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

Visualisation
UK > England
6 months to
20 Feb 2018
Same period 2017 Same period 2016
Rank 224 247 263
Rank change year-on-year +23 +16 +101
Permanent jobs citing Visualisation 2,579 2,304 2,512
As % of all permanent IT jobs advertised in England 1.56% 1.40% 1.27%
As % of the Processes & Methodologies category 1.73% 1.56% 1.43%
Number of salaries quoted 2,089 1,884 2,018
England median annual salary £53,986 £52,500 £52,500
Median salary % change year-on-year +2.83% - +5.00%
10th Percentile £32,500 £33,556 £32,500
90th Percentile £87,500 £87,125 £81,250
UK median annual salary £52,500 £52,500 £50,000
% change year-on-year - +5.00% +1.01%

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 148,691 147,625 175,152
As % of all permanent IT jobs advertised in England 89.89% 89.53% 88.85%
Number of salaries quoted 121,587 122,608 146,638
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,500 £28,500 £27,750
90th Percentile £81,250 £80,000 £77,500
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +5.56%

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 February 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 February 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 1,426 £60,000 - 198
South East +41 340 £47,500 -5.00% 56
North of England -10 275 £45,000 - 57
East of England +35 235 £55,000 +37.50% 42
South West +33 162 £44,000 -2.22% 31
North West 0 162 £42,000 -20.00% 37
Midlands +46 132 £40,000 -11.11% 43
Yorkshire 0 106 £45,000 - 15
West Midlands +29 86 £42,000 -23.64% 29
East Midlands +15 46 £32,500 -18.75% 14
North East -28 10 £48,750 +30.00% 5
Visualisation
UK

For the 6 months to 20 February 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 1,434 (55.60%) Data Visualisation
2 1,225 (47.50%) SQL
3 1,147 (44.47%) Business Intelligence
4 1,071 (41.53%) Analytics
5 943 (36.56%) Tableau
6 697 (27.03%) Python
7 691 (26.79%) SQL Server
8 617 (23.92%) Degree
9 613 (23.77%) Finance
10 608 (23.58%) Data Warehouse
11 572 (22.18%) Agile Software Development
12 554 (21.48%) Big Data
13 551 (21.36%) Power BI
14 540 (20.94%) Analytical Skills
15 536 (20.78%) Microsoft
16 512 (19.85%) ETL
17 447 (17.33%) Data Science
18 438 (16.98%) JavaScript
19 408 (15.82%) QlikView
20 403 (15.63%) SQL Server Reporting Services
21 399 (15.47%) Data Modelling
22 398 (15.43%) Hadoop
23 395 (15.32%) Data Analytics
24 386 (14.97%) SQL Server Integration Services
25 363 (14.08%) HTML
26 360 (13.96%) Machine Learning
27 355 (13.77%) Java
28 352 (13.65%) Computer Science
29 349 (13.53%) R
30 343 (13.30%) Data Analysis

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
1 308 (11.94%) Apache Spark
2 212 (8.22%) SAS
3 86 (3.33%) Apache Pig
4 84 (3.26%) Elasticsearch
5 56 (2.17%) Apache
6 21 (0.81%) Confluence
7 16 (0.62%) Apache Solr
8 15 (0.58%) JBoss
9 14 (0.54%) SharePoint
9 14 (0.54%) WordPress
10 12 (0.47%) CMS
10 12 (0.47%) Oracle SOA Suite
11 9 (0.35%) Apache Airflow
11 9 (0.35%) Tomcat
12 8 (0.31%) BizTalk Server
12 8 (0.31%) IIS
13 7 (0.27%) nginx
14 6 (0.23%) Moodle
