Period
to 17 December 2017

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 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
Scotland > Glasgow
6 months to
17 Dec 2017
Same period 2016 Same period 2015
Rank 134 122 139
Rank change year-on-year -12 +17 +13
Permanent jobs citing Data Structures 16 8 21
As % of all permanent IT jobs advertised in Glasgow 0.71% 0.40% 0.80%
As % of the Miscellaneous category 1.86% 1.01% 1.86%
Number of salaries quoted 8 4 10
Glasgow median annual salary £60,000 £53,750 £40,000
Median salary % change year-on-year +11.63% +34.38% -5.88%
10th Percentile £38,125 £46,125 £32,375
90th Percentile £75,000 £55,875 £51,825
Scotland median annual salary £57,500 £47,500 £40,000
% change year-on-year +21.05% +18.75% -4.76%

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 862 790 1130
As % of all permanent IT jobs advertised in Glasgow 38.23% 39.32% 42.79%
Number of salaries quoted 542 415 660
Glasgow median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £31,538 £27,500 £28,000
90th Percentile £67,500 £58,750 £61,250
Scotland median annual salary £44,705 £42,500 £42,000
% change year-on-year +5.19% +1.19% +5.00%

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 December 2017.

Salary histogram for Data Structures in Glasgow

For the 6 months to 17 December 2017, 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 Glasgow region with a requirement for Data Structures.

1 12 (75.00%) Java
2 7 (43.75%) SQL
2 7 (43.75%) SQL Server
2 7 (43.75%) SOAP
2 7 (43.75%) XML
2 7 (43.75%) JMS
3 5 (31.25%) Spring
3 5 (31.25%) Web Services
3 5 (31.25%) J2EE
3 5 (31.25%) Analytical Skills
4 4 (25.00%) Linux
4 4 (25.00%) Microsoft
4 4 (25.00%) Subversion
4 4 (25.00%) Degree
4 4 (25.00%) Finance
4 4 (25.00%) Hibernate
5 3 (18.75%) JSON
5 3 (18.75%) IBM
5 3 (18.75%) Microsoft Certification
5 3 (18.75%) XML Schema
5 3 (18.75%) Tomcat
5 3 (18.75%) JBoss
5 3 (18.75%) Windows
5 3 (18.75%) Servlets
5 3 (18.75%) React
5 3 (18.75%) Kalman Filter
5 3 (18.75%) Cucumber
5 3 (18.75%) Enterprise Software
5 3 (18.75%) Concurrent Programming
5 3 (18.75%) Garbage Collection

