCP/IP
6 9 (0.35%) Symposium
7 8 (0.31%) Firewall
7 8 (0.31%) HTTP
7 8 (0.31%) Wireless
8 6 (0.23%) DHCP
8 6 (0.23%) LAN
8 6 (0.23%) VoIP
8 6 (0.23%) WAN
8 6 (0.23%) Wi-Fi
9 5 (0.19%) Broadband
9 5 (0.19%) CTI
9 5 (0.19%) PSTN
9 5 (0.19%) Sourcefire
10 4 (0.15%) OSPF
Database & Business Intelligence
1 673 (26.08%) SQL Server
2 634 (24.56%) Big Data
3 602 (23.32%) Power BI
4 513 (19.88%) Data Warehouse
5 440 (17.05%) Hadoop
6 431 (16.70%) SQL Server Integration Services
7 427 (16.54%) SQL Server Reporting Services
8 347 (13.44%) SQL Server Analysis Services
9 342 (13.25%) QlikView
10 215 (8.33%) NoSQL
11 183 (7.09%) Apache Hive
12 163 (6.32%) Relational Database
13 142 (5.50%) Data Mining
14 128 (4.96%) Data Lake
15 116 (4.49%) MongoDB
16 108 (4.18%) OLAP
17 97 (3.76%) MySQL
18 93 (3.60%) Spotfire
19 90 (3.49%) HBase
20 81 (3.14%) BusinessObjects
Development Applications
1 144 (5.58%) Git (software)
2 86 (3.33%) JIRA
3 70 (2.71%) Team Foundation Server
4 69 (2.67%) Jenkins
5 51 (1.98%) webpack
6 45 (1.74%) gulp
7 40 (1.55%) Grunt
8 39 (1.51%) SQL Server Management Studio (SSMS)
8 39 (1.51%) Visual Studio
9 32 (1.24%) Selenium
10 31 (1.20%) Cucumber
11 27 (1.05%) Gradle
11 27 (1.05%) Subversion
11 27 (1.05%) Visual Studio Team System
12 22 (0.85%) Jasmine
13 21 (0.81%) ERwin
13 21 (0.81%) Karma Test Runner
14 19 (0.74%) TeamCity
15 16 (0.62%) Eclipse
16 15 (0.58%) Maven
General
1 526 (20.38%) Finance
2 215 (8.33%) Marketing
3 180 (6.97%) Banking
4 152 (5.89%) Retail
5 131 (5.08%) Advertising
6 100 (3.87%) Investment Banking
7 73 (2.83%) Games
8 57 (2.21%) Manufacturing
9 51 (1.98%) Financial Institution
10 50 (1.94%) Telecoms
11 41 (1.59%) Front Office
12 38 (1.47%) Electronics
12 38 (1.47%) Law
12 38 (1.47%) Military
13 34 (1.32%) Pharmaceutical
14 32 (1.24%) Automotive
15 27 (1.05%) Publishing
16 24 (0.93%) Legal
17 16 (0.62%) Aerospace
18 7 (0.27%) Billing
Job Titles
1 792 (30.69%) Developer
2 493 (19.10%) Analyst
3 288 (11.16%) Business Intelligence Developer
4 225 (8.72%) Data Scientist
5 205 (7.94%) Architect
6 186 (7.21%) Business Intelligence Analyst
7 184 (7.13%) Consultant
8 154 (5.97%) Data Analyst
9 149 (5.77%) Data Engineer
10 122 (4.73%) SQL Developer
11 101 (3.91%) Senior Developer
12 99 (3.84%) Senior Analyst
13 85 (3.29%) Front End Developer (Client-Side Developer)
14 84 (3.25%) Software Engineer
15 81 (3.14%) Data Architect
16 80 (3.10%) Business Analyst
17 73 (2.83%) SSIS Developer
18 70 (2.71%) JavaScript Developer
19 69 (2.67%) Business Developer
