Period
to 17 August 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 17 August 2018 with a comparison to the same period in the previous 2 years.

Visualization
Scotland > Edinburgh
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 89 99 111
Rank change year-on-year +10 +12 -1
Permanent jobs citing Visualisation 61 42 37
As % of all permanent IT jobs advertised in Edinburgh 2.39% 1.67% 1.48%
As % of the Processes & Methodologies category 2.56% 1.79% 1.60%
Number of salaries quoted 39 15 24
Edinburgh median annual salary £34,500 £55,000 £70,000
Median salary % change year-on-year -37.27% -21.43% +60.00%
10th Percentile £26,000 £30,714 £39,750
90th Percentile £65,000 £103,750 £77,000
Scotland median annual salary £40,000 £45,000 £41,500
% change year-on-year -11.11% +8.43% -2.35%

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 2,381 2,344 2,319
As % of all permanent IT jobs advertised in Edinburgh 93.15% 93.02% 92.87%
Number of salaries quoted 1,486 1,411 1,454
Edinburgh median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +2.27%
10th Percentile £28,750 £27,500 £26,750
90th Percentile £75,000 £70,000 £70,000
Scotland median annual salary £45,000 £44,000 £45,000
% change year-on-year +2.27% -2.22% +5.88%

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 17 August 2018.

Salary histogram for Visualisation in Edinburgh

For the 6 months to 17 August 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 45 (73.77%) SQL
2 40 (65.57%) Degree
3 33 (54.10%) Software Engineering
3 33 (54.10%) C++
4 28 (45.90%) Java
5 27 (44.26%) Windows
6 26 (42.62%) SOAP
6 26 (42.62%) C#
6 26 (42.62%) .NET
6 26 (42.62%) GIS
7 25 (40.98%) Visual Studio
7 25 (40.98%) Swing
7 25 (40.98%) SOA
7 25 (40.98%) Software Testing
7 25 (40.98%) NetBeans
7 25 (40.98%) Robotics
7 25 (40.98%) WPF
7 25 (40.98%) Git (software)
7 25 (40.98%) RESTful
7 25 (40.98%) Big Data
7 25 (40.98%) Numerate Degree
7 25 (40.98%) Innovative Thinking
7 25 (40.98%) Storage Management
8 22 (36.07%) Analytics
9 20 (32.79%) Data Visualisation
10 17 (27.87%) Python
11 13 (21.31%) Finance
11 13 (21.31%) Data Science
12 12 (19.67%) Data Analytics
13 11 (18.03%) Machine Learning

