Period
to 21 February 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 21 February 2018 with a comparison to the same period in the previous 2 years.

Visualisation
Scotland > Edinburgh
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 85 124 94
Rank change year-on-year +39 -30 +28
Permanent jobs citing Visualisation 68 11 54
As % of all permanent IT jobs advertised in Edinburgh 2.52% 0.50% 1.97%
As % of the Processes & Methodologies category 2.77% 0.54% 2.16%
Number of salaries quoted 54 7 85
Edinburgh median annual salary £33,500 £40,000 £47,500
Median salary % change year-on-year -16.25% -15.79% +23.38%
10th Percentile £28,000 £30,750 £43,000
90th Percentile £65,000 £65,400 £51,250
Scotland median annual salary £42,500 £40,000 £47,500
% change year-on-year +6.25% -15.79% +21.79%

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 2,458 2,042 2,505
As % of all permanent IT jobs advertised in Edinburgh 91.07% 92.82% 91.49%
Number of salaries quoted 1,568 1,345 1,598
Edinburgh median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £30,000 £28,750
90th Percentile £68,225 £70,000 £67,500
Scotland median annual salary £45,000 £45,000 £42,926
% change year-on-year - +4.83% +1.00%

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 21 February 2018.

Salary histogram for Visualisation in Edinburgh

For the 6 months to 21 February 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 (66.18%) SQL
2 42 (61.76%) Degree
3 37 (54.41%) Big Data
4 30 (44.12%) C++
5 28 (41.18%) Java
5 28 (41.18%) Software Engineering
6 27 (39.71%) GIS
6 27 (39.71%) Windows
7 26 (38.24%) SOAP
7 26 (38.24%) Visual Studio
7 26 (38.24%) C#
7 26 (38.24%) .NET
7 26 (38.24%) Swing
7 26 (38.24%) SOA
7 26 (38.24%) NetBeans
7 26 (38.24%) Software Testing
7 26 (38.24%) Robotics
7 26 (38.24%) WPF
7 26 (38.24%) Git (software)
7 26 (38.24%) RESTful
7 26 (38.24%) Numerate Degree
7 26 (38.24%) Innovative Thinking
8 21 (30.88%) Business Intelligence
9 20 (29.41%) Analytics
10 17 (25.00%) ETL
11 15 (22.06%) Python
11 15 (22.06%) Tableau
12 14 (20.59%) Finance
12 14 (20.59%) Data Analysis
13 13 (19.12%) QlikView

