Period
to 24 May 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 24 May 2018 with a comparison to the same period in the previous 2 years.

Visualization
Scotland > Edinburgh
6 months to
24 May 2018
Same period 2017 Same period 2016
Rank 103 106 92
Rank change year-on-year +3 -14 +24
Permanent jobs citing Visualisation 47 31 55
As % of all permanent IT jobs advertised in Edinburgh 1.79% 1.41% 2.19%
As % of the Processes & Methodologies category 1.94% 1.50% 2.38%
Number of salaries quoted 34 10 70
Edinburgh median annual salary £40,000 £61,750 £47,500
Median salary % change year-on-year -35.22% +30.00% +23.38%
10th Percentile £28,000 £29,450 £40,000
90th Percentile £70,625 £103,750 £76,100
Scotland median annual salary £40,000 £48,750 £47,500
% change year-on-year -17.95% +2.63% +23.38%

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 Edinburgh with a requirement for process or methodology skills.

All Process and Methodology Skills
Edinburgh
Permanent vacancies with a requirement for process or methodology skills 2,426 2,061 2,314
As % of all permanent IT jobs advertised in Edinburgh 92.63% 93.64% 92.23%
Number of salaries quoted 1,585 1,327 1,481
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £28,250 £28,900 £27,500
90th Percentile £70,000 £71,930 £68,750
Scotland median annual salary £45,000 £45,000 £45,000

Visualisation
Job Vacancy Trend in Edinburgh

Job postings citing Visualisation as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Visualisation in Edinburgh

Visualisation
Salary Trend in Edinburgh

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

Salary trend for Visualisation in Edinburgh

Visualisation
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Visualisation in Edinburgh over the 6 months to 24 May 2018.

Salary histogram for Visualisation in Edinburgh

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

1 27 (57.45%) SQL
1 27 (57.45%) Degree
2 21 (44.68%) Software Engineering
2 21 (44.68%) Analytics
3 20 (42.55%) C++
4 19 (40.43%) Python
5 18 (38.30%) Big Data
6 17 (36.17%) Data Visualisation
7 16 (34.04%) Windows
8 15 (31.91%) C#
8 15 (31.91%) .NET
8 15 (31.91%) Java
8 15 (31.91%) SOAP
9 14 (29.79%) Visual Studio
9 14 (29.79%) Swing
9 14 (29.79%) SOA
9 14 (29.79%) GIS
9 14 (29.79%) NetBeans
9 14 (29.79%) Software Testing
9 14 (29.79%) Robotics
9 14 (29.79%) WPF
9 14 (29.79%) RESTful
9 14 (29.79%) Git (software)
9 14 (29.79%) Machine Learning
9 14 (29.79%) Data Analytics
9 14 (29.79%) Numerate Degree
9 14 (29.79%) Innovative Thinking
9 14 (29.79%) Data Science
10 12 (25.53%) Computer Science
11 11 (23.40%) Problem-Solving

