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 3 months to 27 June 2017 with a comparison to the same period in the previous 2 years.

Visualisation
Scotland / Edinburgh
3 months to
27 Jun 2017
Same period 2016 Same period 2015
Rank 77 73 79
Rank change year-on-year -4 +6  
Permanent jobs citing Visualisation 23 23 22
As % of all permanent IT jobs advertised in Edinburgh 1.85% 1.93% 1.58%
As % of the Processes & Methodologies category 2.01% 2.10% 1.76%
Number of salaries quoted 10 18 12
Median salary £45,500 £74,000 £38,500
Median salary % change year-on-year -38.51% +92.20%  
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 Edinburgh with a requirement for process and methodology skills.

Process & Methodology Skills
Edinburgh
Permanent job vacancies with a requirement for process and methodology skills 1142 1094 1249
As % of all permanent IT job vacancies advertised in Edinburgh 91.80% 91.62% 89.79%
Number of salaries quoted 697 624 763
Median salary £45,000 £47,500 £45,000
Median salary % change year-on-year -5.26% +5.55%  
90% offered a salary of more than £30,000 £29,000 £32,500
10% offered a salary of more than £70,000 £60,000 £70,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Visualisation
Job Vacancy Trend in Edinburgh

The job posting trend of jobs advertised in Edinburgh 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 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 3 months to 27 June 2017.

Salary histogram for Visualisation in Edinburgh

For the 6 months to 27 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 Edinburgh region with a requirement for Visualisation.

1 25 (60.98%) Python
1 25 (60.98%) Machine Learning
2 24 (58.54%) SQL
3 23 (56.10%) Analytics
4 16 (39.02%) R
4 16 (39.02%) Degree
5 15 (36.59%) Scala
5 15 (36.59%) Hadoop
5 15 (36.59%) Natural Language Processing
5 15 (36.59%) Analytical Skills
5 15 (36.59%) .NET
5 15 (36.59%) Spatial Analysis
6 13 (31.71%) Agile Software Development
7 12 (29.27%) Data Acquisition
8 11 (26.83%) Mathematics
9 9 (21.95%) Tableau
10 7 (17.07%) Statistics
10 7 (17.07%) MongoDB
10 7 (17.07%) Data Warehouse
10 7 (17.07%) ETL
10 7 (17.07%) PostgreSQL
11 6 (14.63%) Business Intelligence
11 6 (14.63%) Data Visualisation
12 5 (12.20%) D3.js
12 5 (12.20%) Big Data
12 5 (12.20%) MLlib
12 5 (12.20%) Apache Spark
12 5 (12.20%) BigQuery
12 5 (12.20%) Google Cloud Platform
12 5 (12.20%) SciPy