19 69 (2.67%) Business Intelligence Consultant
Libraries, Frameworks & Software Standards
1 278 (10.77%) HTML
2 206 (7.98%) CSS
3 180 (6.97%) .NET
4 162 (6.28%) AngularJS
5 147 (5.70%) D3.js
6 128 (4.96%) Web Services
7 127 (4.92%) React
8 122 (4.73%) Node.js
9 117 (4.53%) Kafka
10 115 (4.46%) HTML5
11 114 (4.42%) Natural Language Processing
12 100 (3.87%) RESTful
13 99 (3.84%) XML
14 71 (2.75%) Pandas
15 64 (2.48%) NumPy
16 55 (2.13%) jQuery
17 53 (2.05%) CSS3
18 50 (1.94%) JSON
19 46 (1.78%) SciPy
20 45 (1.74%) WCF
Miscellaneous
1 552 (21.39%) Analytical Skills
2 328 (12.71%) Computer Science
3 213 (8.25%) User Experience
4 196 (7.59%) Algorithms
5 117 (4.53%) Management Information System
6 105 (4.07%) Self-Motivation
7 82 (3.18%) Greenfield Project
8 78 (3.02%) Data Structures
9 70 (2.71%) Mobile App
10 57 (2.21%) Fintech
11 37 (1.43%) Equities
12 35 (1.36%) Life Science
13 34 (1.32%) Cyberthreat
14 33 (1.28%) Clustering
15 31 (1.20%) Graphic Design
16 29 (1.12%) Data Centre
17 26 (1.01%) Analytical Mindset
18 22 (0.85%) Social Media
19 20 (0.77%) Robotics
20 19 (0.74%) Fixed Income
Operating Systems
1 187 (7.25%) Linux
2 137 (5.31%) Windows
3 60 (2.32%) Unix
4 27 (1.05%) Android
5 23 (0.89%) Apple iOS
5 23 (0.89%) Windows 10
6 12 (0.46%) Windows Server
7 9 (0.35%) Mac OS X
8 6 (0.23%) Debian
9 3 (0.12%) CentOS
9 3 (0.12%) Windows Server 2008
9 3 (0.12%) Windows Server 2012
10 2 (0.077%) AIX
10 2 (0.077%) Red Hat Enterprise Linux
10 2 (0.077%) Ubuntu
10 2 (0.077%) Windows Phone
11 1 (0.039%) Fedora
11 1 (0.039%) Windows 7
11 1 (0.039%) Windows Server 2003
Processes & Methodologies
1 1,407 (54.51%) Data Visualisation
2 1,119 (43.36%) Business Intelligence
3 1,078 (41.77%) Analytics
4 654 (25.34%) Agile Software Development
5 488 (18.91%) ETL
6 460 (17.82%) Data Science
7 423 (16.39%) Data Analytics
8 399 (15.46%) Machine Learning
9 357 (13.83%) Data Modelling
10 346 (13.41%) Data Analysis
11 341 (13.21%) Problem-Solving
12 291 (11.27%) Mathematics
13 232 (8.99%) Statistics
14 224 (8.68%) Scrum
15 219 (8.49%) Data Management
16 218 (8.45%) Decision-Making
17 211 (8.18%) Software Engineering
18 181 (7.01%) TDD
19 180 (6.97%) Stakeholder Management
20 172 (6.66%) Mentoring
Programming Languages
1 1,206 (46.73%) SQL
2 722 (27.97%) Python
3 394 (15.27%) Java
4 367 (14.22%) R
5 359 (13.91%) JavaScript
6 296 (11.47%) T-SQL
7 214 (8.29%) C#
8 152 (5.89%) Scala
9 147 (5.70%) C++
10 143 (5.54%) VBA
11 120 (4.65%) C
12 93 (3.60%) Data Analysis Expressions (DAX)
