Period
to 18 January 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Edinburgh. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 January 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Edinburgh
6 months to
18 Jan 2018
Same period 2017 Same period 2016
Rank 126 115 145
Rank change year-on-year -11 +30 -8
Permanent jobs citing Data Structures 21 13 6
As % of all permanent IT jobs advertised in Edinburgh 0.80% 0.60% 0.22%
As % of the Miscellaneous category 2.03% 1.67% 0.52%
Number of salaries quoted 24 6 5
Edinburgh median annual salary £57,500 £38,750 £53,000
Median salary % change year-on-year +48.39% -26.89% +26.19%
10th Percentile £43,500 £24,625 £33,500
90th Percentile £66,250 £60,000 £54,500
Scotland median annual salary £57,500 £47,500 £45,000
% change year-on-year +21.05% +5.56% +13.21%

Data Structures is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
Edinburgh
Permanent vacancies with a requirement for generic IT skills 1,036 779 1,160
As % of all permanent IT jobs advertised in Edinburgh 39.50% 35.68% 41.86%
Number of salaries quoted 627 512 694
Edinburgh median annual salary £42,500 £45,000 £42,500
Median salary % change year-on-year -5.56% +5.88% +6.25%
10th Percentile £26,500 £27,550 £26,500
90th Percentile £66,750 £68,625 £65,000
Scotland median annual salary £45,000 £43,349 £42,500
% change year-on-year +3.81% +2.00% +6.25%

Data Structures
Job Vacancy Trend in Edinburgh

Job postings citing Data Structures as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Data Structures in Edinburgh

Data Structures
Salary Trend in Edinburgh

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

Salary trend for Data Structures in Edinburgh

Data Structures
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Data Structures in Edinburgh over the 6 months to 18 January 2018.

Salary histogram for Data Structures in Edinburgh

For the 6 months to 18 January 2018, IT jobs citing Data Structures 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 Data Structures.

1 14 (66.67%) Degree
2 11 (52.38%) Finance
2 11 (52.38%) Business Intelligence
3 10 (47.62%) Algorithms
4 9 (42.86%) SAP BPC
4 9 (42.86%) BusinessObjects Business Intelligence
4 9 (42.86%) IFRS
4 9 (42.86%) SAP S/4HANA
4 9 (42.86%) Java
4 9 (42.86%) SAP
5 6 (28.57%) Python
5 6 (28.57%) OO
5 6 (28.57%) C++
5 6 (28.57%) Software Engineering
6 5 (23.81%) Agile Software Development
6 5 (23.81%) C#
6 5 (23.81%) Cognos
6 5 (23.81%) Hyperion
6 5 (23.81%) SAP BW
7 4 (19.05%) SQL
7 4 (19.05%) Computer Science
7 4 (19.05%) Collaborative Working
7 4 (19.05%) Relational Database
8 3 (14.29%) Analytical Skills
8 3 (14.29%) Machine Learning
8 3 (14.29%) Multithreading
8 3 (14.29%) Computer Science Degree
8 3 (14.29%) Mathematics
8 3 (14.29%) PhD
8 3 (14.29%) TDD

Data Structures
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 1 (4.76%) SAS
Applications
1 2 (9.52%) Microsoft Excel
Business Applications
1 9 (42.86%) SAP BPC
1 9 (42.86%) SAP S/4HANA
Database & Business Intelligence
1 9 (42.86%) BusinessObjects Business Intelligence
2 5 (23.81%) SAP BW
3 4 (19.05%) Relational Database
4 2 (9.52%) BusinessObjects
4 2 (9.52%) GIS
4 2 (9.52%) MS Access
4 2 (9.52%) NoSQL
4 2 (9.52%) Spatial Data
Development Applications
1 1 (4.76%) Git (software)
1 1 (4.76%) Mercurial
1 1 (4.76%) Subversion
General
1 11 (52.38%) Finance
Job Titles
1 9 (42.86%) Consultant
1 9 (42.86%) SAP BPC Consultant
1 9 (42.86%) SAP Consultant
2 8 (38.10%) Developer
3 3 (14.29%) Software Developer
3 3 (14.29%) Software Engineer
4 2 (9.52%) Automation Engineer
4 2 (9.52%) Computer Engineer
4 2 (9.52%) Computer Vision Engineer
4 2 (9.52%) Database Developer
4 2 (9.52%) Developer/Software Engineer
4 2 (9.52%) Java Developer
4 2 (9.52%) Research Engineer
5 1 (4.76%) C# Developer
5 1 (4.76%) Java Engineer
5 1 (4.76%) Machine Learning Scientist
5 1 (4.76%) SDLC Manager
5 1 (4.76%) Senior Software Engineer
5 1 (4.76%) Software Manager
5 1 (4.76%) Web Engineer
Libraries, Frameworks & Software Standards
1 2 (9.52%) AngularJS
1 2 (9.52%) React
2 1 (4.76%) .NET
2 1 (4.76%) Ajax
2 1 (4.76%) Angular 2
2 1 (4.76%) CSS
2 1 (4.76%) HTML
2 1 (4.76%) jQuery
2 1 (4.76%) NumPy
2 1 (4.76%) Ruby on Rails
2 1 (4.76%) SciPy
Miscellaneous
1 10 (47.62%) Algorithms
2 4 (19.05%) Computer Science
3 3 (14.29%) Analytical Skills
4 2 (9.52%) Robotics
5 1 (4.76%) Mobile App
Processes & Methodologies
1 11 (52.38%) Business Intelligence
2 6 (28.57%) OO
2 6 (28.57%) Software Engineering
3 5 (23.81%) Agile Software Development
4 4 (19.05%) Collaborative Working
5 3 (14.29%) Machine Learning
5 3 (14.29%) Mathematics
5 3 (14.29%) Multithreading
5 3 (14.29%) TDD
6 2 (9.52%) BDD
6 2 (9.52%) Change Control
6 2 (9.52%) Computer Vision
6 2 (9.52%) Continuous Integration
6 2 (9.52%) Data Management
6 2 (9.52%) Image Processing
6 2 (9.52%) Process Management
6 2 (9.52%) Refactoring
6 2 (9.52%) SDLC
6 2 (9.52%) Test Automation
6 2 (9.52%) User Acceptance Testing
Programming Languages
1 9 (42.86%) Java
2 6 (28.57%) C++
2 6 (28.57%) Python
3 5 (23.81%) C#
4 4 (19.05%) SQL
5 3 (14.29%) JavaScript
6 2 (9.52%) Perl
6 2 (9.52%) Ruby
6 2 (9.52%) VBA
7 1 (4.76%) C
7 1 (4.76%) Lisp
7 1 (4.76%) Lua
7 1 (4.76%) MATLAB
7 1 (4.76%) PL/SQL
7 1 (4.76%) R
7 1 (4.76%) Scala
Qualifications
1 14 (66.67%) Degree
2 3 (14.29%) Computer Science Degree
2 3 (14.29%) PhD
3 2 (9.52%) Postgraduate
4 1 (4.76%) Numerate Degree
Quality Assurance & Compliance
1 9 (42.86%) IFRS
2 2 (9.52%) Data Quality
2 2 (9.52%) QA
Vendors
1 9 (42.86%) SAP
2 5 (23.81%) Cognos
2 5 (23.81%) Hyperion
3 1 (4.76%) Oracle