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 3 (18.75%) JBoss
1 3 (18.75%) Tomcat
2 1 (6.25%) Apache
2 1 (6.25%) IIS
2 1 (6.25%) SAS
Cloud Services
1 2 (12.50%) Microsoft Azure
2 1 (6.25%) Amazon AWS
2 1 (6.25%) Amazon EC2
2 1 (6.25%) Cloud Computing
2 1 (6.25%) IaaS
2 1 (6.25%) Office 365
2 1 (6.25%) PaaS
Communications & Networking
1 1 (6.25%) Fibre Channel
1 1 (6.25%) iSCSI
1 1 (6.25%) SAN
Database & Business Intelligence
1 7 (43.75%) SQL Server
2 2 (12.50%) Data Warehouse
2 2 (12.50%) NoSQL
2 2 (12.50%) Relational Database
2 2 (12.50%) SQL Server Analysis Services
3 1 (6.25%) Big Data
3 1 (6.25%) MongoDB
3 1 (6.25%) Power BI
3 1 (6.25%) QlikView
3 1 (6.25%) Spotfire
Development Applications
1 4 (25.00%) Subversion
2 3 (18.75%) Cucumber
3 2 (12.50%) ERwin
3 2 (12.50%) SQL Server Management Studio (SSMS)
4 1 (6.25%) Git (software)
4 1 (6.25%) Mercurial
General
1 4 (25.00%) Finance
2 2 (12.50%) Banking
2 2 (12.50%) Investment Banking
3 1 (6.25%) Front Office
Job Titles
1 10 (62.50%) Developer
2 6 (37.50%) Java Developer
3 3 (18.75%) Senior Developer
4 2 (12.50%) Data Modeller
5 1 (6.25%) Administrator
5 1 (6.25%) Python Developer
5 1 (6.25%) Report Developer
5 1 (6.25%) Senior Python Developer
5 1 (6.25%) Senior Systems Administrator
5 1 (6.25%) Systems Administrator
Libraries, Frameworks & Software Standards
1 7 (43.75%) JMS
1 7 (43.75%) SOAP
1 7 (43.75%) XML
2 5 (31.25%) J2EE
2 5 (31.25%) Spring
2 5 (31.25%) Web Services
3 4 (25.00%) Hibernate
4 3 (18.75%) Apache CXF
4 3 (18.75%) JSON
4 3 (18.75%) React
4 3 (18.75%) Servlets
4 3 (18.75%) XML Schema
5 2 (12.50%) Java EE
5 2 (12.50%) RESTful
6 1 (6.25%) AngularJS
6 1 (6.25%) Django
6 1 (6.25%) Express
6 1 (6.25%) NumPy
6 1 (6.25%) Pandas
Miscellaneous
1 5 (31.25%) Analytical Skills
2 3 (18.75%) Analytical Mindset
2 3 (18.75%) Enterprise Software
3 2 (12.50%) Computer Science
3 2 (12.50%) FMCG
4 1 (6.25%) Algorithms
4 1 (6.25%) Linux Command Line
4 1 (6.25%) Management Information System
4 1 (6.25%) User Experience
Operating Systems
1 4 (25.00%) Linux
2 3 (18.75%) Windows
3 2 (12.50%) Unix
4 1 (6.25%) Windows Server
4 1 (6.25%) Windows Server 2012
Processes & Methodologies
1 3 (18.75%) Concurrent Programming
1 3 (18.75%) Garbage Collection
1 3 (18.75%) Kalman Filter
1 3 (18.75%) Multithreading
1 3 (18.75%) Translating Business Requirements
1 3 (18.75%) Unit Testing
2 2 (12.50%) Business Analysis
2 2 (12.50%) Coaching
2 2 (12.50%) Continuous Improvement
2 2 (12.50%) Continuous Integration
2 2 (12.50%) Data Governance
2 2 (12.50%) Data Management
2 2 (12.50%) Data Modelling
2 2 (12.50%) Data Protection
2 2 (12.50%) ETL
2 2 (12.50%) Master Data Management
2 2 (12.50%) Mentoring
2 2 (12.50%) OO
2 2 (12.50%) SOA
2 2 (12.50%) Software Engineering
Programming Languages
1 12 (75.00%) Java
2 7 (43.75%) SQL
3 3 (18.75%) PowerShell
4 2 (12.50%) Python
5 1 (6.25%) JavaScript
5 1 (6.25%) R
Qualifications
1 4 (25.00%) Degree
2 3 (18.75%) Microsoft Certification
3 2 (12.50%) MCSA
4 1 (6.25%) MCSE
Quality Assurance & Compliance
1 3 (18.75%) QA
System Software
1 3 (18.75%) Virtual Machines
2 1 (6.25%) Hyper-V
2 1 (6.25%) VMware Infrastructure
2 1 (6.25%) XenApp
2 1 (6.25%) XenDesktop
Systems Management
1 1 (6.25%) AppManager
1 1 (6.25%) WMI
Vendors
1 4 (25.00%) Microsoft
2 3 (18.75%) IBM
3 1 (6.25%) Citrix
3 1 (6.25%) Tableau
3 1 (6.25%) TIBCO
3 1 (6.25%) Veeam
3 1 (6.25%) VMware