The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 24 June 2017 with a comparison to the same period in the previous 2 years.

Visualisation
UK / Scotland
3 months to
24 Jun 2017
Same period 2016 Same period 2015
Rank 113 95 137
Rank change year-on-year -18 +42  
Permanent jobs citing Visualisation 36 71 29
As % of all permanent IT jobs advertised in Scotland 1.36% 2.48% 0.92%
As % of the Processes & Methodologies category 1.49% 2.70% 1.03%
Number of salaries quoted 17 31 18
Median salary £45,000 £50,250 £38,500
Median salary % change year-on-year -10.44% +30.51%  
90% offered a salary of more than £33,227 £30,000 £37,500
10% offered a salary of more than £84,000 £77,000 £53,500
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 Scotland with a requirement for process and methodology skills.

Process & Methodology Skills
Scotland
Permanent job vacancies with a requirement for process and methodology skills 2423 2625 2820
As % of all permanent IT job vacancies advertised in Scotland 91.47% 91.56% 89.84%
Number of salaries quoted 1544 1479 1774
Median salary £45,000 £45,000 £43,913
Median salary % change year-on-year - +2.47%  
90% offered a salary of more than £32,000 £29,668 £32,000
10% offered a salary of more than £69,500 £60,000 £65,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Visualisation
Job Vacancy Trend in Scotland

The job posting trend of jobs advertised in Scotland 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 Scotland

Visualisation
Salary Trend in Scotland

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

Salary trend for Visualisation in Scotland

Visualisation
Salary Histogram in Scotland

The salary distribution of IT jobs citing Visualisation in Scotland over the 3 months to 24 June 2017.

Salary histogram for Visualisation in Scotland

Visualisation
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the Scotland region over the 3 months to 24 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
Edinburgh -5 25 £45,500 -38.51% 3
Glasgow -26 8 £47,500 +58.33% 4
Stirling - 3 £45,000 - 3
Visualisation
UK

For the 6 months to 24 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 Scotland region with a requirement for Visualisation.

1 37 (58.73%) SQL
2 36 (57.14%) Analytics
3 30 (47.62%) Python
4 25 (39.68%) Machine Learning
5 22 (34.92%) Agile Software Development
6 21 (33.33%) R
6 21 (33.33%) Data Visualisation
7 19 (30.16%) Business Intelligence
8 18 (28.57%) Analytical Skills
9 17 (26.98%) ETL
9 17 (26.98%) Degree
10 16 (25.40%) .NET
10 16 (25.40%) Hadoop
11 15 (23.81%) Scala
11 15 (23.81%) Natural Language Processing
11 15 (23.81%) Tableau
11 15 (23.81%) Spatial Analysis
12 14 (22.22%) Data Analytics
13 13 (20.63%) Data Warehouse
13 13 (20.63%) QlikView
14 12 (19.05%) Mathematics
14 12 (19.05%) Data Acquisition
15 10 (15.87%) Microsoft Azure
15 10 (15.87%) Finance
16 9 (14.29%) HTML
17 8 (12.70%) Software Engineering
17 8 (12.70%) Statistics
18 7 (11.11%) SQL Server Integration Services
18 7 (11.11%) Data Analysis
18 7 (11.11%) JavaScript

