Period
to 17 October 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 17 October 2018 with a comparison to the same period in the previous 2 years.

Data Visualization
UK > Scotland
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 171 193 180
Rank change year-on-year +22 -13 +51
Permanent jobs citing Data Visualisation 59 39 47
As % of all permanent IT jobs advertised in Scotland 1.10% 0.70% 0.88%
As % of the Processes & Methodologies category 1.18% 0.77% 0.95%
Number of salaries quoted 44 24 24
Scotland median annual salary £48,000 £49,750 £46,250
Median salary % change year-on-year -3.52% +7.57% -7.50%
10th Percentile £33,750 £37,375 £33,325
90th Percentile £60,000 £65,000 £76,000
UK median annual salary £52,500 £52,500 £55,000
% change year-on-year - -4.55% +10.00%

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 5,011 5,097 4,944
As % of all permanent IT jobs advertised in Scotland 93.07% 92.12% 92.51%
Number of salaries quoted 3,270 3,239 2,937
Scotland median annual salary £45,625 £44,000 £44,000
Median salary % change year-on-year +3.69% - +3.53%
10th Percentile £29,500 £28,250 £27,500
90th Percentile £70,000 £66,250 £65,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +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 17 October 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 17 October 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 +14 41 £50,000 +2.56% 1
Edinburgh +20 15 £43,000 -28.33% 6
West Lothian -19 1 £39,500 +5.33%
Data Visualisation
UK

For the 6 months to 17 October 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 59 (100.00%) Visualisation
2 43 (72.88%) SQL
3 36 (61.02%) Tableau
4 29 (49.15%) Data Warehouse
5 27 (45.76%) Oracle
6 23 (38.98%) Business Intelligence
6 23 (38.98%) Data Modelling
7 21 (35.59%) QlikView
7 21 (35.59%) Analytics
8 17 (28.81%) Cognos
8 17 (28.81%) Python
9 16 (27.12%) Finance
9 16 (27.12%) Power BI
10 15 (25.42%) Analytical Skills
10 15 (25.42%) SQL Server
10 15 (25.42%) PL/SQL
10 15 (25.42%) Java
11 14 (23.73%) Agile Software Development
12 13 (22.03%) ETL
12 13 (22.03%) User Experience
12 13 (22.03%) Software Delivery
13 12 (20.34%) Data Analysis
14 11 (18.64%) Data Management
14 11 (18.64%) Data Quality
14 11 (18.64%) Data Extraction
15 10 (16.95%) Microsoft Azure
15 10 (16.95%) Amazon AWS
15 10 (16.95%) BDD
15 10 (16.95%) Algorithms
15 10 (16.95%) Qlik Sense

