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 22 June 2017 with a comparison to the same period in the previous 2 years.

Visualisation
England / North West
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 214 164 199
Rank change year-on-year -50 +35  
Permanent jobs citing Visualisation 55 64 59
As % of all permanent IT jobs advertised in the North West 0.81% 1.14% 0.92%
As % of the Processes & Methodologies category 0.90% 1.29% 1.03%
Number of salaries quoted 41 62 45
Median salary £41,000 £40,000 £40,000
Median salary % change year-on-year +2.50% -  
90% offered a salary of more than £25,000 £33,100 £31,900
10% offered a salary of more than £70,000 £60,000 £61,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year - +5.88%  

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 6144 4965 5737
As % of all permanent IT job vacancies advertised in the North West 90.01% 88.17% 89.85%
Number of salaries quoted 4975 4193 4673
Median salary £44,000 £42,500 £40,000
Median salary % change year-on-year +3.52% +6.25%  
90% offered a salary of more than £30,000 £27,500 £27,500
10% offered a salary of more than £62,500 £60,000 £62,050
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 22 June 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 22 June 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 -44 40 £44,500 +11.25% 13
Cheshire -28 7 £45,000 +9.09%
Merseyside -2 4 £22,750 -67.50% 2
Cumbria - 2 £41,000 -
Visualisation
England

For the 6 months to 22 June 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 56 (48.70%) Analytics
2 51 (44.35%) SQL
3 48 (41.74%) Agile Software Development
4 45 (39.13%) Big Data
5 39 (33.91%) Data Visualisation
6 34 (29.57%) Tableau
6 34 (29.57%) Python
7 33 (28.70%) Business Intelligence
8 32 (27.83%) Relational Database
9 31 (26.96%) Java
10 30 (26.09%) Degree
11 28 (24.35%) Hadoop
11 28 (24.35%) Apache Spark
12 27 (23.48%) Data Analytics
12 27 (23.48%) C
12 27 (23.48%) Scrum
13 26 (22.61%) MongoDB
13 26 (22.61%) Software Engineering
14 25 (21.74%) Analytical Skills
14 25 (21.74%) Apache Hive
14 25 (21.74%) DevOps
15 24 (20.87%) Apache Pig
15 24 (20.87%) MySQL
15 24 (20.87%) Oracle
16 23 (20.00%) VMware
16 23 (20.00%) VMware Infrastructure
16 23 (20.00%) Hyper-V
17 22 (19.13%) JavaScript
17 22 (19.13%) RDBMS
17 22 (19.13%) Elasticsearch

