Period
to 16 August 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Glasgow. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 16 August 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Glasgow
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 147 113 145
Rank change year-on-year -34 +32 +1
Permanent jobs citing Data Structures 12 33 13
As % of all permanent IT jobs advertised in Glasgow 0.53% 1.45% 0.53%
As % of the Miscellaneous category 1.29% 3.71% 1.16%
Number of salaries quoted 9 26 5
Glasgow median annual salary £75,000 £70,000 £55,000
Median salary % change year-on-year +7.14% +27.27% +62.96%
Scotland median annual salary £60,000 £70,000 £57,500
% change year-on-year -14.29% +21.74% +53.33%

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 Glasgow with a requirement for generic IT skills.

All Generic IT Skills
Glasgow
Permanent vacancies with a requirement for generic IT skills 931 890 1,122
As % of all permanent IT jobs advertised in Glasgow 40.82% 39.04% 45.61%
Number of salaries quoted 669 531 473
Glasgow median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% -
10th Percentile £32,500 £29,750 £26,250
90th Percentile £67,500 £75,000 £60,000
Scotland median annual salary £49,000 £43,000 £45,000
% change year-on-year +13.95% -4.44% +8.43%

Data Structures
Job Vacancy Trend in Glasgow

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

Job vacancy trend for Data Structures in Glasgow

Data Structures
Salary Trend in Glasgow

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

Salary trend for Data Structures in Glasgow

Data Structures
Salary Histogram in Glasgow

The salary distribution of IT jobs citing Data Structures in Glasgow over the 6 months to 16 August 2018.

Salary histogram for Data Structures in Glasgow

For the 6 months to 16 August 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 Glasgow region with a requirement for Data Structures.

1 7 (58.33%) Algorithms
1 7 (58.33%) Analytical Skills
2 6 (50.00%) Java
3 5 (41.67%) SQL
3 5 (41.67%) Python
3 5 (41.67%) Finance
3 5 (41.67%) Agile Software Development
3 5 (41.67%) Software Engineering
4 4 (33.33%) Degree
4 4 (33.33%) Git (software)
4 4 (33.33%) Visualisation
4 4 (33.33%) OO
4 4 (33.33%) JavaScript
4 4 (33.33%) C#
4 4 (33.33%) Analytics
5 3 (25.00%) Kafka
5 3 (25.00%) Problem-Solving
5 3 (25.00%) C++
5 3 (25.00%) Mathematics
5 3 (25.00%) Computer Science
6 2 (16.67%) QA
6 2 (16.67%) Ruby
6 2 (16.67%) Pair Programming
6 2 (16.67%) Banking
6 2 (16.67%) Subversion
6 2 (16.67%) Data Analysis
6 2 (16.67%) Test Automation
6 2 (16.67%) Mercurial
6 2 (16.67%) Scala
6 2 (16.67%) Hadoop

Data Structures
Co-occurring IT Skills in Glasgow 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 (8.33%) Tomcat
Database & Business Intelligence
1 2 (16.67%) Data Mining
1 2 (16.67%) Data Warehouse
1 2 (16.67%) Hadoop
1 2 (16.67%) NoSQL
1 2 (16.67%) Qlik Sense
1 2 (16.67%) QlikView
1 2 (16.67%) SQL Server
2 1 (8.33%) Big Data
2 1 (8.33%) RDBMS
2 1 (8.33%) Relational Database
Development Applications
1 4 (33.33%) Git (software)
2 2 (16.67%) Mercurial
2 2 (16.67%) Subversion
General
1 5 (41.67%) Finance
2 2 (16.67%) Banking
3 1 (8.33%) Financial Institution
3 1 (8.33%) Front Office
3 1 (8.33%) Investment Banking
3 1 (8.33%) Law
Job Titles
1 9 (75.00%) Developer
2 2 (16.67%) Java Developer
2 2 (16.67%) QlikView Developer
2 2 (16.67%) Software Developer
3 1 (8.33%) Analytics Developer
3 1 (8.33%) Architect
3 1 (8.33%) C# Developer
3 1 (8.33%) C++ Software Engineer
3 1 (8.33%) Data Architect
3 1 (8.33%) Java Engineer
3 1 (8.33%) Java Software Engineer
3 1 (8.33%) Python Engineer
3 1 (8.33%) Python Software Engineer
3 1 (8.33%) Senior C++ Software Engineer
3 1 (8.33%) Senior Developer
3 1 (8.33%) Senior Java Engineer
3 1 (8.33%) Senior Java Software Engineer
3 1 (8.33%) Senior Software Engineer
3 1 (8.33%) Software Engineer
Libraries, Frameworks & Software Standards
1 3 (25.00%) Kafka
2 2 (16.67%) CSS
2 2 (16.67%) HTML
2 2 (16.67%) HTML5
2 2 (16.67%) React
3 1 (8.33%) Apache CXF
3 1 (8.33%) CGI
3 1 (8.33%) NumPy
3 1 (8.33%) Pandas
3 1 (8.33%) RESTful
3 1 (8.33%) SOAP
3 1 (8.33%) Web Services
3 1 (8.33%) XML
3 1 (8.33%) XML Schema
Miscellaneous
1 7 (58.33%) Algorithms
1 7 (58.33%) Analytical Skills
2 3 (25.00%) Computer Science
3 2 (16.67%) Greenfield Project
4 1 (8.33%) Analytical Mindset
4 1 (8.33%) Fixed Income
Operating Systems
1 2 (16.67%) Linux
Processes & Methodologies
1 5 (41.67%) Agile Software Development
1 5 (41.67%) Software Engineering
2 4 (33.33%) Analytics
2 4 (33.33%) OO
2 4 (33.33%) Visualisation
3 3 (25.00%) Mathematics
3 3 (25.00%) Problem-Solving
4 2 (16.67%) Computer Security
4 2 (16.67%) Continuous Deployment
4 2 (16.67%) Continuous Integration
4 2 (16.67%) Data Analysis
4 2 (16.67%) Data Modelling
4 2 (16.67%) Digital Transformation Programme
4 2 (16.67%) Multithreaded Programming
4 2 (16.67%) Multithreading
4 2 (16.67%) OOP
4 2 (16.67%) Pair Programming
4 2 (16.67%) Scrum
4 2 (16.67%) Test Automation
4 2 (16.67%) Web Development
Programming Languages
1 6 (50.00%) Java
2 5 (41.67%) Python
2 5 (41.67%) SQL
3 4 (33.33%) C#
3 4 (33.33%) JavaScript
4 3 (25.00%) C++
5 2 (16.67%) Groovy
5 2 (16.67%) Ruby
5 2 (16.67%) Scala
Qualifications
1 4 (33.33%) Degree
2 1 (8.33%) Computer Science Degree
2 1 (8.33%) Master's Degree
Quality Assurance & Compliance
1 2 (16.67%) QA
2 1 (8.33%) Data Quality
System Software
1 2 (16.67%) Docker
Systems Management
1 2 (16.67%) Kubernetes
Vendors
1 2 (16.67%) Cognos
1 2 (16.67%) Splunk
1 2 (16.67%) Tableau
2 1 (8.33%) Cloudera
2 1 (8.33%) IBM
2 1 (8.33%) Oracle
2 1 (8.33%) Solace
2 1 (8.33%) TIBCO