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 5 (8.47%) SAS
2 1 (1.69%) Apache
2 1 (1.69%) ArcGIS
Applications
1 3 (5.08%) Microsoft Excel
2 1 (1.69%) 3ds Max
2 1 (1.69%) Adobe Illustrator
2 1 (1.69%) Maya
2 1 (1.69%) Microsoft PowerPoint
2 1 (1.69%) Photoshop
2 1 (1.69%) SPSS
Cloud Services
1 10 (16.95%) Amazon AWS
1 10 (16.95%) Microsoft Azure
2 5 (8.47%) GitHub
3 1 (1.69%) Google Cloud Platform
3 1 (1.69%) SaaS
Communications & Networking
1 3 (5.08%) HTTP
2 1 (1.69%) HTTPS
2 1 (1.69%) SSL
Database & Business Intelligence
1 29 (49.15%) Data Warehouse
2 21 (35.59%) QlikView
3 16 (27.12%) Power BI
4 15 (25.42%) SQL Server
5 10 (16.95%) OLTP
5 10 (16.95%) Qlik Sense
5 10 (16.95%) SQL Server Integration Services
6 9 (15.25%) BusinessObjects
6 9 (15.25%) Relational Database
7 6 (10.17%) Spotfire
8 5 (8.47%) Big Data
8 5 (8.47%) IBM InfoSphere
9 4 (6.78%) SQL Server Reporting Services
10 3 (5.08%) Data Mining
10 3 (5.08%) MySQL
10 3 (5.08%) SQL Server Analysis Services
10 3 (5.08%) Text Mining
11 2 (3.39%) DataStage
11 2 (3.39%) Oracle Reports
11 2 (3.39%) PostgreSQL
Development Applications
1 2 (3.39%) Oracle Forms
2 1 (1.69%) Axure RP
2 1 (1.69%) Balsamiq Mockups
2 1 (1.69%) Dreamweaver
2 1 (1.69%) Jenkins
2 1 (1.69%) TeamCity
General
1 16 (27.12%) Finance
2 6 (10.17%) Marketing
3 2 (3.39%) Banking
4 1 (1.69%) Investment Banking
4 1 (1.69%) Law
4 1 (1.69%) Manufacturing
Job Titles
1 27 (45.76%) Developer
2 13 (22.03%) Software Developer
3 11 (18.64%) Analyst
3 11 (18.64%) Consultant
4 9 (15.25%) Business Consultant
4 9 (15.25%) Business Intelligence Consultant
4 9 (15.25%) QlikView Developer
5 7 (11.86%) Data Analyst
6 5 (8.47%) Data Scientist
6 5 (8.47%) Data Warehouse Developer
7 3 (5.08%) Business Intelligence Developer
8 2 (3.39%) Business Developer
8 2 (3.39%) Campaign Analyst
8 2 (3.39%) Data Manager
8 2 (3.39%) Data Migration Analyst
8 2 (3.39%) Insight Analyst
8 2 (3.39%) Lead Developer
8 2 (3.39%) Marketing Analyst
8 2 (3.39%) SAP Data Migration Analyst
8 2 (3.39%) Senior Analyst
Libraries, Frameworks & Software Standards
1 9 (15.25%) CSS
1 9 (15.25%) HTML
1 9 (15.25%) HTML5
2 4 (6.78%) ggplot2
2 4 (6.78%) NumPy
2 4 (6.78%) Pandas
2 4 (6.78%) scikit-learn
2 4 (6.78%) SciPy
3 1 (1.69%) .NET
3 1 (1.69%) AngularJS
3 1 (1.69%) ASP.NET
3 1 (1.69%) DHTML
3 1 (1.69%) Flash
3 1 (1.69%) Node.js
3 1 (1.69%) OAuth
3 1 (1.69%) REST
3 1 (1.69%) SOAP
3 1 (1.69%) Swagger
3 1 (1.69%) XHTML
3 1 (1.69%) XML
Miscellaneous
1 15 (25.42%) Analytical Skills
2 13 (22.03%) User Experience
3 10 (16.95%) Algorithms
4 8 (13.56%) Data Structures
5 5 (8.47%) Fintech
6 3 (5.08%) Greenfield Project
7 2 (3.39%) Computer Science
7 2 (3.39%) Management Information System
7 2 (3.39%) Self-Motivation
7 2 (3.39%) Smartphone
8 1 (1.69%) Graphic Design
8 1 (1.69%) PMI
Operating Systems
1 1 (1.69%) Windows
Processes & Methodologies
1 59 (100.00%) Visualisation
2 23 (38.98%) Business Intelligence
2 23 (38.98%) Data Modelling
3 21 (35.59%) Analytics
4 14 (23.73%) Agile Software Development
5 13 (22.03%) ETL
5 13 (22.03%) Software Delivery
6 12 (20.34%) Data Analysis
7 11 (18.64%) Data Extraction
7 11 (18.64%) Data Management
8 10 (16.95%) BDD
8 10 (16.95%) TDD
9 9 (15.25%) Data Engineering
9 9 (15.25%) Database Theory
9 9 (15.25%) Procedural Programming
9 9 (15.25%) Relational Database Theory
9 9 (15.25%) Web Development
10 8 (13.56%) Digital Transformation Programme
10 8 (13.56%) Multithreaded Programming
10 8 (13.56%) SDLC
Programming Languages
1 43 (72.88%) SQL
2 17 (28.81%) Python
3 15 (25.42%) Java
3 15 (25.42%) PL/SQL
4 9 (15.25%) Bash Shell
4 9 (15.25%) JavaScript
4 9 (15.25%) Scala
5 4 (6.78%) R
5 4 (6.78%) T-SQL
6 2 (3.39%) C#
6 2 (3.39%) SOQL
6 2 (3.39%) VBA
7 1 (1.69%) C++
7 1 (1.69%) Julia
7 1 (1.69%) MATLAB
7 1 (1.69%) VB
Qualifications
1 4 (6.78%) Degree
2 1 (1.69%) Computer Science Degree
2 1 (1.69%) PMI Certification
Quality Assurance & Compliance
1 11 (18.64%) Data Quality
2 1 (1.69%) QA
Systems Management
1 1 (1.69%) Opscode Chef
1 1 (1.69%) Single Sign-On
1 1 (1.69%) Systems Management Server (SMS)
Vendors
1 36 (61.02%) Tableau
2 27 (45.76%) Oracle
3 17 (28.81%) Cognos
4 9 (15.25%) Microsoft
5 7 (11.86%) Informatica
5 7 (11.86%) SAP
6 5 (8.47%) MicroStrategy
6 5 (8.47%) Netezza
6 5 (8.47%) Talend
7 2 (3.39%) Salesforce.com
8 1 (1.69%) Adobe
8 1 (1.69%) ESRI
8 1 (1.69%) Google
8 1 (1.69%) Pegasus
8 1 (1.69%) Rackspace
8 1 (1.69%) Splunk
8 1 (1.69%) Teradata
8 1 (1.69%) Twitter
8 1 (1.69%) Verint