14 6 (0.23%) WildFly
15 5 (0.19%) Luigi
Applications
1 301 (11.67%) Microsoft Excel
2 81 (3.14%) SPSS
3 56 (2.17%) Microsoft PowerPoint
4 54 (2.09%) MS Visio
5 52 (2.02%) Microsoft Office
6 39 (1.51%) Photoshop
7 28 (1.09%) Adobe Creative Suite
8 27 (1.05%) Adobe Illustrator
9 15 (0.58%) Weka
10 11 (0.43%) InDesign
11 9 (0.35%) Adobe After Effects
11 9 (0.35%) Stata
12 6 (0.23%) Adobe Premiere
12 6 (0.23%) Mathematica
13 5 (0.19%) Chatbot
13 5 (0.19%) InVision
13 5 (0.19%) Microsoft Project
14 3 (0.12%) Maya
14 3 (0.12%) Spreadsheet
15 2 (0.078%) Adobe Captivate
Business Applications
1 15 (0.58%) Cognos Business Intelligence
2 11 (0.43%) Elite 3E
2 11 (0.43%) WebTrends
3 10 (0.39%) Dynamics CRM
4 7 (0.27%) Adobe Campaign
4 7 (0.27%) Dynamics AX
5 6 (0.23%) Eloqua
5 6 (0.23%) Relativity
6 5 (0.19%) SAP Business ByDesign
6 5 (0.19%) SAP Business One
7 4 (0.16%) NetSuite
7 4 (0.16%) Oracle 11i
7 4 (0.16%) Oracle Assets
7 4 (0.16%) Oracle EBS
7 4 (0.16%) Oracle EBS R12
7 4 (0.16%) Oracle General Ledger
7 4 (0.16%) Oracle iProcurement
7 4 (0.16%) Oracle Payables
7 4 (0.16%) Oracle Receivables
8 2 (0.078%) Teamcenter
Cloud Services
1 245 (9.50%) Microsoft Azure
2 225 (8.72%) Amazon AWS
3 69 (2.68%) Google Analytics
4 52 (2.02%) Google Cloud Platform
5 49 (1.90%) Azure Data Factory
6 48 (1.86%) GitHub
7 39 (1.51%) Adobe Analytics
8 38 (1.47%) SaaS
9 35 (1.36%) Amazon EMR
10 32 (1.24%) Amazon Kinesis
11 25 (0.97%) Azure Machine Learning
12 18 (0.70%) Amazon S3
13 16 (0.62%) npm
14 15 (0.58%) Amazon EC2
15 12 (0.47%) Office 365
15 12 (0.47%) Serverless
16 11 (0.43%) IaaS
16 11 (0.43%) Virtual Private Cloud
17 10 (0.39%) Boomi
17 10 (0.39%) PaaS
Communications & Networking
1 30 (1.16%) Network Security
2 19 (0.74%) Internet
3 18 (0.70%) SSL
3 18 (0.70%) Wireless
4 15 (0.58%) TCP/IP
5 14 (0.54%) VoIP
6 11 (0.43%) DNS
6 11 (0.43%) Firewall
7 10 (0.39%) DHCP
8 9 (0.35%) SMS
9 8 (0.31%) LAN
9 8 (0.31%) WAN
10 7 (0.27%) Broadband
10 7 (0.27%) Kerberos
11 6 (0.23%) CTI
11 6 (0.23%) HTTP
11 6 (0.23%) Wi-Fi
12 5 (0.19%) PSTN
13 4 (0.16%) SAN
13 4 (0.16%) Symposium
Database & Business Intelligence
1 691 (26.79%) SQL Server
2 608 (23.58%) Data Warehouse
3 554 (21.48%) Big Data
4 551 (21.36%) Power BI
5 408 (15.82%) QlikView
6 403 (15.63%) SQL Server Reporting Services
7 398 (15.43%) Hadoop
8 386 (14.97%) SQL Server Integration Services
9 289 (11.21%) SQL Server Analysis Services
10 223 (8.65%) NoSQL
11 199 (7.72%) Relational Database
12 160 (6.20%) Apache Hive
13 147 (5.70%) MongoDB
14 134 (5.20%) Spotfire
15 130 (5.04%) Data Mining
16 109 (4.23%) MySQL
17 103 (3.99%) BusinessObjects
18 80 (3.10%) HBase
19 79 (3.06%) Amazon Redshift
20 77 (2.99%) Data Lake
Development Applications
1 111 (4.30%) Git (software)
2 77 (2.99%) JIRA
3 71 (2.75%) Team Foundation Server
4 54 (2.09%) Visual Studio
5 44 (1.71%) Jenkins
6 36 (1.40%) webpack
7 33 (1.28%) SQL Server Management Studio (SSMS)
8 32 (1.24%) Subversion
9 30 (1.16%) Grunt
10 29 (1.12%) ERwin
10 29 (1.12%) gulp
11 22 (0.85%) RStudio
12 21 (0.81%) Cucumber
13 19 (0.74%) Selenium
