Period
to 23 November 2017

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 23 November 2017 with a comparison to the same period in the previous 2 years.

Visualisation
Scotland > Edinburgh
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 94 114 118
Rank change year-on-year +20 +4 +4
Permanent jobs citing Visualisation 61 22 41
As % of all permanent IT jobs advertised in Edinburgh 2.26% 0.94% 1.34%
As % of the Processes & Methodologies category 2.48% 1.02% 1.47%
Number of salaries quoted 46 10 56
Edinburgh median annual salary £40,000 £43,250 £47,500
Median salary % change year-on-year -7.51% -8.95% +23.38%
10th Percentile £28,000 £37,275 £37,500
90th Percentile £71,250 £55,525 £51,250
Scotland median annual salary £45,000 £37,750 £47,500
% change year-on-year +19.21% -20.53% +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 2456 2158 2796
As % of all permanent IT jobs advertised in Edinburgh 90.93% 92.54% 91.67%
Number of salaries quoted 1486 1405 1764
Edinburgh median annual salary £42,500 £45,000 £43,250
Median salary % change year-on-year -5.56% +4.05% +2.98%
10th Percentile £27,000 £29,540 £27,500
90th Percentile £66,250 £70,000 £65,000
Scotland median annual salary £45,000 £44,500 £42,500
% change year-on-year +1.12% +4.71% +2.41%

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 23 November 2017.

Salary histogram for Visualisation in Edinburgh

For the 6 months to 23 November 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 Edinburgh region with a requirement for Visualisation.

1 38 (62.30%) SQL
2 34 (55.74%) Degree
3 26 (42.62%) Big Data
4 21 (34.43%) C++
5 20 (32.79%) Java
5 20 (32.79%) Business Intelligence
6 18 (29.51%) GIS
6 18 (29.51%) Software Engineering
7 17 (27.87%) Finance
7 17 (27.87%) Windows
7 17 (27.87%) .NET
7 17 (27.87%) Tableau
7 17 (27.87%) Analytics
8 16 (26.23%) Git (software)
8 16 (26.23%) RESTful
8 16 (26.23%) Numerate Degree
8 16 (26.23%) Innovative Thinking
8 16 (26.23%) C#
8 16 (26.23%) Visual Studio
8 16 (26.23%) SOAP
8 16 (26.23%) Swing
8 16 (26.23%) SOA
8 16 (26.23%) NetBeans
8 16 (26.23%) Software Testing
8 16 (26.23%) Robotics
8 16 (26.23%) WPF
9 13 (21.31%) ETL
9 13 (21.31%) Python
9 13 (21.31%) QlikView
9 13 (21.31%) Data Analysis