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 28 (24.35%) Apache Spark
2 24 (20.87%) Apache Pig
3 22 (19.13%) Elasticsearch
4 10 (8.70%) SAS
5 2 (1.74%) Apache
6 1 (0.87%) Confluence
6 1 (0.87%) Exchange Server 2007
6 1 (0.87%) Exchange Server 2013
6 1 (0.87%) MS Exchange
Applications
1 11 (9.57%) Microsoft Excel
2 4 (3.48%) SPSS
3 3 (2.61%) Spreadsheet
4 1 (0.87%) Weka
Business Applications
1 2 (1.74%) Dynamics NAV
Cloud Services
1 7 (6.09%) Microsoft Azure
2 5 (4.35%) Google Analytics
3 4 (3.48%) Amazon AWS
4 2 (1.74%) Azure Data Factory
5 1 (0.87%) Amazon Kinesis
5 1 (0.87%) Google Cloud Platform
5 1 (0.87%) IaaS
5 1 (0.87%) PaaS
Communications & Networking
1 5 (4.35%) Internet
2 2 (1.74%) HTTP
2 2 (1.74%) TCP/IP
2 2 (1.74%) tcpdump
3 1 (0.87%) Network Security
3 1 (0.87%) SSL
Database & Business Intelligence
1 45 (39.13%) Big Data
2 32 (27.83%) Relational Database
3 28 (24.35%) Hadoop
4 26 (22.61%) MongoDB
5 25 (21.74%) Apache Hive
6 24 (20.87%) MySQL
7 22 (19.13%) RDBMS
8 20 (17.39%) QlikView
9 17 (14.78%) SQL Server
10 15 (13.04%) Power BI
11 14 (12.17%) Data Warehouse
12 13 (11.30%) SQL Server Integration Services
12 13 (11.30%) SQL Server Reporting Services
13 7 (6.09%) Data Mining
13 7 (6.09%) NoSQL
13 7 (6.09%) SQL Server Analysis Services
14 6 (5.22%) Qlik Sense
15 5 (4.35%) Spotfire
16 3 (2.61%) OLAP
17 2 (1.74%) BusinessObjects
Development Applications
1 5 (4.35%) Talend Open Studio
2 2 (1.74%) Git (software)
3 1 (0.87%) Jenkins
3 1 (0.87%) JIRA
3 1 (0.87%) Selenium
3 1 (0.87%) SonarQube
3 1 (0.87%) Subversion
General
1 14 (12.17%) Marketing
2 13 (11.30%) Finance
3 12 (10.43%) Military
4 10 (8.70%) Games
5 4 (3.48%) Local Government
6 3 (2.61%) Banking
6 3 (2.61%) Manufacturing
7 2 (1.74%) Advertising
7 2 (1.74%) Electronics
7 2 (1.74%) Retail
8 1 (0.87%) Law
Job Titles
1 31 (26.96%) Developer
2 21 (18.26%) Analyst
3 19 (16.52%) Software Developer
4 18 (15.65%) Data Scientist
5 16 (13.91%) Java Developer
5 16 (13.91%) Java Software Developer
6 12 (10.43%) Java Engineer
6 12 (10.43%) Java Software Engineer
6 12 (10.43%) Software Engineer
7 10 (8.70%) Business Intelligence Developer
8 7 (6.09%) Architect
8 7 (6.09%) Data Analyst
9 6 (5.22%) Business Intelligence Analyst
9 6 (5.22%) Data Modeller
9 6 (5.22%) Software Architect
10 5 (4.35%) C# Developer
10 5 (4.35%) C# Software Developer
11 4 (3.48%) Junior Developer
11 4 (3.48%) Junior Software Developer
11 4 (3.48%) Junior Software Engineer
Libraries, Frameworks & Software Standards
1 21 (18.26%) HTML
2 20 (17.39%) Apache Camel
2 20 (17.39%) Hibernate
2 20 (17.39%) Java EE
2 20 (17.39%) Middleware
2 20 (17.39%) Spring
3 17 (14.78%) CSS
3 17 (14.78%) HTML5
4 16 (13.91%) AngularJS
5 15 (13.04%) Node.js
6 14 (12.17%) CSS3
6 14 (12.17%) jQuery
7 8 (6.96%) LAMP
8 4 (3.48%) .NET
9 3 (2.61%) D3.js
9 3 (2.61%) Web Services
9 3 (2.61%) XML
10 2 (1.74%) ASP.NET MVC
10 2 (1.74%) Entity Framework
10 2 (1.74%) REST
Miscellaneous
1 25 (21.74%) Analytical Skills
2 18 (15.65%) PKI
3 9 (7.83%) Computer Science
4 8 (6.96%) Algorithms
4 8 (6.96%) Cybercrime
4 8 (6.96%) User Experience
5 5 (4.35%) Mobile App
6 3 (2.61%) Internet of Things
6 3 (2.61%) Management Information System
7 2 (1.74%) CPLD
7 2 (1.74%) Field-Programmable Gate Array
7 2 (1.74%) NHS
7 2 (1.74%) VHDL
8 1 (0.87%) Animation
8 1 (0.87%) Credit Risk
8 1 (0.87%) Mobile Games
Operating Systems
1 13 (11.30%) Linux
2 3 (2.61%) Unix
3 1 (0.87%) Mac OS X
Processes & Methodologies
1 56 (48.70%) Analytics
2 48 (41.74%) Agile Software Development
3 39 (33.91%) Data Visualisation
4 33 (28.70%) Business Intelligence
5 27 (23.48%) Data Analytics
5 27 (23.48%) Scrum
6 26 (22.61%) Software Engineering
7 25 (21.74%) DevOps
8 21 (18.26%) SDLC
9 20 (17.39%) Information Security
9 20 (17.39%) Time Management
10 19 (16.52%) Data Analysis
11 18 (15.65%) ETL
12 14 (12.17%) Big Data Analytics
13 13 (11.30%) Statistics
14 12 (10.43%) Continuous Improvement
14 12 (10.43%) E-Commerce
15 11 (9.57%) Data Modelling
15 11 (9.57%) Machine Learning
16 10 (8.70%) Mathematics
Programming Languages
1 51 (44.35%) SQL
2 34 (29.57%) Python
3 31 (26.96%) Java
4 27 (23.48%) C
5 22 (19.13%) JavaScript
6 21 (18.26%) R
7 20 (17.39%) C#
8 16 (13.91%) Perl
8 16 (13.91%) Ruby
9 10 (8.70%) T-SQL
10 7 (6.09%) C++
11 6 (5.22%) VBA
12 5 (4.35%) MATLAB
13 2 (1.74%) PowerShell
13 2 (1.74%) Scala
14 1 (0.87%) ANSI SQL
14 1 (0.87%) PL/SQL
Qualifications
1 30 (26.09%) Degree
2 21 (18.26%) DV Cleared
2 21 (18.26%) Security Cleared
3 19 (16.52%) Numerate Degree
4 14 (12.17%) PhD
5 4 (3.48%) Computer Science Degree
Quality Assurance & Compliance
1 5 (4.35%) QA
2 2 (1.74%) Data Quality
System Software
1 23 (20.00%) Hyper-V
1 23 (20.00%) VMware Infrastructure
2 2 (1.74%) Firmware
3 1 (0.87%) Docker
Systems Management
1 2 (1.74%) Nessus
1 2 (1.74%) Nmap
Vendors
1 34 (29.57%) Tableau
2 24 (20.87%) Oracle
3 23 (20.00%) VMware
4 18 (15.65%) Microsoft
5 5 (4.35%) Informatica
5 5 (4.35%) Talend
6 4 (3.48%) MicroStrategy
6 4 (3.48%) TIBCO
7 3 (2.61%) Alteryx
7 3 (2.61%) Google
8 2 (1.74%) Cisco
8 2 (1.74%) Cognos
8 2 (1.74%) EMC
8 2 (1.74%) Vertica
8 2 (1.74%) Xilinx
9 1 (0.87%) Apple
9 1 (0.87%) Cloudera
9 1 (0.87%) Facebook
9 1 (0.87%) Teradata
9 1 (0.87%) Twitter
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