Visualisation
Co-occurring IT Skills in Scotland 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 6 (9.52%) Apache Spark
2 5 (7.94%) SAS
3 3 (4.76%) ArcGIS
4 2 (3.17%) WordPress
Applications
1 3 (4.76%) Microsoft Excel
1 3 (4.76%) SPSS
Business Applications
1 4 (6.35%) Cognos Business Intelligence
2 2 (3.17%) Cognos TM1
Cloud Services
1 10 (15.87%) Microsoft Azure
2 5 (7.94%) Amazon AWS
2 5 (7.94%) Google Cloud Platform
3 2 (3.17%) Google Analytics
4 1 (1.59%) Azure Data Factory
4 1 (1.59%) Cloud Computing
Communications & Networking
1 2 (3.17%) Internet
Database & Business Intelligence
1 16 (25.40%) Hadoop
2 13 (20.63%) Data Warehouse
2 13 (20.63%) QlikView
3 7 (11.11%) Big Data
3 7 (11.11%) MongoDB
3 7 (11.11%) PostgreSQL
3 7 (11.11%) SQL Server Integration Services
4 6 (9.52%) SQL Server
5 5 (7.94%) BigQuery
5 5 (7.94%) Power BI
5 5 (7.94%) Spatial Data
6 3 (4.76%) GIS
6 3 (4.76%) Relational Database
6 3 (4.76%) Spotfire
6 3 (4.76%) SQL Server Reporting Services
7 2 (3.17%) Data Mining
7 2 (3.17%) NoSQL
7 2 (3.17%) Qlik Sense
7 2 (3.17%) RDBMS
7 2 (3.17%) SQL Server Analysis Services
Development Applications
1 4 (6.35%) Team Foundation Server
2 1 (1.59%) Git (software)
2 1 (1.59%) Talend Open Studio
General
1 10 (15.87%) Finance
2 4 (6.35%) Local Government
3 2 (3.17%) Marketing
4 1 (1.59%) Legal
Job Titles
1 24 (38.10%) Data Scientist
2 17 (26.98%) Developer
3 13 (20.63%) Analyst
4 9 (14.29%) Business Intelligence Developer
4 9 (14.29%) Senior Data Scientist
5 7 (11.11%) Senior Analyst
6 4 (6.35%) Business Intelligence Analyst
6 4 (6.35%) Data Analyst
6 4 (6.35%) Power BI Developer
6 4 (6.35%) Programmer
6 4 (6.35%) QlikView Developer
6 4 (6.35%) Senior Developer
6 4 (6.35%) Web Developer
7 3 (4.76%) Analyst Programmer
7 3 (4.76%) Cognos BI Developer
7 3 (4.76%) GIS Analyst
7 3 (4.76%) Senior Analyst Programmer
7 3 (4.76%) Senior GIS Analyst
7 3 (4.76%) Senior Programmer
7 3 (4.76%) Tableau Developer
Libraries, Frameworks & Software Standards
1 16 (25.40%) .NET
2 15 (23.81%) Natural Language Processing
3 9 (14.29%) HTML
4 7 (11.11%) CSS
4 7 (11.11%) D3.js
5 5 (7.94%) MLlib
5 5 (7.94%) NumPy
5 5 (7.94%) SciPy
6 4 (6.35%) HTML5
7 3 (4.76%) XML
8 2 (3.17%) AngularJS
8 2 (3.17%) Backbone.js
8 2 (3.17%) CSS3
8 2 (3.17%) DAO
8 2 (3.17%) Django
8 2 (3.17%) JSON
8 2 (3.17%) LESS
8 2 (3.17%) Sass
8 2 (3.17%) XHTML
9 1 (1.59%) Qt
Miscellaneous
1 18 (28.57%) Analytical Skills
2 5 (7.94%) Computer Science
3 3 (4.76%) Virtual Team
4 2 (3.17%) Fintech
4 2 (3.17%) Greenfield Project
4 2 (3.17%) Internet of Things
4 2 (3.17%) Management Information System
5 1 (1.59%) Algorithms
5 1 (1.59%) Data Structures
Operating Systems
1 4 (6.35%) Windows
2 2 (3.17%) Linux
Processes & Methodologies
1 36 (57.14%) Analytics
2 25 (39.68%) Machine Learning
3 22 (34.92%) Agile Software Development
4 21 (33.33%) Data Visualisation
5 19 (30.16%) Business Intelligence
6 17 (26.98%) ETL
7 15 (23.81%) Spatial Analysis
8 14 (22.22%) Data Analytics
9 12 (19.05%) Data Acquisition
9 12 (19.05%) Mathematics
10 8 (12.70%) Software Engineering
10 8 (12.70%) Statistics
11 7 (11.11%) Data Analysis
12 5 (7.94%) Applied Mathematics
12 5 (7.94%) MVC
12 5 (7.94%) Operations Research
12 5 (7.94%) Physics
12 5 (7.94%) Prototyping
12 5 (7.94%) Stakeholder Management
12 5 (7.94%) Statistical Analysis
Programming Languages
1 37 (58.73%) SQL
2 30 (47.62%) Python
3 21 (33.33%) R
4 15 (23.81%) Scala
5 7 (11.11%) JavaScript
6 4 (6.35%) C++
7 3 (4.76%) Java
7 3 (4.76%) MATLAB
7 3 (4.76%) T-SQL
8 1 (1.59%) C#
8 1 (1.59%) F#
8 1 (1.59%) PHP
8 1 (1.59%) PL/SQL
Qualifications
1 17 (26.98%) Degree
2 4 (6.35%) PhD
3 1 (1.59%) Computer Science Degree
Quality Assurance & Compliance
1 3 (4.76%) Data Quality
System Software
1 1 (1.59%) HDFS
Vendors
1 15 (23.81%) Tableau
2 7 (11.11%) Cognos
2 7 (11.11%) Microsoft
3 4 (6.35%) MicroStrategy
4 3 (4.76%) Informatica
4 3 (4.76%) Oracle
4 3 (4.76%) TIBCO
5 2 (3.17%) Google
5 2 (3.17%) IBM
6 1 (1.59%) Platfora
6 1 (1.59%) Talend
6 1 (1.59%) Twitter
Glasgow
Churchill Frank
Salary: £55000 - £60000 per annum
Posted: 11 hours ago
Stirling
Cathcart Associates
Salary: £40000 - £60000 per annum + Benefits
Posted: 4 days ago
Stirlingshire
Cathcart Associates Ltd
Salary: £40000 - £60000 per annum + Benefits
Posted: 4 days ago
Edinburgh & Lothians
ANSON MCCADE
Salary: £45,000 - £60,000k plus brilliant package and unrivalled development
Posted: 4 days ago
Edinburgh
Recruitment Genius Ltd
Salary: £35000 - £45000 per annum
Posted: 2 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 11 days ago
Glasgow
Cathcart Associates
Salary: Benefits
Posted: 18 days ago
Glasgow
Cathcart Associates
Salary: Benefits
Posted: 18 days ago
Glasgow
Call Centre Associates
Posted: 18 days ago