Period
to 14 December 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 14 December 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Edinburgh
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 125 126 126
Rank change year-on-year +1 0 +28
Permanent jobs citing Data Structures 31 22 11
As % of all permanent IT jobs advertised in Edinburgh 1.23% 0.83% 0.48%
As % of the Miscellaneous category 3.13% 2.23% 1.37%
Number of salaries quoted 10 23 8
Edinburgh median annual salary £120,000 £57,500 £39,500
Median salary % change year-on-year +108.70% +45.57% -19.39%
10th Percentile £92,250 £48,750 £25,275
90th Percentile £130,000 £66,250 £60,000
Scotland median annual salary £55,000 £57,500 £47,500
% change year-on-year -4.35% +21.05% +18.75%

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 990 985 802
As % of all permanent IT jobs advertised in Edinburgh 39.16% 37.13% 34.87%
Number of salaries quoted 615 596 516
Edinburgh median annual salary £50,000 £42,500 £45,000
Median salary % change year-on-year +17.65% -5.56% +5.88%
10th Percentile £29,100 £26,716 £28,125
90th Percentile £75,000 £66,250 £67,500
Scotland median annual salary £47,500 £44,705 £44,500
% change year-on-year +6.25% +0.46% +5.95%

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 14 December 2018.

Salary histogram for Data Structures in Edinburgh

For the 6 months to 14 December 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 30 (96.77%) Software Engineering
2 20 (64.52%) Linux
3 18 (58.06%) Algorithms
4 16 (51.61%) Python
5 14 (45.16%) Test Automation
6 13 (41.94%) C
7 9 (29.03%) Continuous Integration
7 9 (29.03%) Process Architecture
7 9 (29.03%) C++
7 9 (29.03%) Mac OS X
7 9 (29.03%) Agile Software Development
8 7 (22.58%) SDLC
9 6 (19.35%) Digital Marketing
9 6 (19.35%) Computer Science
9 6 (19.35%) Marketing
9 6 (19.35%) Manufacturing
9 6 (19.35%) Electronics
9 6 (19.35%) Telecoms
9 6 (19.35%) Finance
9 6 (19.35%) Programme Management
9 6 (19.35%) SAP
9 6 (19.35%) Business Intelligence
10 4 (12.90%) Advertising
10 4 (12.90%) QA
10 4 (12.90%) JSON
10 4 (12.90%) Machine Learning
11 3 (9.68%) Computer Science Degree
11 3 (9.68%) Bash Shell
11 3 (9.68%) Ansible
11 3 (9.68%) DevOps

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:

Communications & Networking
1 1 (3.23%) Internet
Database & Business Intelligence
1 2 (6.45%) Big Data
2 1 (3.23%) Data Warehouse
2 1 (3.23%) MongoDB
2 1 (3.23%) NoSQL
Development Applications
1 1 (3.23%) Bitbucket
1 1 (3.23%) Git (software)
General
1 6 (19.35%) Electronics
1 6 (19.35%) Finance
1 6 (19.35%) Manufacturing
1 6 (19.35%) Marketing
1 6 (19.35%) Telecoms
2 4 (12.90%) Advertising
3 1 (3.23%) Publishing
3 1 (3.23%) Retail
Job Titles
1 17 (54.84%) Software Engineer
2 10 (32.26%) Software Manager
3 9 (29.03%) Development Manager
3 9 (29.03%) Python Engineer
3 9 (29.03%) Python Software Engineer
3 9 (29.03%) Software Development Manager
4 4 (12.90%) Automation Engineer
4 4 (12.90%) Developer
4 4 (12.90%) Development Engineer
4 4 (12.90%) Security Manager
4 4 (12.90%) Software Development Engineer
5 3 (9.68%) Full Stack Developer
6 2 (6.45%) Web Manager
7 1 (3.23%) Backend Developer
7 1 (3.23%) Big Data Manager
7 1 (3.23%) Engineering Manager
7 1 (3.23%) Node.js Developer
7 1 (3.23%) Software Engineering Manager
Libraries, Frameworks & Software Standards
1 4 (12.90%) JSON
2 2 (6.45%) Natural Language Processing
3 1 (3.23%) Express
3 1 (3.23%) Node.js
3 1 (3.23%) React
3 1 (3.23%) REST
3 1 (3.23%) RESTful
Miscellaneous
1 18 (58.06%) Algorithms
Operating Systems
1 20 (64.52%) Linux
2 9 (29.03%) Mac OS X
3 3 (9.68%) CentOS
Processes & Methodologies
1 30 (96.77%) Software Engineering
2 14 (45.16%) Test Automation
3 9 (29.03%) Agile Software Development
3 9 (29.03%) Continuous Integration
3 9 (29.03%) Process Architecture
4 7 (22.58%) SDLC
5 6 (19.35%) Business Intelligence
5 6 (19.35%) Computer Science
5 6 (19.35%) Digital Marketing
5 6 (19.35%) Programme Management
6 4 (12.90%) Machine Learning
7 3 (9.68%) DevOps
8 2 (6.45%) Continuous Deployment
8 2 (6.45%) Contract Negotiation
8 2 (6.45%) Data Science
8 2 (6.45%) Deployment Automation
8 2 (6.45%) E-Commerce
8 2 (6.45%) Open Source
8 2 (6.45%) People Management
8 2 (6.45%) Product Management
Programming Languages
1 16 (51.61%) Python
2 13 (41.94%) C
3 9 (29.03%) C++
4 3 (9.68%) Bash Shell
4 3 (9.68%) Java
5 1 (3.23%) JavaScript
Qualifications
1 3 (9.68%) Computer Science Degree
1 3 (9.68%) Degree
Quality Assurance & Compliance
1 4 (12.90%) QA
Systems Management
1 3 (9.68%) Ansible
Vendors
1 6 (19.35%) SAP
2 3 (9.68%) Red Hat