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 7 (11.48%) SAS
2 4 (6.56%) Apache Spark
3 3 (4.92%) Elasticsearch
4 1 (1.64%) Apache
4 1 (1.64%) ArcGIS
Applications
1 1 (1.64%) 3ds Max
1 1 (1.64%) Adobe Illustrator
1 1 (1.64%) Maya
1 1 (1.64%) Photoshop
Cloud Services
1 1 (1.64%) Amazon AWS
1 1 (1.64%) GitHub
1 1 (1.64%) Google Cloud Platform
1 1 (1.64%) Microsoft Azure
1 1 (1.64%) SaaS
Communications & Networking
1 1 (1.64%) HTTPS
1 1 (1.64%) SSL
Database & Business Intelligence
1 26 (42.62%) GIS
2 25 (40.98%) Big Data
3 6 (9.84%) Data Warehouse
4 5 (8.20%) PostgreSQL
5 4 (6.56%) Power BI
5 4 (6.56%) QlikView
5 4 (6.56%) SQL Server
5 4 (6.56%) SQL Server Integration Services
6 3 (4.92%) SQL Server Analysis Services
6 3 (4.92%) SQL Server Reporting Services
7 2 (3.28%) BusinessObjects
7 2 (3.28%) MongoDB
7 2 (3.28%) MySQL
7 2 (3.28%) Qlik Sense
7 2 (3.28%) RDBMS
7 2 (3.28%) Relational Database
8 1 (1.64%) Data Mining
8 1 (1.64%) Hadoop
8 1 (1.64%) Looker
8 1 (1.64%) NoSQL
Development Applications
1 25 (40.98%) Git (software)
1 25 (40.98%) NetBeans
1 25 (40.98%) Visual Studio
2 1 (1.64%) Axure RP
2 1 (1.64%) Balsamiq Mockups
2 1 (1.64%) Dreamweaver
2 1 (1.64%) Jenkins
2 1 (1.64%) TeamCity
General
1 13 (21.31%) Finance
2 4 (6.56%) Banking
2 4 (6.56%) Marketing
2 4 (6.56%) Private Banking
2 4 (6.56%) Retail
Job Titles
1 30 (49.18%) Software Engineer
2 25 (40.98%) C# Software Engineer
2 25 (40.98%) Java Engineer
2 25 (40.98%) Java Software Engineer
3 11 (18.03%) Developer
4 10 (16.39%) Senior C# Software Engineer
4 10 (16.39%) Senior Java Engineer
4 10 (16.39%) Senior Java Software Engineer
4 10 (16.39%) Senior Software Engineer
5 8 (13.11%) Graduate
5 8 (13.11%) Graduate Java Engineer
5 8 (13.11%) Graduate Java Software Engineer
5 8 (13.11%) Graduate Software Engineer
5 8 (13.11%) Junior
5 8 (13.11%) Junior C# Software Engineer
5 8 (13.11%) Junior Java Software Engineer
5 8 (13.11%) Junior Software Engineer
6 4 (6.56%) Analytics Manager
6 4 (6.56%) Data Scientist
6 4 (6.56%) Lead Developer
Libraries, Frameworks & Software Standards
1 26 (42.62%) .NET
1 26 (42.62%) SOAP
2 25 (40.98%) RESTful
2 25 (40.98%) Swing
2 25 (40.98%) WPF
3 5 (8.20%) HTML
3 5 (8.20%) Node.js
4 4 (6.56%) CSS
4 4 (6.56%) React
5 3 (4.92%) AngularJS
5 3 (4.92%) HTML5
5 3 (4.92%) JSON
5 3 (4.92%) REST
6 2 (3.28%) CSS3
6 2 (3.28%) D3.js
6 2 (3.28%) MLlib
6 2 (3.28%) NumPy
6 2 (3.28%) SciPy
7 1 (1.64%) OAuth
7 1 (1.64%) scikit-learn
Miscellaneous
1 25 (40.98%) Robotics
2 11 (18.03%) Computer Science
3 6 (9.84%) Analytical Skills
4 5 (8.20%) User Experience
5 4 (6.56%) Self-Motivation
6 2 (3.28%) Credit Risk
6 2 (3.28%) Data Structures
6 2 (3.28%) Smartphone
7 1 (1.64%) Algorithms
7 1 (1.64%) Fintech
7 1 (1.64%) Graphic Design
Operating Systems
1 27 (44.26%) Windows
2 7 (11.48%) Linux
3 5 (8.20%) Mac OS X
4 1 (1.64%) CentOS
4 1 (1.64%) Red Hat Enterprise Linux
Processes & Methodologies
1 33 (54.10%) Software Engineering
2 25 (40.98%) Innovative Thinking
2 25 (40.98%) SOA
2 25 (40.98%) Software Testing
2 25 (40.98%) Storage Management
3 22 (36.07%) Analytics
4 20 (32.79%) Data Visualisation
5 13 (21.31%) Data Science
6 12 (19.67%) Data Analytics
7 11 (18.03%) Machine Learning
8 9 (14.75%) Agile Software Development
8 9 (14.75%) Business Intelligence
8 9 (14.75%) Data Management
9 7 (11.48%) Mathematics
9 7 (11.48%) Problem-Solving
10 6 (9.84%) Applied Mathematics
10 6 (9.84%) Predictive Analytics
10 6 (9.84%) Statistical Analysis
10 6 (9.84%) Statistics
11 5 (8.20%) Stakeholder Management
Programming Languages
1 45 (73.77%) SQL
2 33 (54.10%) C++
3 28 (45.90%) Java
4 26 (42.62%) C#
5 17 (27.87%) Python
6 8 (13.11%) JavaScript
7 6 (9.84%) R
8 5 (8.20%) C
9 2 (3.28%) PHP
10 1 (1.64%) ES7
10 1 (1.64%) Go
10 1 (1.64%) Ruby
Qualifications
1 40 (65.57%) Degree
2 25 (40.98%) Numerate Degree
3 8 (13.11%) Computer Science Degree
4 4 (6.56%) PhD
Quality Assurance & Compliance
1 4 (6.56%) Data Quality
1 4 (6.56%) QA
System Software
1 2 (3.28%) Docker
1 2 (3.28%) Virtual Machines
Systems Management
1 1 (1.64%) Opscode Chef
1 1 (1.64%) Single Sign-On
Vendors
1 10 (16.39%) Tableau
2 4 (6.56%) Teradata
3 3 (4.92%) SAP
4 2 (3.28%) Oracle
4 2 (3.28%) Splunk
5 1 (1.64%) Adobe
5 1 (1.64%) Google
5 1 (1.64%) Microsoft
5 1 (1.64%) Rackspace