Period
to 17 June 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 17 June 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Glasgow
6 months to
17 Jun 2018
Same period 2017 Same period 2016
Rank 145 110 150
Rank change year-on-year -35 +40 -8
Permanent jobs citing Data Structures 13 30 15
As % of all permanent IT jobs advertised in Glasgow 0.55% 1.42% 0.58%
As % of the Miscellaneous category 1.36% 3.59% 1.24%
Number of salaries quoted 10 22 6
Glasgow median annual salary £75,000 £70,000 £56,000
Median salary % change year-on-year +7.14% +25.00% +31.76%
10th Percentile £41,000 £35,500 £55,000
90th Percentile £75,500 £75,000 £67,500
Scotland median annual salary £52,500 £70,000 £72,500
% change year-on-year -25.00% -3.45% +81.25%

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 958 835 1,213
As % of all permanent IT jobs advertised in Glasgow 40.18% 39.55% 46.58%
Number of salaries quoted 676 535 537
Glasgow median annual salary £50,000 £45,000 £43,500
Median salary % change year-on-year +11.11% +3.45% +2.35%
10th Percentile £32,500 £28,430 £27,500
90th Percentile £70,000 £75,000 £61,250
Scotland median annual salary £47,500 £44,236 £45,000
% change year-on-year +7.38% -1.70% +5.88%

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 17 June 2018.

Salary histogram for Data Structures in Glasgow

For the 6 months to 17 June 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 9 (69.23%) Java
2 8 (61.54%) SQL
2 8 (61.54%) Algorithms
3 7 (53.85%) Analytical Skills
3 7 (53.85%) OO
3 7 (53.85%) Python
3 7 (53.85%) Software Engineering
3 7 (53.85%) Degree
3 7 (53.85%) Git (software)
4 5 (38.46%) Continuous Integration
4 5 (38.46%) Test Automation
4 5 (38.46%) Mercurial
4 5 (38.46%) NoSQL
4 5 (38.46%) Subversion
4 5 (38.46%) Finance
5 4 (30.77%) Mathematics
5 4 (30.77%) Computer Science
5 4 (30.77%) C++
5 4 (30.77%) Linux
5 4 (30.77%) Splunk
5 4 (30.77%) Hadoop
5 4 (30.77%) Decision-Making
6 3 (23.08%) Problem-Solving
6 3 (23.08%) Data Science
6 3 (23.08%) Analytics
6 3 (23.08%) Visualisation
6 3 (23.08%) Computer Security
6 3 (23.08%) Kafka
6 3 (23.08%) Scala
6 3 (23.08%) Cybersecurity

