Period
to 22 October 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 22 October 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Edinburgh
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 107 128 120
Rank change year-on-year +21 -8 +32
Permanent jobs citing Data Structures 40 25 13
As % of all permanent IT jobs advertised in Edinburgh 1.58% 0.93% 0.57%
As % of the Miscellaneous category 3.65% 2.23% 1.40%
Number of salaries quoted 17 20 9
Edinburgh median annual salary £120,000 £57,500 £55,000
Median salary % change year-on-year +108.70% +4.55% +3.77%
10th Percentile £72,000 £47,125 £29,600
90th Percentile £130,000 £66,250 £76,250
Scotland median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +41.03%

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 1,096 1,120 929
As % of all permanent IT jobs advertised in Edinburgh 43.22% 41.62% 40.64%
Number of salaries quoted 703 639 538
Edinburgh median annual salary £50,000 £42,500 £45,000
Median salary % change year-on-year +17.65% -5.56% +12.50%
10th Percentile £28,750 £27,000 £26,250
90th Percentile £75,000 £66,250 £67,875
Scotland median annual salary £47,500 £44,000 £43,349
% change year-on-year +7.95% +1.50% +8.37%

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 22 October 2018.

Salary histogram for Data Structures in Edinburgh

For the 6 months to 22 October 2018, IT jobs citing Data Structures 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 Data Structures.

1 36 (90.00%) Software Engineering
2 25 (62.50%) Algorithms
3 20 (50.00%) Test Automation
4 19 (47.50%) Linux
5 16 (40.00%) Python
6 15 (37.50%) Agile Software Development
7 14 (35.00%) Continuous Integration
8 11 (27.50%) SDLC
9 10 (25.00%) Computer Science
9 10 (25.00%) C
10 9 (22.50%) Marketing
11 8 (20.00%) Degree
11 8 (20.00%) Digital Marketing
11 8 (20.00%) SAP
11 8 (20.00%) Programme Management
11 8 (20.00%) Java
11 8 (20.00%) Business Intelligence
11 8 (20.00%) Electronics
11 8 (20.00%) Telecoms
11 8 (20.00%) Finance
11 8 (20.00%) Manufacturing
12 7 (17.50%) JSON
13 6 (15.00%) CentOS
13 6 (15.00%) Mac OS X
13 6 (15.00%) C++
13 6 (15.00%) Computer Science Degree
13 6 (15.00%) Process Architecture
14 5 (12.50%) Open Source
14 5 (12.50%) Bash Shell
14 5 (12.50%) Machine Learning

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:

Applications
1 1 (2.50%) Photoshop
Database & Business Intelligence
1 4 (10.00%) Data Warehouse
2 3 (7.50%) NoSQL
3 2 (5.00%) Big Data
4 1 (2.50%) MongoDB
4 1 (2.50%) MySQL
4 1 (2.50%) Oracle Database
4 1 (2.50%) Redis
Development Applications
1 3 (7.50%) Git (software)
2 2 (5.00%) Mercurial
2 2 (5.00%) Subversion
3 1 (2.50%) Bitbucket
General
1 9 (22.50%) Marketing
2 8 (20.00%) Electronics
2 8 (20.00%) Finance
2 8 (20.00%) Manufacturing
2 8 (20.00%) Telecoms
3 5 (12.50%) Advertising
Job Titles
1 14 (35.00%) Software Engineer
1 14 (35.00%) Software Manager
2 11 (27.50%) Development Manager
2 11 (27.50%) Software Development Manager
3 10 (25.00%) Developer
4 7 (17.50%) Security Manager
5 6 (15.00%) Python Engineer
5 6 (15.00%) Python Software Engineer
6 5 (12.50%) Full Stack Developer
7 4 (10.00%) Automation Engineer
7 4 (10.00%) Development Engineer
7 4 (10.00%) Software Development Engineer
7 4 (10.00%) Web Manager
8 3 (7.50%) Engineering Manager
8 3 (7.50%) Software Engineering Manager
9 2 (5.00%) Java Developer
9 2 (5.00%) Python Developer
10 1 (2.50%) Analyst
10 1 (2.50%) Project Coordinator
10 1 (2.50%) Web Applications Developer
Libraries, Frameworks & Software Standards
1 7 (17.50%) JSON
2 2 (5.00%) Natural Language Processing
2 2 (5.00%) REST
3 1 (2.50%) AngularJS
3 1 (2.50%) Celery
3 1 (2.50%) Express
3 1 (2.50%) Flask
3 1 (2.50%) jQuery
3 1 (2.50%) Node.js
3 1 (2.50%) React
3 1 (2.50%) RESTful
3 1 (2.50%) Twitter Bootstrap
3 1 (2.50%) WebSockets
Miscellaneous
1 25 (62.50%) Algorithms
2 10 (25.00%) Computer Science
3 1 (2.50%) Analytical Skills
3 1 (2.50%) Self-Motivation
Operating Systems
1 19 (47.50%) Linux
2 6 (15.00%) CentOS
2 6 (15.00%) Mac OS X
3 1 (2.50%) Red Hat Enterprise Linux
Processes & Methodologies
1 36 (90.00%) Software Engineering
2 20 (50.00%) Test Automation
3 15 (37.50%) Agile Software Development
4 14 (35.00%) Continuous Integration
5 11 (27.50%) SDLC
6 8 (20.00%) Business Intelligence
6 8 (20.00%) Digital Marketing
6 8 (20.00%) Programme Management
7 6 (15.00%) Process Architecture
8 5 (12.50%) DevOps
8 5 (12.50%) Machine Learning
8 5 (12.50%) OO
8 5 (12.50%) Open Source
9 3 (7.50%) Continuous Deployment
9 3 (7.50%) Deployment Automation
9 3 (7.50%) E-Commerce
9 3 (7.50%) People Management
9 3 (7.50%) Product Management
10 2 (5.00%) Data Science
10 2 (5.00%) Decision-Making
Programming Languages
1 16 (40.00%) Python
2 10 (25.00%) C
3 8 (20.00%) Java
4 6 (15.00%) C++
5 5 (12.50%) Bash Shell
6 3 (7.50%) SQL
7 1 (2.50%) JavaScript
7 1 (2.50%) PHP
Qualifications
1 8 (20.00%) Degree
2 6 (15.00%) Computer Science Degree
Quality Assurance & Compliance
1 4 (10.00%) QA
2 1 (2.50%) Data Quality
System Software
1 1 (2.50%) Docker
1 1 (2.50%) Virtual Machines
Systems Management
1 5 (12.50%) Ansible
2 1 (2.50%) Opscode Chef
Vendors
1 8 (20.00%) SAP
2 5 (12.50%) Red Hat
3 1 (2.50%) Oracle