Period
to 13 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Data Visualisation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Visualisation over the 6 months to 13 December 2018 with a comparison to the same period in the previous 2 years.

Data Visualization
UK > Scotland
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 168 191 179
Rank change year-on-year +23 -12 +44
Permanent jobs citing Data Visualisation 58 39 31
As % of all permanent IT jobs advertised in Scotland 1.09% 0.69% 0.62%
As % of the Processes & Methodologies category 1.16% 0.75% 0.67%
Number of salaries quoted 43 22 12
Scotland median annual salary £50,000 £49,750 £40,750
Median salary % change year-on-year +0.50% +22.09% -14.21%
10th Percentile £33,400 £37,875 £32,775
90th Percentile £67,000 £65,000 £56,875
UK median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% +5.00%

Data 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 4,994 5,198 4,639
As % of all permanent IT jobs advertised in Scotland 93.64% 92.26% 92.61%
Number of salaries quoted 3,222 3,364 2,865
Scotland median annual salary £45,000 £44,603 £44,500
Median salary % change year-on-year +0.89% +0.23% +4.71%
10th Percentile £28,750 £28,250 £28,250
90th Percentile £69,713 £65,000 £65,000
UK median annual salary £52,500 £50,000 £48,000
% change year-on-year +5.00% +4.17% +1.05%

Data Visualisation
Job Vacancy Trend in Scotland

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

Job vacancy trend for Data Visualisation in Scotland

Data Visualisation
Salary Trend in Scotland

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

Salary trend for Data Visualisation in Scotland

Data Visualisation
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Visualisation in Scotland over the 6 months to 13 December 2018.

Salary histogram for Data Visualisation in Scotland

Data 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 Data Visualisation within the Scotland region over the 6 months to 13 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 +15 35 £51,000 +4.62% 5
Edinburgh +10 18 £46,250 -19.57% 5
Dundee +10 2 £35,000 -30.00%
Data Visualisation
UK

For the 6 months to 13 December 2018, IT jobs citing Data 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 Data Visualisation.

1 58 (100.00%) Visualisation
2 45 (77.59%) Tableau
3 33 (56.90%) SQL
3 33 (56.90%) Data Warehouse
4 32 (55.17%) Data Modelling
4 32 (55.17%) Business Intelligence
5 31 (53.45%) Analytics
6 28 (48.28%) Analytical Skills
7 27 (46.55%) Finance
7 27 (46.55%) QlikView
8 23 (39.66%) Cognos
9 21 (36.21%) SQL Server
10 19 (32.76%) Python
10 19 (32.76%) Power BI
11 16 (27.59%) Data Quality
11 16 (27.59%) Oracle
12 15 (25.86%) ETL
13 14 (24.14%) Data Extraction
13 14 (24.14%) Agile Software Development
13 14 (24.14%) Algorithms
13 14 (24.14%) Qlik Sense
14 13 (22.41%) Data Engineering
14 13 (22.41%) Collaborative Working
15 12 (20.69%) Digital Transformation Programme
15 12 (20.69%) SDLC
15 12 (20.69%) Data Structures
15 12 (20.69%) Multithreaded Programming
15 12 (20.69%) Stakeholder Engagement
15 12 (20.69%) Multithreading
16 11 (18.97%) SAS

