The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Visualisation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Visualisation over the 3 months to 29 March 2017 with a comparison to the same period in the previous 2 years.

Visualisation
England / North West
3 months to
29 Mar 2017
Same period 2016 Same period 2015
Rank 188 165 215
Rank change year-on-year -23 +50  
Permanent jobs citing Visualisation 60 75 40
As % of all permanent IT jobs advertised in the North West 0.98% 1.31% 0.61%
As % of the Processes & Methodologies category 1.08% 1.49% 0.68%
Number of salaries quoted 35 70 33
Median salary £52,500 £40,000 £35,000
Median salary % change year-on-year +31.25% +14.28%  
90% offered a salary of more than £35,000 £24,000 £30,000
10% offered a salary of more than £65,000 £65,000 £40,000
UK excluding London median salary £43,500 £45,000 £41,500
% change year-on-year -3.33% +8.43%  

Visualisation is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process and methodology skills.

Process & Methodology Skills
North West
Permanent job vacancies with a requirement for process and methodology skills 5547 5046 5851
As % of all permanent IT job vacancies advertised in the North West 90.28% 87.91% 88.54%
Number of salaries quoted 4623 4195 4701
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £30,000 £28,000 £27,500
10% offered a salary of more than £60,000 £57,500 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Visualisation
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing Visualisation as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Visualisation in the North West

Visualisation
Salary Trend in the North West

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

Salary trend for Visualisation in the North West

Visualisation
Salary Histogram in the North West

The salary distribution of IT jobs citing Visualisation in the North West over the 3 months to 29 March 2017.

Salary histogram for Visualisation in the North West

Visualisation
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the North West region over the 3 months to 29 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -25 51 £54,000 +27.05% 8
Merseyside -4 5 £32,500 +32.65% 1
Cheshire -6 3 £53,750 +77.84%
Visualisation
England

For the 6 months to 29 March 2017, IT jobs citing Visualisation also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Visualisation.

1 78 (59.54%) Analytics
2 71 (54.20%) Agile Software Development
3 68 (51.91%) Degree
4 58 (44.27%) Big Data
5 57 (43.51%) JavaScript
6 56 (42.75%) C#
7 55 (41.98%) Java
8 52 (39.69%) Relational Database
9 51 (38.93%) HTML
10 50 (38.17%) Python
10 50 (38.17%) Data Analytics
10 50 (38.17%) SDLC
11 49 (37.40%) CSS
12 48 (36.64%) SQL
12 48 (36.64%) jQuery
13 47 (35.88%) Hadoop
14 46 (35.11%) MongoDB
14 46 (35.11%) Data Visualisation
14 46 (35.11%) MySQL
15 45 (34.35%) Apache Spark
16 44 (33.59%) Oracle
16 44 (33.59%) C
17 43 (32.82%) Scrum
17 43 (32.82%) Apache Hive
17 43 (32.82%) DevOps
18 42 (32.06%) Apache Pig
18 42 (32.06%) Elasticsearch
18 42 (32.06%) Apache Camel
18 42 (32.06%) Hyper-V
18 42 (32.06%) Time Management