13 91 (3.53%) MATLAB
14 72 (2.79%) PowerShell
15 52 (2.01%) PHP
15 52 (2.01%) Ruby
16 50 (1.94%) Perl
17 46 (1.78%) TypeScript
18 36 (1.39%) Bash Shell
19 34 (1.32%) PL/SQL
Qualifications
1 592 (22.94%) Degree
2 111 (4.30%) Security Cleared
3 100 (3.87%) PhD
4 90 (3.49%) Computer Science Degree
5 78 (3.02%) Numerate Degree
6 59 (2.29%) SC Cleared
7 34 (1.32%) Master's Degree
8 33 (1.28%) TOGAF Certification
9 30 (1.16%) DV Cleared
10 25 (0.97%) Microsoft Certification
11 12 (0.46%) Cisco Certification
12 10 (0.39%) ITIL Certification
13 8 (0.31%) ISTQB
13 8 (0.31%) MCSD
13 8 (0.31%) Microsoft Certified Architect
14 7 (0.27%) ISEB
14 7 (0.27%) MBA
14 7 (0.27%) Postgraduate
15 5 (0.19%) Analytics IQ
16 4 (0.15%) CCNP
Quality Assurance & Compliance
1 165 (6.39%) Data Quality
2 97 (3.76%) QA
3 46 (1.78%) GDPR
4 15 (0.58%) SLA
5 13 (0.50%) Solvency II
6 12 (0.46%) MiFID
7 9 (0.35%) GCP
8 7 (0.27%) EMIR
9 6 (0.23%) Dodd-Frank
9 6 (0.23%) PMO
10 5 (0.19%) FATCA
11 4 (0.15%) Actionable Recommendations
11 4 (0.15%) CRD IV
11 4 (0.15%) IFRS
11 4 (0.15%) IFRS 9
11 4 (0.15%) ISO/IEC 27001
12 3 (0.12%) COSHH
12 3 (0.12%) EFQM
13 1 (0.039%) HL7
13 1 (0.039%) Val IT
System Software
1 122 (4.73%) Docker
2 86 (3.33%) HDFS
3 27 (1.05%) Apache Flume
4 19 (0.74%) Apache ZooKeeper
5 17 (0.66%) VMware Infrastructure
6 13 (0.50%) Hyper-V
6 13 (0.50%) Virtual Machines
7 5 (0.19%) Active Directory
7 5 (0.19%) KVM
8 4 (0.15%) VirtualBox
8 4 (0.15%) vSphere
9 3 (0.12%) VMware ESXi
10 1 (0.039%) Firmware
10 1 (0.039%) NFS
10 1 (0.039%) Oracle RAC
Systems Management
1 35 (1.36%) Puppet
2 24 (0.93%) Hadoop YARN
3 23 (0.89%) Ansible
3 23 (0.89%) Kibana
4 18 (0.70%) Ambari
4 18 (0.70%) Kubernetes
4 18 (0.70%) Oozie
5 13 (0.50%) Terraform
6 12 (0.46%) Opscode Chef
7 11 (0.43%) Systems Management Server (SMS)
8 8 (0.31%) Single Sign-On
9 5 (0.19%) Nagios
9 5 (0.19%) Nessus
9 5 (0.19%) ZABBIX
10 4 (0.15%) Docker Swarm
11 3 (0.12%) Grafana
12 2 (0.077%) Failover Clustering
12 2 (0.077%) Prometheus
12 2 (0.077%) Rancher
12 2 (0.077%) Red Hat Spacewalk
Vendors
1 895 (34.68%) Tableau
2 476 (18.44%) Microsoft
3 223 (8.64%) Oracle
4 158 (6.12%) Google
5 134 (5.19%) Alteryx
6 111 (4.30%) Adobe
7 85 (3.29%) Cognos
8 81 (3.14%) SAP
9 68 (2.63%) Cloudera
10 62 (2.40%) MicroStrategy
11 57 (2.21%) Salesforce.com
12 50 (1.94%) Cisco
12 50 (1.94%) Talend
13 48 (1.86%) IBM
14 43 (1.67%) Atlassian
15 36 (1.39%) Teradata
16 34 (1.32%) Hortonworks
17 27 (1.05%) Vertica
18 25 (0.97%) Informatica
19 23 (0.89%) WorldPay