Period
to 18 November 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 18 November 2018 with a comparison to the same period in the previous 2 years.

Visualization
Scotland > Edinburgh
6 months to
18 Nov 2018
Same period 2017 Same period 2016
Rank 101 92 118
Rank change year-on-year -9 +26 -1
Permanent jobs citing Visualisation 51 60 22
As % of all permanent IT jobs advertised in Edinburgh 2.02% 2.22% 0.95%
As % of the Processes & Methodologies category 2.17% 2.40% 1.02%
Number of salaries quoted 32 44 10
Edinburgh median annual salary £34,500 £40,000 £43,250
Median salary % change year-on-year -13.75% -7.51% -8.95%
10th Percentile £26,000 £28,000 £37,275
90th Percentile £68,375 £72,750 £55,525
Scotland median annual salary £44,500 £45,000 £38,000
% change year-on-year -1.11% +18.42% -20.00%

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 2,349 2,497 2,163
As % of all permanent IT jobs advertised in Edinburgh 93.03% 92.55% 93.39%
Number of salaries quoted 1,402 1,514 1,395
Edinburgh median annual salary £45,000 £42,500 £45,000
Median salary % change year-on-year +5.88% -5.56% +5.88%
10th Percentile £28,750 £27,000 £29,100
90th Percentile £75,000 £66,250 £69,700
Scotland median annual salary £45,000 £44,500 £43,500
% change year-on-year +1.12% +2.30% +2.35%

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 18 November 2018.

Salary histogram for Visualisation in Edinburgh

For the 6 months to 18 November 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 40 (78.43%) SQL
2 33 (64.71%) Degree
3 27 (52.94%) Software Engineering
3 27 (52.94%) C++
4 25 (49.02%) Java
4 25 (49.02%) GIS
5 24 (47.06%) Windows
5 24 (47.06%) Big Data
5 24 (47.06%) Numerate Degree
6 23 (45.10%) Innovative Thinking
6 23 (45.10%) Storage Management
6 23 (45.10%) Git (software)
6 23 (45.10%) RESTful
6 23 (45.10%) WPF
6 23 (45.10%) Robotics
6 23 (45.10%) Software Testing
6 23 (45.10%) Swing
6 23 (45.10%) SOA
6 23 (45.10%) C#
6 23 (45.10%) .NET
6 23 (45.10%) Visual Studio
6 23 (45.10%) SOAP
6 23 (45.10%) NetBeans
7 18 (35.29%) Data Visualisation
8 15 (29.41%) Analytics
9 14 (27.45%) Tableau
10 13 (25.49%) SAS
11 11 (21.57%) Business Intelligence
11 11 (21.57%) Finance
11 11 (21.57%) Analytical Skills