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 2 (15.38%) Tomcat
2 1 (7.69%) Elasticsearch
2 1 (7.69%) JBoss
2 1 (7.69%) Jetty
2 1 (7.69%) nginx
2 1 (7.69%) OpenStack
2 1 (7.69%) Tornado
2 1 (7.69%) WebLogic
2 1 (7.69%) WebSphere
Cloud Services
1 1 (7.69%) Amazon AWS
1 1 (7.69%) Cloud Computing
1 1 (7.69%) Microsoft Azure
Communications & Networking
1 1 (7.69%) AMQP
Database & Business Intelligence
1 5 (38.46%) NoSQL
2 4 (30.77%) Hadoop
3 3 (23.08%) Data Mining
4 2 (15.38%) Big Data
5 1 (7.69%) Couchbase
5 1 (7.69%) MongoDB
5 1 (7.69%) Redis
5 1 (7.69%) Riak
5 1 (7.69%) SQL Server
Development Applications
1 7 (53.85%) Git (software)
2 5 (38.46%) Mercurial
2 5 (38.46%) Subversion
3 1 (7.69%) Cucumber
3 1 (7.69%) FitNesse
3 1 (7.69%) Gatling
3 1 (7.69%) JMeter
3 1 (7.69%) Selenium
3 1 (7.69%) The Grinder
3 1 (7.69%) Vagrant
General
1 5 (38.46%) Finance
2 3 (23.08%) Banking
3 2 (15.38%) Investment Banking
4 1 (7.69%) Financial Institution
Job Titles
1 11 (84.62%) Developer
2 5 (38.46%) Java Developer
3 2 (15.38%) Analytics Developer
3 2 (15.38%) Software Developer
4 1 (7.69%) Big Data Developer
4 1 (7.69%) C++ Developer
4 1 (7.69%) C++ Programmer
4 1 (7.69%) C++ Software Engineer
4 1 (7.69%) Java Engineer
4 1 (7.69%) Java Software Engineer
4 1 (7.69%) Programmer
4 1 (7.69%) Python Engineer
4 1 (7.69%) Python Software Engineer
4 1 (7.69%) Senior C++ Software Engineer
4 1 (7.69%) Senior Developer
4 1 (7.69%) Senior Java Engineer
4 1 (7.69%) Senior Java Software Engineer
4 1 (7.69%) Senior Software Engineer
4 1 (7.69%) Software Engineer
Libraries, Frameworks & Software Standards
1 3 (23.08%) Kafka
2 2 (15.38%) React
3 1 (7.69%) AngularJS
3 1 (7.69%) Apache CXF
3 1 (7.69%) Boost C++ Libraries
3 1 (7.69%) Flask
3 1 (7.69%) Hibernate
3 1 (7.69%) HTML
3 1 (7.69%) HTML5
3 1 (7.69%) JPA
3 1 (7.69%) Lambda Expressions
3 1 (7.69%) Node.js
3 1 (7.69%) NumPy
3 1 (7.69%) Pandas
3 1 (7.69%) RabbitMQ
3 1 (7.69%) RESTful
3 1 (7.69%) SOAP
3 1 (7.69%) Spring
3 1 (7.69%) TIBCO EMS
3 1 (7.69%) WebSphere MQ
Miscellaneous
1 8 (61.54%) Algorithms
2 7 (53.85%) Analytical Skills
3 4 (30.77%) Computer Science
4 2 (15.38%) Greenfield Project
5 1 (7.69%) Analytical Mindset
5 1 (7.69%) Cyberthreat
5 1 (7.69%) Derivative
5 1 (7.69%) Equities
5 1 (7.69%) Fixed Income
5 1 (7.69%) Foreign Exchange (FX)
Operating Systems
1 4 (30.77%) Linux
2 2 (15.38%) Windows
3 1 (7.69%) Mac OS
3 1 (7.69%) Unix
Processes & Methodologies
1 7 (53.85%) OO
1 7 (53.85%) Software Engineering
2 5 (38.46%) Continuous Integration
2 5 (38.46%) Test Automation
3 4 (30.77%) Decision-Making
3 4 (30.77%) Mathematics
4 3 (23.08%) Agile Software Development
4 3 (23.08%) Analytics
4 3 (23.08%) Computer Security
4 3 (23.08%) Cybersecurity
4 3 (23.08%) Data Analysis
4 3 (23.08%) Data Science
4 3 (23.08%) OOP
4 3 (23.08%) Problem-Solving
4 3 (23.08%) Scrum
4 3 (23.08%) Visualisation
5 2 (15.38%) Investment Management
5 2 (15.38%) Multithreading
5 2 (15.38%) Pair Programming
5 2 (15.38%) Wealth Management
Programming Languages
1 9 (69.23%) Java
2 8 (61.54%) SQL
3 7 (53.85%) Python
4 4 (30.77%) C++
5 3 (23.08%) C#
5 3 (23.08%) JavaScript
5 3 (23.08%) Ruby
5 3 (23.08%) Scala
6 2 (15.38%) Groovy
7 1 (7.69%) Bash Shell
7 1 (7.69%) Clojure
7 1 (7.69%) Erlang
7 1 (7.69%) F#
7 1 (7.69%) Haskell
7 1 (7.69%) Perl
Qualifications
1 7 (53.85%) Degree
Quality Assurance & Compliance
1 1 (7.69%) QA
System Software
1 3 (23.08%) Docker
2 1 (7.69%) Apache ZooKeeper
2 1 (7.69%) VirtualBox
2 1 (7.69%) VMware Infrastructure
Systems Management
1 2 (15.38%) Kubernetes
2 1 (7.69%) Ansible
2 1 (7.69%) Cobbler
2 1 (7.69%) HAProxy
2 1 (7.69%) logstash
2 1 (7.69%) Opscode Chef
2 1 (7.69%) Puppet
Vendors
1 4 (30.77%) Splunk
2 2 (15.38%) Cloudera
2 2 (15.38%) IBM
3 1 (7.69%) TIBCO
3 1 (7.69%) VMware