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 5 (12.20%) Apache Spark
2 3 (7.32%) ArcGIS
3 1 (2.44%) SAS
Applications
1 2 (4.88%) Microsoft Excel
Cloud Services
1 5 (12.20%) Amazon AWS
1 5 (12.20%) Google Cloud Platform
1 5 (12.20%) Microsoft Azure
2 2 (4.88%) Google Analytics
Communications & Networking
1 2 (4.88%) Internet
Database & Business Intelligence
1 15 (36.59%) Hadoop
2 7 (17.07%) Data Warehouse
2 7 (17.07%) MongoDB
2 7 (17.07%) PostgreSQL
3 5 (12.20%) Big Data
3 5 (12.20%) BigQuery
3 5 (12.20%) QlikView
3 5 (12.20%) Spatial Data
4 3 (7.32%) GIS
5 2 (4.88%) Data Mining
5 2 (4.88%) Qlik Sense
5 2 (4.88%) RDBMS
5 2 (4.88%) Relational Database
5 2 (4.88%) SQL Server
6 1 (2.44%) BusinessObjects
6 1 (2.44%) DB2
6 1 (2.44%) Looker
6 1 (2.44%) Mixpanel
6 1 (2.44%) NoSQL
6 1 (2.44%) Power BI
Development Applications
1 1 (2.44%) Git (software)
General
1 5 (12.20%) Finance
2 2 (4.88%) Marketing
Job Titles
1 23 (56.10%) Data Scientist
2 10 (24.39%) Analyst
3 9 (21.95%) Senior Data Scientist
4 4 (9.76%) Data Analyst
4 4 (9.76%) Senior Analyst
5 3 (7.32%) Developer
5 3 (7.32%) GIS Analyst
5 3 (7.32%) Senior Developer
5 3 (7.32%) Senior GIS Analyst
6 2 (4.88%) Architect
6 2 (4.88%) Data Insight Analyst
6 2 (4.88%) Insight Analyst
6 2 (4.88%) Insight Data Analyst
6 2 (4.88%) Marketing Analyst
6 2 (4.88%) Marketing Data Analyst
6 2 (4.88%) Marketing Insight Analyst
6 2 (4.88%) Senior Software Developer
6 2 (4.88%) Software Developer
7 1 (2.44%) Business Intelligence Architect
7 1 (2.44%) Senior Architect
Libraries, Frameworks & Software Standards
1 15 (36.59%) .NET
1 15 (36.59%) Natural Language Processing
2 5 (12.20%) D3.js
2 5 (12.20%) HTML
2 5 (12.20%) MLlib
2 5 (12.20%) NumPy
2 5 (12.20%) SciPy
3 3 (7.32%) XML
4 2 (4.88%) CSS
4 2 (4.88%) DAO
4 2 (4.88%) Django
5 1 (2.44%) Qt
Miscellaneous
1 15 (36.59%) Analytical Skills
2 5 (12.20%) Computer Science
3 3 (7.32%) Virtual Team
4 2 (4.88%) Fintech
4 2 (4.88%) Internet of Things
5 1 (2.44%) Algorithms
5 1 (2.44%) Management Information System
Operating Systems
1 4 (9.76%) Windows
2 2 (4.88%) Linux
Processes & Methodologies
1 25 (60.98%) Machine Learning
2 23 (56.10%) Analytics
3 15 (36.59%) Spatial Analysis
4 13 (31.71%) Agile Software Development
5 12 (29.27%) Data Acquisition
6 11 (26.83%) Mathematics
7 7 (17.07%) ETL
7 7 (17.07%) Statistics
8 6 (14.63%) Business Intelligence
8 6 (14.63%) Data Visualisation
9 5 (12.20%) Applied Mathematics
9 5 (12.20%) Operations Research
9 5 (12.20%) Physics
9 5 (12.20%) Prototyping
9 5 (12.20%) Software Engineering
9 5 (12.20%) Statistical Analysis
10 4 (9.76%) Asset Management
10 4 (9.76%) Data Analysis
10 4 (9.76%) Workflow
11 3 (7.32%) Service Delivery
Programming Languages
1 25 (60.98%) Python
2 24 (58.54%) SQL
3 16 (39.02%) R
4 15 (36.59%) Scala
5 4 (9.76%) C++
6 3 (7.32%) MATLAB
7 2 (4.88%) Java
7 2 (4.88%) JavaScript
8 1 (2.44%) F#
Qualifications
1 16 (39.02%) Degree
2 3 (7.32%) PhD
3 1 (2.44%) Computer Science Degree
Vendors
1 9 (21.95%) Tableau
2 3 (7.32%) Cognos
3 2 (4.88%) Google
3 2 (4.88%) Oracle
4 1 (2.44%) Microsoft
4 1 (2.44%) MicroStrategy
4 1 (2.44%) Platfora
Edinburgh, Midlothian
Spring Technology
Posted: Yesterday
Edinburgh & Lothians
ANSON MCCADE
Salary: £60,000-£72,000
Posted: Yesterday
Edinburgh
Recruitment Genius Ltd
Salary: £35000 - £45000 per annum
Posted: 5 days ago
Edinburgh
Churchill Frank
Salary: £35000 - £40000 per annum + 10% BONUS
Posted: 14 days ago