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 (25.49%) SAS
2 2 (3.92%) ArcGIS
Applications
1 4 (7.84%) SPSS
2 1 (1.96%) Microsoft Excel
Cloud Services
1 1 (1.96%) Amazon AWS
1 1 (1.96%) SaaS
Database & Business Intelligence
1 25 (49.02%) GIS
2 24 (47.06%) Big Data
3 9 (17.65%) QlikView
4 5 (9.80%) Spotfire
4 5 (9.80%) SQL Server
5 4 (7.84%) Data Warehouse
6 3 (5.88%) PostgreSQL
6 3 (5.88%) Power BI
6 3 (5.88%) SQL Server Integration Services
7 2 (3.92%) Data Mining
7 2 (3.92%) Qlik Sense
7 2 (3.92%) SQL Server Analysis Services
7 2 (3.92%) SQL Server Reporting Services
8 1 (1.96%) Data Mart
8 1 (1.96%) DB2
8 1 (1.96%) Hadoop
8 1 (1.96%) MS Access
8 1 (1.96%) SQL Server 2005
8 1 (1.96%) SQL Server 2008
8 1 (1.96%) SQL Server 2012
Development Applications
1 23 (45.10%) Git (software)
1 23 (45.10%) NetBeans
1 23 (45.10%) Visual Studio
General
1 11 (21.57%) Finance
2 6 (11.76%) Marketing
3 4 (7.84%) Banking
4 1 (1.96%) Back Office
4 1 (1.96%) Local Government
4 1 (1.96%) Manufacturing
4 1 (1.96%) Retail
Job Titles
1 25 (49.02%) Software Engineer
2 23 (45.10%) C# Software Engineer
2 23 (45.10%) Java Engineer
2 23 (45.10%) Java Software Engineer
3 10 (19.61%) Graduate
4 9 (17.65%) Analytics Manager
4 9 (17.65%) Graduate Java Engineer
4 9 (17.65%) Graduate Java Software Engineer
4 9 (17.65%) Graduate Software Engineer
4 9 (17.65%) Junior
4 9 (17.65%) Junior C# Software Engineer
4 9 (17.65%) Junior Java Software Engineer
4 9 (17.65%) Junior Software Engineer
5 7 (13.73%) Senior C# Software Engineer
5 7 (13.73%) Senior Java Engineer
5 7 (13.73%) Senior Java Software Engineer
5 7 (13.73%) Senior Software Engineer
6 5 (9.80%) Analyst
6 5 (9.80%) Data Analytics Manager
6 5 (9.80%) Data Manager
Libraries, Frameworks & Software Standards
1 23 (45.10%) .NET
1 23 (45.10%) RESTful
1 23 (45.10%) SOAP
1 23 (45.10%) Swing
1 23 (45.10%) WPF
2 2 (3.92%) HTML
3 1 (1.96%) CSS
3 1 (1.96%) D3.js
3 1 (1.96%) Natural Language Processing
Miscellaneous
1 23 (45.10%) Robotics
2 11 (21.57%) Analytical Skills
3 4 (7.84%) Computer Science
3 4 (7.84%) PMI
4 2 (3.92%) Algorithms
4 2 (3.92%) Credit Risk
4 2 (3.92%) Self-Motivation
4 2 (3.92%) User Experience
5 1 (1.96%) Fintech
5 1 (1.96%) Management Information System
Operating Systems
1 24 (47.06%) Windows
2 3 (5.88%) Linux
3 2 (3.92%) Mac OS X
Processes & Methodologies
1 27 (52.94%) Software Engineering
2 23 (45.10%) Innovative Thinking
2 23 (45.10%) SOA
2 23 (45.10%) Software Testing
2 23 (45.10%) Storage Management
3 18 (35.29%) Data Visualisation
4 15 (29.41%) Analytics
5 11 (21.57%) Business Intelligence
6 10 (19.61%) Stakeholder Management
7 9 (17.65%) Data Analytics
8 6 (11.76%) Data Science
8 6 (11.76%) Decision-Making
8 6 (11.76%) Problem-Solving
8 6 (11.76%) Risk Management
9 5 (9.80%) Coaching
9 5 (9.80%) Data Cleansing
9 5 (9.80%) Project Management
10 4 (7.84%) Data Analysis
10 4 (7.84%) Data Modelling
10 4 (7.84%) Machine Learning
Programming Languages
1 40 (78.43%) SQL
2 27 (52.94%) C++
3 25 (49.02%) Java
4 23 (45.10%) C#
5 10 (19.61%) Python
6 3 (5.88%) R
7 2 (3.92%) C
7 2 (3.92%) JavaScript
7 2 (3.92%) MATLAB
8 1 (1.96%) VBA
Qualifications
1 33 (64.71%) Degree
2 24 (47.06%) Numerate Degree
3 4 (7.84%) PMI Certification
4 2 (3.92%) Computer Science Degree
5 1 (1.96%) AWS Certification
Quality Assurance & Compliance
1 4 (7.84%) Data Quality
2 1 (1.96%) QA
Vendors
1 14 (27.45%) Tableau
2 5 (9.80%) Teradata
3 4 (7.84%) Oracle
4 2 (3.92%) Microsoft
4 2 (3.92%) SAP
5 1 (1.96%) ESRI
5 1 (1.96%) MicroStrategy
5 1 (1.96%) Symantec
5 1 (1.96%) Twitter