Visualisation
Co-occurring IT Skills in the North West 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 45 (34.35%) Apache Spark
2 42 (32.06%) Apache Pig
2 42 (32.06%) Elasticsearch
3 6 (4.58%) SAS
4 5 (3.82%) Confluence
5 1 (0.76%) Apache
Applications
1 14 (10.69%) MS Excel
2 3 (2.29%) Spreadsheet
2 3 (2.29%) SPSS
3 1 (0.76%) Adobe Illustrator
3 1 (0.76%) InDesign
3 1 (0.76%) MS Office
3 1 (0.76%) Photoshop
Cloud Services
1 3 (2.29%) Microsoft Azure
2 2 (1.53%) Amazon AWS
3 1 (0.76%) Amazon Kinesis
3 1 (0.76%) Google Analytics
3 1 (0.76%) Google Cloud Platform
3 1 (0.76%) IaaS
3 1 (0.76%) PaaS
Communications & Networking
1 5 (3.82%) Internet
2 2 (1.53%) TCP/IP
2 2 (1.53%) tcpdump
3 1 (0.76%) Network Security
3 1 (0.76%) SSL
Database & Business Intelligence
1 58 (44.27%) Big Data
2 52 (39.69%) Relational Database
3 47 (35.88%) Hadoop
4 46 (35.11%) MongoDB
4 46 (35.11%) MySQL
5 43 (32.82%) Apache Hive
6 42 (32.06%) RDBMS
7 20 (15.27%) QlikView
8 18 (13.74%) SQL Server
8 18 (13.74%) SQL Server Integration Services
9 15 (11.45%) SQL Server Reporting Services
10 13 (9.92%) SQL Server Analysis Services
11 12 (9.16%) Data Warehouse
12 7 (5.34%) NoSQL
12 7 (5.34%) OLAP
13 6 (4.58%) Data Mining
13 6 (4.58%) OLAP Cube
14 5 (3.82%) Power BI
14 5 (3.82%) Qlik Sense
15 4 (3.05%) Spotfire
Development Applications
1 5 (3.82%) JIRA
2 4 (3.05%) Balsamiq Mockups
3 3 (2.29%) Talend Open Studio
4 1 (0.76%) Git (software)
4 1 (0.76%) Jenkins
4 1 (0.76%) Selenium
4 1 (0.76%) SonarQube
4 1 (0.76%) Visual Website Optimizer
General
1 32 (24.43%) Military
2 14 (10.69%) Marketing
3 13 (9.92%) Finance
4 4 (3.05%) Games
5 3 (2.29%) Retail
6 2 (1.53%) Banking
6 2 (1.53%) Local Government
7 1 (0.76%) Advertising
7 1 (0.76%) Law
7 1 (0.76%) Manufacturing
Job Titles
1 46 (35.11%) Developer
2 22 (16.79%) Analyst
3 20 (15.27%) Software Engineer
4 19 (14.50%) Java Developer
4 19 (14.50%) Java Software Developer
4 19 (14.50%) Software Developer
5 18 (13.74%) JavaScript Developer
6 17 (12.98%) Data Scientist
7 14 (10.69%) Architect
8 13 (9.92%) Business Intelligence Developer
9 11 (8.40%) Software Architect
10 9 (6.87%) SSIS Developer
11 8 (6.11%) Java Engineer
11 8 (6.11%) Java Software Engineer
11 8 (6.11%) Lead Architect
11 8 (6.11%) Lead Software Architect
11 8 (6.11%) SSRS Developer
12 7 (5.34%) Front End Developer (Client-Side Developer)
13 6 (4.58%) Agile Business Analyst
13 6 (4.58%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 51 (38.93%) HTML
2 49 (37.40%) CSS
3 48 (36.64%) jQuery
4 42 (32.06%) Apache Camel
4 42 (32.06%) Hibernate
4 42 (32.06%) Java EE
4 42 (32.06%) Middleware
4 42 (32.06%) Spring
5 36 (27.48%) AngularJS
5 36 (27.48%) HTML5
6 35 (26.72%) CSS3
7 34 (25.95%) Node.js
8 16 (12.21%) LAMP
9 15 (11.45%) D3.js
10 12 (9.16%) Highcharts JS
11 11 (8.40%) .NET
12 10 (7.63%) ASP.NET
13 2 (1.53%) ASP.NET MVC
13 2 (1.53%) XML
13 2 (1.53%) XSL
Miscellaneous
1 30 (22.90%) PKI
2 29 (22.14%) Computer Science
3 16 (12.21%) Analytical Skills
4 6 (4.58%) Algorithms
4 6 (4.58%) User Experience
5 4 (3.05%) Cybercrime
6 3 (2.29%) Internet of Things
6 3 (2.29%) Management Information System
7 2 (1.53%) NHS
8 1 (0.76%) Credit Risk
8 1 (0.76%) Mobile Games
8 1 (0.76%) N-Tier
Operating Systems
1 22 (16.79%) Linux
2 4 (3.05%) Unix
Processes & Methodologies
1 78 (59.54%) Analytics
2 71 (54.20%) Agile Software Development
3 50 (38.17%) Data Analytics
3 50 (38.17%) SDLC
4 46 (35.11%) Data Visualisation
5 43 (32.82%) DevOps
5 43 (32.82%) Scrum
6 42 (32.06%) Information Security
6 42 (32.06%) Time Management
7 40 (30.53%) Business Intelligence
8 36 (27.48%) Software Engineering
9 22 (16.79%) Big Data Analytics
10 21 (16.03%) Continuous Improvement
11 18 (13.74%) Data Analysis
11 18 (13.74%) Data Modelling
11 18 (13.74%) Statistics
12 17 (12.98%) ETL
13 14 (10.69%) Open Source
14 13 (9.92%) Front End Development
15 12 (9.16%) Machine Learning
Programming Languages
1 57 (43.51%) JavaScript
2 56 (42.75%) C#
3 55 (41.98%) Java
4 50 (38.17%) Python
5 48 (36.64%) SQL
6 44 (33.59%) C
7 31 (23.66%) Perl
7 31 (23.66%) Ruby
8 19 (14.50%) R
9 13 (9.92%) T-SQL
10 9 (6.87%) VBA
11 6 (4.58%) PowerShell
12 5 (3.82%) C++
13 3 (2.29%) Scala
14 1 (0.76%) MATLAB
14 1 (0.76%) PL/SQL
Qualifications
1 68 (51.91%) Degree
2 37 (28.24%) DV Cleared
2 37 (28.24%) Security Cleared
3 14 (10.69%) PhD
Quality Assurance & Compliance
1 14 (10.69%) QA
2 2 (1.53%) IAS 39
2 2 (1.53%) IFRS
2 2 (1.53%) IFRS 9
3 1 (0.76%) Data Quality
System Software
1 42 (32.06%) Hyper-V
1 42 (32.06%) VMware Infrastructure
2 1 (0.76%) Docker
Systems Management
1 2 (1.53%) Nessus
1 2 (1.53%) Nmap
Vendors
1 44 (33.59%) Oracle
2 42 (32.06%) VMware
3 27 (20.61%) Tableau
4 11 (8.40%) Microsoft
5 5 (3.82%) Informatica
5 5 (3.82%) Orchard
6 3 (2.29%) Alteryx
6 3 (2.29%) Cognos
6 3 (2.29%) Google
6 3 (2.29%) MicroStrategy
6 3 (2.29%) Talend
6 3 (2.29%) TIBCO
7 2 (1.53%) Ab Initio
7 2 (1.53%) Cisco
7 2 (1.53%) Hyperion
7 2 (1.53%) Vertica
8 1 (0.76%) Apple
8 1 (0.76%) Cloudera
8 1 (0.76%) Facebook
8 1 (0.76%) Twitter
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