14 17 (0.66%) Visual Studio Team System
15 16 (0.62%) Gradle
16 14 (0.54%) Jasmine
17 12 (0.47%) Karma Test Runner
18 10 (0.39%) Eclipse
18 10 (0.39%) TeamCity
General
1 613 (23.77%) Finance
2 271 (10.51%) Marketing
3 189 (7.33%) Banking
4 149 (5.78%) Retail
5 85 (3.30%) Advertising
6 75 (2.91%) Games
7 57 (2.21%) Investment Banking
8 54 (2.09%) Law
9 47 (1.82%) Telecoms
10 46 (1.78%) Automotive
11 45 (1.74%) Manufacturing
12 41 (1.59%) Publishing
13 37 (1.43%) Legal
14 36 (1.40%) Front Office
15 35 (1.36%) Electronics
16 27 (1.05%) Pharmaceutical
17 25 (0.97%) Financial Institution
18 23 (0.89%) Military
19 14 (0.54%) Aerospace
20 11 (0.43%) Retail Banking
Job Titles
1 785 (30.44%) Developer
2 483 (18.73%) Analyst
3 276 (10.70%) Business Intelligence Developer
4 233 (9.03%) Architect
5 214 (8.30%) Data Scientist
6 198 (7.68%) Consultant
7 177 (6.86%) Business Intelligence Analyst
8 140 (5.43%) Data Analyst
9 114 (4.42%) Data Engineer
9 114 (4.42%) SQL Developer
10 113 (4.38%) Senior Developer
11 94 (3.64%) Business Analyst
12 92 (3.57%) Business Developer
13 89 (3.45%) Business Intelligence Consultant
14 85 (3.30%) Designer
15 80 (3.10%) SQL BI Developer
16 79 (3.06%) Data Architect
17 75 (2.91%) Front End Developer (Client-Side Developer)
18 67 (2.60%) JavaScript Developer
19 65 (2.52%) Senior Analyst
Libraries, Frameworks & Software Standards
1 363 (14.08%) HTML
2 317 (12.29%) CSS
3 202 (7.83%) AngularJS
4 171 (6.63%) .NET
4 171 (6.63%) React
5 139 (5.39%) HTML5
6 135 (5.23%) Node.js
7 132 (5.12%) D3.js
8 100 (3.88%) Kafka
8 100 (3.88%) Web Services
9 74 (2.87%) CSS3
9 74 (2.87%) XML
10 73 (2.83%) RESTful
11 72 (2.79%) Natural Language Processing
12 60 (2.33%) jQuery
13 53 (2.06%) ASP.NET
14 50 (1.94%) Pandas
15 49 (1.90%) WCF
16 47 (1.82%) JSON
17 46 (1.78%) REST
Miscellaneous
1 540 (20.94%) Analytical Skills
2 352 (13.65%) Computer Science
3 223 (8.65%) User Experience
4 173 (6.71%) Algorithms
5 125 (4.85%) Management Information System
6 85 (3.30%) Data Structures
7 77 (2.99%) Greenfield Project
8 65 (2.52%) Mobile App
9 48 (1.86%) Fintech
10 35 (1.36%) Social Media
11 33 (1.28%) Graphic Design
12 32 (1.24%) Analytical Mindset
13 29 (1.12%) Data Centre
14 28 (1.09%) Equities
14 28 (1.09%) Taxonomies
15 27 (1.05%) Clustering
16 26 (1.01%) Credit Risk
17 24 (0.93%) Animation
17 24 (0.93%) Robotics
18 23 (0.89%) Life Science
Operating Systems
1 187 (7.25%) Linux
2 116 (4.50%) Windows
3 70 (2.71%) Unix
4 23 (0.89%) Android
5 22 (0.85%) Apple iOS
6 15 (0.58%) Windows 10
7 11 (0.43%) Windows Server
8 9 (0.35%) CentOS
9 8 (0.31%) Red Hat Enterprise Linux
10 4 (0.16%) AIX
10 4 (0.16%) Debian
10 4 (0.16%) Mac OS X
11 3 (0.12%) Windows Server 2008
11 3 (0.12%) Windows Server 2012
12 1 (0.039%) Ubuntu
12 1 (0.039%) Windows 7
Processes & Methodologies
1 1,434 (55.60%) Data Visualisation
2 1,147 (44.47%) Business Intelligence
3 1,071 (41.53%) Analytics
4 572 (22.18%) Agile Software Development
5 512 (19.85%) ETL
6 447 (17.33%) Data Science
7 399 (15.47%) Data Modelling
8 395 (15.32%) Data Analytics
9 360 (13.96%) Machine Learning