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 10 (16.39%) SAS
2 7 (11.48%) Apache Spark
3 2 (3.28%) ArcGIS
4 1 (1.64%) SharePoint
Applications
1 1 (1.64%) Microsoft Excel
Business Applications
1 1 (1.64%) FastStats
Cloud Services
1 2 (3.28%) Amazon AWS
2 1 (1.64%) Google Cloud Platform
2 1 (1.64%) Microsoft Azure
Database & Business Intelligence
1 26 (42.62%) Big Data
2 18 (29.51%) GIS
3 13 (21.31%) QlikView
4 8 (13.11%) Data Warehouse
5 7 (11.48%) Base SAS
5 7 (11.48%) MongoDB
5 7 (11.48%) SAS Enterprise Guide
6 6 (9.84%) PostgreSQL
7 4 (6.56%) Data Mining
7 4 (6.56%) Hadoop
7 4 (6.56%) Power BI
7 4 (6.56%) SQL Server
8 3 (4.92%) SAS EBI
8 3 (4.92%) SAS Visual Analytics
8 3 (4.92%) Spatial Data
9 2 (3.28%) Apache Cassandra
9 2 (3.28%) Apache Hive
9 2 (3.28%) NoSQL
9 2 (3.28%) Text Mining
10 1 (1.64%) SQL Server Reporting Services
Development Applications
1 16 (26.23%) Git (software)
1 16 (26.23%) NetBeans
1 16 (26.23%) Visual Studio
General
1 17 (27.87%) Finance
2 5 (8.20%) Banking
2 5 (8.20%) Financial Institution
3 4 (6.56%) Marketing
4 1 (1.64%) Electronics
4 1 (1.64%) Manufacturing
4 1 (1.64%) Retail
4 1 (1.64%) Telecoms
Job Titles
1 16 (26.23%) C# Software Engineer
1 16 (26.23%) Java Engineer
1 16 (26.23%) Java Software Engineer
1 16 (26.23%) Software Engineer
2 14 (22.95%) Consultant
3 10 (16.39%) Analyst
4 8 (13.11%) Data Scientist
5 7 (11.48%) Developer
6 6 (9.84%) Data Analyst
6 6 (9.84%) QlikView Consultant
7 5 (8.20%) Senior Analyst
7 5 (8.20%) Senior Developer
8 4 (6.56%) Mobility Consultant
8 4 (6.56%) SAS Analyst
8 4 (6.56%) SAS Data Analyst
8 4 (6.56%) Senior Data Analyst
8 4 (6.56%) Senior SAS Analyst
9 3 (4.92%) Data Engineer
9 3 (4.92%) SAS BI Consultant
9 3 (4.92%) Teradata Consultant
Libraries, Frameworks & Software Standards
1 17 (27.87%) .NET
2 16 (26.23%) RESTful
2 16 (26.23%) SOAP
2 16 (26.23%) Swing
2 16 (26.23%) WPF
3 5 (8.20%) D3.js
3 5 (8.20%) HTML
3 5 (8.20%) MLlib
3 5 (8.20%) NumPy
3 5 (8.20%) SciPy
4 4 (6.56%) FusionCharts
4 4 (6.56%) Google Maps API
4 4 (6.56%) Leaflet
4 4 (6.56%) OpenLayers
5 3 (4.92%) CSS
6 2 (3.28%) DAO
7 1 (1.64%) Django
7 1 (1.64%) Natural Language Processing
7 1 (1.64%) XML
Miscellaneous
1 16 (26.23%) Robotics
2 9 (14.75%) Analytical Skills
3 7 (11.48%) Credit Risk
4 4 (6.56%) Computer Science
5 3 (4.92%) Algorithms
6 1 (1.64%) Smart City
6 1 (1.64%) Virtual Team
Operating Systems
1 17 (27.87%) Windows
Processes & Methodologies
1 20 (32.79%) Business Intelligence
2 18 (29.51%) Software Engineering
3 17 (27.87%) Analytics
4 16 (26.23%) Innovative Thinking
4 16 (26.23%) SOA
4 16 (26.23%) Software Testing
5 13 (21.31%) Data Analysis
5 13 (21.31%) ETL
6 10 (16.39%) Dashboard Development
6 10 (16.39%) Machine Learning
6 10 (16.39%) Mathematics
7 8 (13.11%) Data Visualisation
7 8 (13.11%) Statistics
8 7 (11.48%) Customer Insight
8 7 (11.48%) Statistical Analysis
8 7 (11.48%) Visual Analytics
9 6 (9.84%) Agile Software Development
10 5 (8.20%) Applied Mathematics
10 5 (8.20%) Data Management
10 5 (8.20%) Operations Research
Programming Languages
1 38 (62.30%) SQL
2 21 (34.43%) C++
3 20 (32.79%) Java
4 16 (26.23%) C#
5 13 (21.31%) Python
6 8 (13.11%) JavaScript
6 8 (13.11%) R
7 3 (4.92%) Scala
8 2 (3.28%) C
9 1 (1.64%) MATLAB
Qualifications
1 34 (55.74%) Degree
2 16 (26.23%) Numerate Degree
3 3 (4.92%) PhD
4 1 (1.64%) Computer Science Degree
4 1 (1.64%) Postgraduate
Quality Assurance & Compliance
1 1 (1.64%) Data Quality
System Software
1 1 (1.64%) Virtual Machines
Systems Management
1 4 (6.56%) Grafana
Vendors
1 17 (27.87%) Tableau
2 5 (8.20%) Oracle
3 4 (6.56%) Google
3 4 (6.56%) MicroStrategy
4 3 (4.92%) Apple
4 3 (4.92%) Facebook
4 3 (4.92%) Informatica
4 3 (4.92%) Teradata
4 3 (4.92%) Twitter
5 2 (3.28%) Cognos
5 2 (3.28%) Microsoft
6 1 (1.64%) SAP