Data 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 11 (18.97%) SAS
2 1 (1.72%) ArcGIS
2 1 (1.72%) Elasticsearch
Applications
1 5 (8.62%) Microsoft Excel
2 4 (6.90%) SPSS
3 1 (1.72%) Microsoft PowerPoint
Business Applications
1 1 (1.72%) Cognos Business Intelligence
1 1 (1.72%) Cognos TM1
Cloud Services
1 10 (17.24%) Amazon AWS
1 10 (17.24%) Microsoft Azure
2 1 (1.72%) SaaS
Database & Business Intelligence
1 33 (56.90%) Data Warehouse
2 27 (46.55%) QlikView
3 21 (36.21%) SQL Server
4 19 (32.76%) Power BI
5 14 (24.14%) Qlik Sense
6 10 (17.24%) Relational Database
7 9 (15.52%) SQL Server Integration Services
8 8 (13.79%) SQL Server Reporting Services
9 5 (8.62%) PostgreSQL
9 5 (8.62%) SQL Server 2012
9 5 (8.62%) SQL Server Analysis Services
10 4 (6.90%) Big Data
10 4 (6.90%) Data Mart
10 4 (6.90%) Data Mining
10 4 (6.90%) Spotfire
11 3 (5.17%) BusinessObjects
11 3 (5.17%) MySQL
12 2 (3.45%) MS Access
12 2 (3.45%) SQL Server 2005
12 2 (3.45%) SQL Server 2008
Development Applications
1 2 (3.45%) Oracle Forms
2 1 (1.72%) ERwin
General
1 27 (46.55%) Finance
2 7 (12.07%) Marketing
3 6 (10.34%) Banking
4 2 (3.45%) Back Office
5 1 (1.72%) Corporate Banking
5 1 (1.72%) Investment Banking
5 1 (1.72%) Law
Job Titles
1 21 (36.21%) Developer
2 14 (24.14%) Consultant
3 13 (22.41%) QlikView Developer
4 11 (18.97%) Analyst
5 10 (17.24%) Business Consultant
5 10 (17.24%) Business Intelligence Consultant
6 6 (10.34%) Analytics Manager
6 6 (10.34%) Data Analyst
6 6 (10.34%) Data Manager
7 5 (8.62%) Data Analytics Manager
8 4 (6.90%) Business Intelligence Developer
9 3 (5.17%) Business Intelligence Analyst
9 3 (5.17%) Data Scientist
9 3 (5.17%) Senior Consultant
10 2 (3.45%) Analytics Consultant
10 2 (3.45%) Insight Analyst
10 2 (3.45%) Senior Analytics Manager
10 2 (3.45%) Senior Manager
11 1 (1.72%) Data Visualisation Analyst
11 1 (1.72%) Senior Data Analytics Consultant
Libraries, Frameworks & Software Standards
1 9 (15.52%) CSS
1 9 (15.52%) HTML
1 9 (15.52%) HTML5
2 2 (3.45%) .NET
2 2 (3.45%) ASP.NET
3 1 (1.72%) AngularJS
3 1 (1.72%) CSS3
3 1 (1.72%) JSP
3 1 (1.72%) RESTful
Miscellaneous
1 28 (48.28%) Analytical Skills
2 14 (24.14%) Algorithms
3 12 (20.69%) Data Structures
4 4 (6.90%) PMI
4 4 (6.90%) User Experience
5 3 (5.17%) Greenfield Project
5 3 (5.17%) Management Information System
6 2 (3.45%) Self-Motivation
7 1 (1.72%) Fintech
Processes & Methodologies
1 58 (100.00%) Visualisation
2 32 (55.17%) Business Intelligence
2 32 (55.17%) Data Modelling
3 31 (53.45%) Analytics
4 15 (25.86%) ETL
5 14 (24.14%) Agile Software Development
5 14 (24.14%) Data Extraction
6 13 (22.41%) Collaborative Working
6 13 (22.41%) Data Engineering
7 12 (20.69%) Digital Transformation Programme
7 12 (20.69%) Multithreaded Programming
7 12 (20.69%) Multithreading
7 12 (20.69%) SDLC
7 12 (20.69%) Stakeholder Engagement
8 11 (18.97%) Data Analytics
9 10 (17.24%) Data Science
9 10 (17.24%) Database Theory
9 10 (17.24%) Problem-Solving
9 10 (17.24%) Procedural Programming
9 10 (17.24%) Relational Database Theory
Programming Languages
1 33 (56.90%) SQL
2 19 (32.76%) Python
3 10 (17.24%) Bash Shell
3 10 (17.24%) JavaScript
3 10 (17.24%) Scala
4 5 (8.62%) T-SQL
5 4 (6.90%) MATLAB
6 3 (5.17%) VBA
7 2 (3.45%) C#
7 2 (3.45%) PL/SQL
7 2 (3.45%) SOQL
8 1 (1.72%) Java
8 1 (1.72%) R
8 1 (1.72%) VB
Qualifications
1 4 (6.90%) Degree
1 4 (6.90%) PMI Certification
Quality Assurance & Compliance
1 16 (27.59%) Data Quality
2 1 (1.72%) QA
Vendors
1 45 (77.59%) Tableau
2 23 (39.66%) Cognos
3 16 (27.59%) Oracle
4 8 (13.79%) Microsoft
5 7 (12.07%) SAP
6 3 (5.17%) MicroStrategy
6 3 (5.17%) Symantec
7 2 (3.45%) Salesforce.com
7 2 (3.45%) Twitter
8 1 (1.72%) Cloudera
8 1 (1.72%) ESRI
8 1 (1.72%) Informatica
8 1 (1.72%) Teradata
8 1 (1.72%) TIBCO
8 1 (1.72%) Verint
8 1 (1.72%) Vertica