Period
to 9 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Visualization
UK > Scotland
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 124 140 153
Rank change year-on-year +16 +13 +22
Permanent jobs citing Visualisation 104 97 62
As % of all permanent IT jobs advertised in Scotland 1.96% 1.73% 1.23%
As % of the Processes & Methodologies category 2.09% 1.88% 1.32%
Number of salaries quoted 73 69 28
Scotland median annual salary £45,000 £45,000 £37,750
Median salary % change year-on-year - +19.21% -20.53%
10th Percentile £26,000 £28,000 £26,750
90th Percentile £60,000 £66,500 £57,500
UK median annual salary £52,500 £51,107 £55,000
% change year-on-year +2.73% -7.08% +10.00%

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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 4,972 5,161 4,685
As % of all permanent IT jobs advertised in Scotland 93.76% 92.26% 92.61%
Number of salaries quoted 3,190 3,348 2,892
Scotland median annual salary £45,000 £44,705 £44,500
Median salary % change year-on-year +0.66% +0.46% +4.71%
10th Percentile £28,750 £28,250 £28,250
90th Percentile £70,000 £65,000 £65,000
UK median annual salary £52,000 £50,000 £48,000
% change year-on-year +4.00% +4.17% +1.05%

Visualisation
Job Vacancy Trend in Scotland

Job postings citing Visualisation as a percentage of all IT jobs advertised in Scotland.

Job vacancy trend for Visualisation in Scotland

Visualisation
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Visualisation in Scotland.

Salary trend for Visualisation in Scotland

Visualisation
Salary Histogram in Scotland

The salary distribution of IT jobs citing Visualisation in Scotland over the 6 months to 9 December 2018.

Salary histogram for Visualisation in Scotland

Visualisation
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Visualisation within the Scotland region over the 6 months to 9 December 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +25 51 £50,000 +4.17% 9
Edinburgh -5 48 £34,500 -13.75% 8
Dundee +10 2 £35,000 -30.00% 1
Visualisation
UK

For the 6 months to 9 December 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 Scotland region with a requirement for Visualisation.

1 73 (70.19%) SQL
2 58 (55.77%) Data Visualisation
3 51 (49.04%) Business Intelligence
4 50 (48.08%) Tableau
5 43 (41.35%) Analytical Skills
6 38 (36.54%) Analytics
7 34 (32.69%) Data Warehouse
7 34 (32.69%) Finance
7 34 (32.69%) Degree
8 33 (31.73%) Data Modelling
9 30 (28.85%) QlikView
9 30 (28.85%) Power BI
10 29 (27.88%) ETL
11 25 (24.04%) Big Data
12 24 (23.08%) SQL Server
12 24 (23.08%) Python
12 24 (23.08%) Software Engineering
13 23 (22.12%) Cognos
13 23 (22.12%) .NET
13 23 (22.12%) Java
13 23 (22.12%) C++
14 22 (21.15%) C#
14 22 (21.15%) RESTful
14 22 (21.15%) Numerate Degree
15 21 (20.19%) GIS
15 21 (20.19%) SQL Server Integration Services
15 21 (20.19%) Windows
15 21 (20.19%) SOA
15 21 (20.19%) Microsoft
16 20 (19.23%) SOAP