10 343 (13.30%) Data Analysis
11 323 (12.52%) Mathematics
12 278 (10.78%) Data Management
13 233 (9.03%) Statistics
14 213 (8.26%) Scrum
14 213 (8.26%) Stakeholder Management
15 186 (7.21%) Software Engineering
16 148 (5.74%) Mentoring
17 136 (5.27%) Data Architecture
18 128 (4.96%) Project Management
19 117 (4.54%) Open Source
Programming Languages
1 1,225 (47.50%) SQL
2 697 (27.03%) Python
3 438 (16.98%) JavaScript
4 355 (13.77%) Java
5 349 (13.53%) R
6 287 (11.13%) T-SQL
7 220 (8.53%) C#
8 148 (5.74%) Scala
9 115 (4.46%) VBA
10 113 (4.38%) C++
11 87 (3.37%) C
12 71 (2.75%) Ruby
13 68 (2.64%) PHP
14 61 (2.37%) MATLAB
15 58 (2.25%) Perl
16 50 (1.94%) PowerShell
17 45 (1.74%) Bash Shell
17 45 (1.74%) TypeScript
18 44 (1.71%) Data Analysis Expressions (DAX)
19 27 (1.05%) ES6
Qualifications
1 617 (23.92%) Degree
2 89 (3.45%) Computer Science Degree
3 88 (3.41%) PhD
4 76 (2.95%) Security Cleared
5 66 (2.56%) Numerate Degree
6 33 (1.28%) SC Cleared
7 29 (1.12%) Master's Degree
7 29 (1.12%) Microsoft Certification
8 21 (0.81%) DV Cleared
9 19 (0.74%) ITIL Certification
10 17 (0.66%) Postgraduate
11 14 (0.54%) Cisco Certification
12 13 (0.50%) MBA
13 9 (0.35%) ISEB
14 8 (0.31%) ISTQB
15 7 (0.27%) MCSA
15 7 (0.27%) PMI Certification
15 7 (0.27%) PRINCE2 Certification
16 5 (0.19%) Analytics IQ
16 5 (0.19%) ISEB Practitioner
Quality Assurance & Compliance
1 176 (6.82%) Data Quality
2 98 (3.80%) QA
3 58 (2.25%) GDPR
4 15 (0.58%) MiFID
5 14 (0.54%) GCP
5 14 (0.54%) SLA
6 13 (0.50%) EMIR
7 11 (0.43%) CRD IV
8 10 (0.39%) Solvency II
9 7 (0.27%) ISO/IEC 27001
10 5 (0.19%) Actionable Recommendations
10 5 (0.19%) PMO
11 4 (0.16%) NEBOSH
12 3 (0.12%) COSHH
13 2 (0.078%) Dodd-Frank
13 2 (0.078%) FATCA
13 2 (0.078%) WCAG
14 1 (0.039%) ISO 14001
14 1 (0.039%) PCI DSS
14 1 (0.039%) TickIT
System Software
1 99 (3.84%) Docker
2 58 (2.25%) HDFS
3 31 (1.20%) Apache Flume
4 29 (1.12%) VMware Infrastructure
5 20 (0.78%) Hyper-V
6 17 (0.66%) Apache ZooKeeper
7 11 (0.43%) Active Directory
8 5 (0.19%) Virtual Machines
9 3 (0.12%) KVM
10 2 (0.078%) VMware Server
10 2 (0.078%) vSphere
11 1 (0.039%) GridGain
11 1 (0.039%) NFS
Systems Management
1 42 (1.63%) Puppet
2 24 (0.93%) Oozie
3 19 (0.74%) Ansible
3 19 (0.74%) Hadoop YARN
4 15 (0.58%) Kibana
5 14 (0.54%) Opscode Chef
6 12 (0.47%) Kubernetes
6 12 (0.47%) Nagios
6 12 (0.47%) Terraform
7 10 (0.39%) Nessus
7 10 (0.39%) Red Hat Spacewalk
8 8 (0.31%) ZABBIX
9 7 (0.27%) Red Hat Satellite
9 7 (0.27%) Systems Management Server (SMS)
10 5 (0.19%) Grafana
11 4 (0.16%) Ambari
11 4 (0.16%) Marathon
11 4 (0.16%) Mesos
11 4 (0.16%) Salt
11 4 (0.16%) Single Sign-On
Vendors
1 943 (36.56%) Tableau
2 536 (20.78%) Microsoft
3 261 (10.12%) Oracle
4 170 (6.59%) Google
5 113 (4.38%) Alteryx
6 110 (4.27%) Adobe
7 108 (4.19%) SAP
8 95 (3.68%) Cognos
9 63 (2.44%) IBM
10 62 (2.40%) MicroStrategy
11 59 (2.29%) Cisco
11 59 (2.29%) Cloudera
12 58 (2.25%) Talend
13 56 (2.17%) Teradata
14 38 (1.47%) Informatica
15 37 (1.43%) Salesforce.com
16 36 (1.40%) Hortonworks
17 35 (1.36%) Atlassian
18 29 (1.12%) VMware
19 22 (0.85%) TIBCO