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 13 (19.12%) SAS
2 10 (14.71%) Apache Spark
3 1 (1.47%) ArcGIS
3 1 (1.47%) SharePoint
Applications
1 1 (1.47%) Microsoft Excel
Business Applications
1 1 (1.47%) Cognos Business Intelligence
1 1 (1.47%) Cognos TM1
1 1 (1.47%) FastStats
Cloud Services
1 2 (2.94%) Amazon AWS
2 1 (1.47%) Cortana Intelligence Suite
2 1 (1.47%) Microsoft Azure
Database & Business Intelligence
1 37 (54.41%) Big Data
2 27 (39.71%) GIS
3 13 (19.12%) QlikView
4 9 (13.24%) MongoDB
5 8 (11.76%) Base SAS
5 8 (11.76%) Data Warehouse
5 8 (11.76%) SAS Enterprise Guide
6 7 (10.29%) PostgreSQL
7 6 (8.82%) Power BI
7 6 (8.82%) SQL Server
8 5 (7.35%) Hadoop
9 4 (5.88%) Data Mining
10 3 (4.41%) Apache Cassandra
10 3 (4.41%) Apache Hive
10 3 (4.41%) NoSQL
10 3 (4.41%) SAS EBI
10 3 (4.41%) SAS Visual Analytics
11 2 (2.94%) Oracle Database
11 2 (2.94%) SQL Server Reporting Services
11 2 (2.94%) Text Mining
Development Applications
1 26 (38.24%) Git (software)
1 26 (38.24%) NetBeans
1 26 (38.24%) Visual Studio
2 1 (1.47%) Team Foundation Server
General
1 14 (20.59%) Finance
2 6 (8.82%) Banking
3 4 (5.88%) Marketing
4 1 (1.47%) Electronics
4 1 (1.47%) Financial Institution
4 1 (1.47%) Games
4 1 (1.47%) Manufacturing
4 1 (1.47%) Retail
4 1 (1.47%) Telecoms
Job Titles
1 28 (41.18%) Software Engineer
2 26 (38.24%) C# Software Engineer
2 26 (38.24%) Java Engineer
2 26 (38.24%) Java Software Engineer
3 10 (14.71%) Data Scientist
4 9 (13.24%) Analyst
4 9 (13.24%) Consultant
5 8 (11.76%) Data Analyst
6 5 (7.35%) QlikView Consultant
6 5 (7.35%) SAS Analyst
6 5 (7.35%) SAS Data Analyst
6 5 (7.35%) Senior Analyst
6 5 (7.35%) Senior Data Analyst
6 5 (7.35%) Senior SAS Analyst
7 4 (5.88%) Business Intelligence Consultant
7 4 (5.88%) Developer
8 3 (4.41%) Management Consultant
8 3 (4.41%) SAS BI Consultant
8 3 (4.41%) SAS Consultant
8 3 (4.41%) Teradata Consultant
Libraries, Frameworks & Software Standards
1 26 (38.24%) .NET
1 26 (38.24%) RESTful
1 26 (38.24%) SOAP
1 26 (38.24%) Swing
1 26 (38.24%) WPF
2 6 (8.82%) MLlib
2 6 (8.82%) NumPy
2 6 (8.82%) SciPy
3 4 (5.88%) D3.js
4 3 (4.41%) FusionCharts
4 3 (4.41%) Google Maps API
4 3 (4.41%) Leaflet
4 3 (4.41%) OpenLayers
5 2 (2.94%) AngularJS
5 2 (2.94%) HTML
5 2 (2.94%) Node.js
6 1 (1.47%) CSS
6 1 (1.47%) Ember.js
6 1 (1.47%) Natural Language Processing
6 1 (1.47%) OpenGL
Miscellaneous
1 26 (38.24%) Robotics
2 8 (11.76%) Analytical Skills
2 8 (11.76%) Credit Risk
3 6 (8.82%) Computer Science
4 3 (4.41%) Algorithms
5 2 (2.94%) Data Structures
6 1 (1.47%) Mobile App
Operating Systems
1 27 (39.71%) Windows
2 2 (2.94%) Linux
3 1 (1.47%) CentOS
3 1 (1.47%) Mac OS X
3 1 (1.47%) Red Hat Enterprise Linux
Processes & Methodologies
1 28 (41.18%) Software Engineering
2 26 (38.24%) Innovative Thinking
2 26 (38.24%) SOA
2 26 (38.24%) Software Testing
3 21 (30.88%) Business Intelligence
4 20 (29.41%) Analytics
5 17 (25.00%) ETL
6 14 (20.59%) Data Analysis
7 13 (19.12%) Data Science
8 12 (17.65%) Machine Learning
9 11 (16.18%) Mathematics
10 10 (14.71%) Data Visualisation
10 10 (14.71%) Statistics
11 8 (11.76%) Dashboard Development
11 8 (11.76%) Data Analytics
11 8 (11.76%) Statistical Analysis
12 7 (10.29%) Customer Insight
12 7 (10.29%) Data Modelling
13 6 (8.82%) Creative Problem-Solving
13 6 (8.82%) Visual Analytics
Programming Languages
1 45 (66.18%) SQL
2 30 (44.12%) C++
3 28 (41.18%) Java
4 26 (38.24%) C#
5 15 (22.06%) Python
6 13 (19.12%) R
7 7 (10.29%) JavaScript
8 3 (4.41%) C
9 2 (2.94%) Scala
10 1 (1.47%) MATLAB
Qualifications
1 42 (61.76%) Degree
2 26 (38.24%) Numerate Degree
3 3 (4.41%) Computer Science Degree
4 2 (2.94%) PhD
5 1 (1.47%) Master's Degree
5 1 (1.47%) Postgraduate
5 1 (1.47%) Security Cleared
Quality Assurance & Compliance
1 3 (4.41%) Data Quality
2 1 (1.47%) Dodd-Frank
2 1 (1.47%) EMIR
2 1 (1.47%) FATCA
2 1 (1.47%) MiFID
2 1 (1.47%) Solvency II
System Software
1 3 (4.41%) Virtual Machines
2 2 (2.94%) Docker
Systems Management
1 3 (4.41%) Grafana
Vendors
1 15 (22.06%) Tableau
2 8 (11.76%) Oracle
3 4 (5.88%) Google
3 4 (5.88%) MicroStrategy
4 3 (4.41%) Apple
4 3 (4.41%) Informatica
4 3 (4.41%) Microsoft
4 3 (4.41%) Teradata
5 2 (2.94%) Cognos
5 2 (2.94%) Facebook
5 2 (2.94%) IBM
5 2 (2.94%) SAP
5 2 (2.94%) Twitter