Visualisation
Co-occurring IT Skills in Scotland 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 15 (14.42%) SAS
2 1 (0.96%) ArcGIS
2 1 (0.96%) Elasticsearch
Applications
1 6 (5.77%) Microsoft Excel
2 4 (3.85%) SPSS
3 2 (1.92%) Microsoft PowerPoint
4 1 (0.96%) Microsoft Office
4 1 (0.96%) Spreadsheet
Business Applications
1 1 (0.96%) Cognos Business Intelligence
1 1 (0.96%) Cognos TM1
Cloud Services
1 12 (11.54%) Amazon AWS
2 10 (9.62%) Microsoft Azure
3 1 (0.96%) Datadog
3 1 (0.96%) npm
3 1 (0.96%) SaaS
Database & Business Intelligence
1 34 (32.69%) Data Warehouse
2 30 (28.85%) Power BI
2 30 (28.85%) QlikView
3 25 (24.04%) Big Data
4 24 (23.08%) SQL Server
5 21 (20.19%) GIS
5 21 (20.19%) SQL Server Integration Services
6 19 (18.27%) SQL Server Reporting Services
7 16 (15.38%) Qlik Sense
7 16 (15.38%) SQL Server Analysis Services
8 10 (9.62%) Relational Database
9 7 (6.73%) PostgreSQL
10 5 (4.81%) BusinessObjects
10 5 (4.81%) Data Mining
10 5 (4.81%) Spotfire
10 5 (4.81%) SQL Server 2012
11 4 (3.85%) Data Mart
12 3 (2.88%) Enterprise Data Warehouse
12 3 (2.88%) Hadoop
12 3 (2.88%) MySQL
Development Applications
1 20 (19.23%) Git (software)
1 20 (19.23%) NetBeans
1 20 (19.23%) Visual Studio
2 2 (1.92%) Oracle Forms
3 1 (0.96%) ERwin
3 1 (0.96%) gulp
3 1 (0.96%) webpack
General
1 34 (32.69%) Finance
2 8 (7.69%) Banking
3 7 (6.73%) Marketing
4 3 (2.88%) Investment Banking
4 3 (2.88%) Law
5 2 (1.92%) Back Office
6 1 (0.96%) Corporate Banking
6 1 (0.96%) Local Government
6 1 (0.96%) Manufacturing
6 1 (0.96%) Retail
Job Titles
1 35 (33.65%) Developer
2 22 (21.15%) Software Engineer
3 20 (19.23%) C# Software Engineer
3 20 (19.23%) Java Engineer
3 20 (19.23%) Java Software Engineer
4 15 (14.42%) Consultant
5 14 (13.46%) Analyst
6 13 (12.50%) QlikView Developer
7 10 (9.62%) Business Consultant
7 10 (9.62%) Business Intelligence Consultant
7 10 (9.62%) Database Developer
7 10 (9.62%) Graduate
7 10 (9.62%) Junior
8 9 (8.65%) Analytics Manager
8 9 (8.65%) Graduate Java Engineer
8 9 (8.65%) Graduate Java Software Engineer
8 9 (8.65%) Graduate Software Engineer
8 9 (8.65%) Junior C# Software Engineer
8 9 (8.65%) Junior Java Software Engineer
8 9 (8.65%) Junior Software Engineer
Libraries, Frameworks & Software Standards
1 23 (22.12%) .NET
2 22 (21.15%) RESTful
3 20 (19.23%) SOAP
3 20 (19.23%) Swing
3 20 (19.23%) WPF
4 11 (10.58%) CSS
4 11 (10.58%) HTML
5 9 (8.65%) HTML5
6 2 (1.92%) AngularJS
6 2 (1.92%) ASP.NET
7 1 (0.96%) Ajax
7 1 (0.96%) Apache Flex
7 1 (0.96%) CSS3
7 1 (0.96%) D3.js
7 1 (0.96%) Ionic Framework
7 1 (0.96%) JSON
7 1 (0.96%) JSP
7 1 (0.96%) Natural Language Processing
7 1 (0.96%) RabbitMQ
7 1 (0.96%) Spring
Miscellaneous
1 43 (41.35%) Analytical Skills
2 20 (19.23%) Robotics
3 15 (14.42%) Algorithms
4 13 (12.50%) Data Structures
5 6 (5.77%) User Experience
6 4 (3.85%) Greenfield Project
6 4 (3.85%) PMI
7 3 (2.88%) Management Information System
8 2 (1.92%) Credit Risk
8 2 (1.92%) Self-Motivation
9 1 (0.96%) Fintech
9 1 (0.96%) Mobile App
Operating Systems
1 21 (20.19%) Windows
2 4 (3.85%) Linux
3 2 (1.92%) Mac OS X
Processes & Methodologies
1 58 (55.77%) Data Visualisation
2 51 (49.04%) Business Intelligence
3 38 (36.54%) Analytics
4 33 (31.73%) Data Modelling
5 29 (27.88%) ETL
6 24 (23.08%) Software Engineering
7 21 (20.19%) SOA
8 20 (19.23%) Innovative Thinking
8 20 (19.23%) Software Testing
8 20 (19.23%) Storage Management
9 16 (15.38%) Agile Software Development
10 15 (14.42%) Data Analytics
11 14 (13.46%) Data Engineering
11 14 (13.46%) Data Extraction
12 13 (12.50%) Collaborative Working
13 12 (11.54%) Digital Transformation Programme
13 12 (11.54%) Multithreaded Programming
13 12 (11.54%) Multithreading
13 12 (11.54%) SDLC
13 12 (11.54%) Stakeholder Engagement
Programming Languages
1 73 (70.19%) SQL
2 24 (23.08%) Python
3 23 (22.12%) C++
3 23 (22.12%) Java
4 22 (21.15%) C#
5 17 (16.35%) T-SQL
6 12 (11.54%) JavaScript
7 10 (9.62%) Bash Shell
7 10 (9.62%) Scala
8 4 (3.85%) MATLAB
8 4 (3.85%) R
9 3 (2.88%) VBA
10 2 (1.92%) C
10 2 (1.92%) PL/SQL
10 2 (1.92%) SOQL
11 1 (0.96%) ES6
11 1 (0.96%) TypeScript
11 1 (0.96%) VB
Qualifications
1 34 (32.69%) Degree
2 22 (21.15%) Numerate Degree
3 4 (3.85%) PMI Certification
4 3 (2.88%) Computer Science Degree
5 1 (0.96%) AWS Certification
Quality Assurance & Compliance
1 16 (15.38%) Data Quality
2 1 (0.96%) QA
Systems Management
1 5 (4.81%) Systems Management Server (SMS)
2 1 (0.96%) Consul
2 1 (0.96%) Opscode Chef
2 1 (0.96%) Terraform
Vendors
1 50 (48.08%) Tableau
2 23 (22.12%) Cognos
3 21 (20.19%) Microsoft
4 19 (18.27%) Oracle
5 7 (6.73%) SAP
6 6 (5.77%) MicroStrategy
6 6 (5.77%) Teradata
7 3 (2.88%) Alteryx
7 3 (2.88%) Salesforce.com
7 3 (2.88%) Symantec
8 2 (1.92%) Twitter
9 1 (0.96%) Cloudera
9 1 (0.96%) ESRI
9 1 (0.96%) Informatica
9 1 (0.96%) Talend
9 1 (0.96%) TIBCO
9 1 (0.96%) Verint
9 1 (0.96%) Vertica