Visualisation
Co-occurring IT Skills in Edinburgh 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 8 (17.02%) Apache Spark
2 3 (6.38%) Elasticsearch
2 3 (6.38%) SAS
3 1 (2.13%) Apache
Applications
1 1 (2.13%) 3ds Max
1 1 (2.13%) Adobe Illustrator
1 1 (2.13%) Maya
1 1 (2.13%) Photoshop
Business Applications
1 1 (2.13%) Cognos Business Intelligence
1 1 (2.13%) Cognos TM1
Cloud Services
1 2 (4.26%) Amazon AWS
1 2 (4.26%) Microsoft Azure
2 1 (2.13%) Cortana Intelligence Suite
2 1 (2.13%) GitHub
2 1 (2.13%) Google Cloud Platform
Communications & Networking
1 1 (2.13%) HTTPS
1 1 (2.13%) SSL
Database & Business Intelligence
1 18 (38.30%) Big Data
2 14 (29.79%) GIS
3 6 (12.77%) PostgreSQL
4 5 (10.64%) MongoDB
4 5 (10.64%) Power BI
4 5 (10.64%) SQL Server
5 4 (8.51%) Data Warehouse
5 4 (8.51%) SQL Server Reporting Services
6 3 (6.38%) Hadoop
6 3 (6.38%) QlikView
6 3 (6.38%) SQL Server Analysis Services
6 3 (6.38%) SQL Server Integration Services
7 2 (4.26%) BusinessObjects
7 2 (4.26%) MySQL
7 2 (4.26%) NoSQL
7 2 (4.26%) RDBMS
7 2 (4.26%) Relational Database
8 1 (2.13%) Cognos Query Studio
8 1 (2.13%) Cognos Report Studio
8 1 (2.13%) Lumira
Development Applications
1 14 (29.79%) Git (software)
1 14 (29.79%) NetBeans
1 14 (29.79%) Visual Studio
2 1 (2.13%) Axure RP
2 1 (2.13%) Balsamiq Mockups
2 1 (2.13%) Dreamweaver
2 1 (2.13%) Jenkins
2 1 (2.13%) Team Foundation Server
2 1 (2.13%) TeamCity
General
1 8 (17.02%) Finance
2 5 (10.64%) Banking
3 4 (8.51%) Private Banking
3 4 (8.51%) Retail
4 1 (2.13%) Games
4 1 (2.13%) Marketing
Job Titles
1 19 (40.43%) Software Engineer
2 14 (29.79%) C# Software Engineer
2 14 (29.79%) Java Engineer
2 14 (29.79%) Java Software Engineer
3 9 (19.15%) Developer
4 7 (14.89%) Data Scientist
5 4 (8.51%) Lead Developer
5 4 (8.51%) Senior C# Software Engineer
5 4 (8.51%) Senior Java Engineer
5 4 (8.51%) Senior Java Software Engineer
5 4 (8.51%) Senior Software Engineer
6 3 (6.38%) Data Manager
6 3 (6.38%) JavaScript Engineer
7 2 (4.26%) Business Intelligence Developer
7 2 (4.26%) C++ Software Engineer
7 2 (4.26%) Data Analyst
7 2 (4.26%) Data Science Developer
7 2 (4.26%) Data Science Leader
7 2 (4.26%) Data Science Manager
7 2 (4.26%) Front End Developer (Client-Side Developer)
Libraries, Frameworks & Software Standards
1 15 (31.91%) .NET
1 15 (31.91%) SOAP
2 14 (29.79%) RESTful
2 14 (29.79%) Swing
2 14 (29.79%) WPF
3 7 (14.89%) Node.js
4 5 (10.64%) AngularJS
5 4 (8.51%) MLlib
5 4 (8.51%) NumPy
5 4 (8.51%) React
5 4 (8.51%) SciPy
6 3 (6.38%) CSS
6 3 (6.38%) HTML
6 3 (6.38%) HTML5
6 3 (6.38%) JSON
6 3 (6.38%) REST
7 2 (4.26%) CSS3
7 2 (4.26%) D3.js
7 2 (4.26%) OpenGL
8 1 (2.13%) Ember.js
Miscellaneous
1 14 (29.79%) Robotics
2 12 (25.53%) Computer Science
3 5 (10.64%) Analytical Skills
4 4 (8.51%) Data Structures
4 4 (8.51%) Self-Motivation
5 3 (6.38%) User Experience
6 2 (4.26%) Credit Risk
6 2 (4.26%) Smartphone
7 1 (2.13%) Algorithms
7 1 (2.13%) Graphic Design
7 1 (2.13%) Mobile App
Operating Systems
1 16 (34.04%) Windows
2 6 (12.77%) Linux
3 4 (8.51%) Mac OS X
4 2 (4.26%) CentOS
4 2 (4.26%) Red Hat Enterprise Linux
Processes & Methodologies
1 21 (44.68%) Analytics
1 21 (44.68%) Software Engineering
2 17 (36.17%) Data Visualisation
3 14 (29.79%) Data Analytics
3 14 (29.79%) Data Science
3 14 (29.79%) Innovative Thinking
3 14 (29.79%) Machine Learning
3 14 (29.79%) SOA
3 14 (29.79%) Software Testing
4 11 (23.40%) Problem-Solving
5 10 (21.28%) Mathematics
6 9 (19.15%) Statistics
7 8 (17.02%) Applied Mathematics
7 8 (17.02%) Statistical Analysis
8 7 (14.89%) Agile Software Development
8 7 (14.89%) Business Intelligence
8 7 (14.89%) Data Management
8 7 (14.89%) ETL
9 6 (12.77%) Predictive Analytics
10 5 (10.64%) Prototyping
Programming Languages
1 27 (57.45%) SQL
2 20 (42.55%) C++
3 19 (40.43%) Python
4 15 (31.91%) C#
4 15 (31.91%) Java
5 9 (19.15%) R
6 8 (17.02%) JavaScript
7 4 (8.51%) C
8 2 (4.26%) PHP
9 1 (2.13%) ES7
9 1 (2.13%) Go
9 1 (2.13%) MATLAB
9 1 (2.13%) Ruby
Qualifications
1 27 (57.45%) Degree
2 14 (29.79%) Numerate Degree
3 9 (19.15%) Computer Science Degree
4 4 (8.51%) PhD
5 1 (2.13%) Master's Degree
5 1 (2.13%) Security Cleared
Quality Assurance & Compliance
1 6 (12.77%) Data Quality
2 4 (8.51%) QA
3 1 (2.13%) Dodd-Frank
3 1 (2.13%) EMIR
3 1 (2.13%) FATCA
3 1 (2.13%) MiFID
3 1 (2.13%) Solvency II
System Software
1 4 (8.51%) Docker
1 4 (8.51%) Virtual Machines
Systems Management
1 1 (2.13%) Opscode Chef
1 1 (2.13%) Single Sign-On
Vendors
1 8 (17.02%) Tableau
2 4 (8.51%) Oracle
2 4 (8.51%) SAP
3 2 (4.26%) Google
3 2 (4.26%) IBM
3 2 (4.26%) Microsoft
3 2 (4.26%) Splunk
4 1 (2.13%) Adobe
4 1 (2.13%) Apple
4 1 (2.13%) Cognos
4 1 (2.13%) Rackspace