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

Data Structures
Scotland > Glasgow
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 133 120 138
Rank change year-on-year -13 +18 +7
Permanent jobs citing Data Structures 23 25 9
As % of all permanent IT jobs advertised in Glasgow 1.05% 1.12% 0.39%
As % of the Miscellaneous category 2.54% 2.91% 0.89%
Number of salaries quoted 17 15 2
Glasgow median annual salary £60,000 £70,000 £55,000
Median salary % change year-on-year -14.29% +27.27% +57.14%
Scotland median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +39.24%

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 907 859 1,009
As % of all permanent IT jobs advertised in Glasgow 41.40% 38.49% 44.10%
Number of salaries quoted 661 539 431
Glasgow median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £32,375 £32,000 £26,375
90th Percentile £65,000 £75,000 £58,750
Scotland median annual salary £47,500 £44,000 £43,424
% change year-on-year +7.95% +1.33% +8.56%

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 October 2018.

Salary histogram for Data Structures in Glasgow

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

1 18 (78.26%) Agile Software Development
2 14 (60.87%) Analytical Skills
2 14 (60.87%) Algorithms
3 13 (56.52%) Analytics
4 11 (47.83%) Visualisation
4 11 (47.83%) Finance
5 10 (43.48%) JavaScript
6 9 (39.13%) Data Warehouse
6 9 (39.13%) Tableau
7 8 (34.78%) Data Visualisation
7 8 (34.78%) HTML5
7 8 (34.78%) Stakeholder Engagement
7 8 (34.78%) Qlik Sense
7 8 (34.78%) SDLC
7 8 (34.78%) Digital Transformation Programme
7 8 (34.78%) Multithreaded Programming
7 8 (34.78%) Collaborative Working
7 8 (34.78%) Data Modelling
7 8 (34.78%) HTML
7 8 (34.78%) CSS
7 8 (34.78%) Python
7 8 (34.78%) Cognos
7 8 (34.78%) Web Development
7 8 (34.78%) QlikView
7 8 (34.78%) Multithreading
8 7 (30.43%) OO
9 5 (21.74%) C#
9 5 (21.74%) Git (software)
10 4 (17.39%) Data Architecture
10 4 (17.39%) RESTful

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:

Applications
1 1 (4.35%) Microsoft Excel
1 1 (4.35%) Microsoft Office
1 1 (4.35%) Microsoft PowerPoint
1 1 (4.35%) Spreadsheet
Database & Business Intelligence
1 9 (39.13%) Data Warehouse
2 8 (34.78%) Qlik Sense
2 8 (34.78%) QlikView
3 2 (8.70%) Data Mining
3 2 (8.70%) Hadoop
4 1 (4.35%) Enterprise Data Warehouse
4 1 (4.35%) NoSQL
4 1 (4.35%) Oracle Reports
4 1 (4.35%) RDBMS
4 1 (4.35%) Relational Database
4 1 (4.35%) SQL Server
Development Applications
1 5 (21.74%) Git (software)
2 2 (8.70%) Jenkins
2 2 (8.70%) NUnit
2 2 (8.70%) Octopus Deploy
2 2 (8.70%) Visual Studio Team System
3 1 (4.35%) Mercurial
3 1 (4.35%) Subversion
General
1 11 (47.83%) Finance
2 1 (4.35%) Banking
2 1 (4.35%) Financial Institution
2 1 (4.35%) Front Office
2 1 (4.35%) Investment Banking
2 1 (4.35%) Law
Job Titles
1 15 (65.22%) Developer
2 8 (34.78%) QlikView Developer
3 4 (17.39%) Architect
3 4 (17.39%) Data Architect
4 2 (8.70%) Python Developer
4 2 (8.70%) Senior Developer
4 2 (8.70%) Senior Python Developer
4 2 (8.70%) Software Developer
5 1 (4.35%) Analyst
5 1 (4.35%) Analytics Developer
5 1 (4.35%) Business Analyst
5 1 (4.35%) C# Developer
5 1 (4.35%) Java Developer
Libraries, Frameworks & Software Standards
1 8 (34.78%) CSS
1 8 (34.78%) HTML
1 8 (34.78%) HTML5
2 4 (17.39%) RESTful
3 3 (13.04%) Kafka
4 2 (8.70%) Django
4 2 (8.70%) NumPy
4 2 (8.70%) Pandas
4 2 (8.70%) React
4 2 (8.70%) REST
4 2 (8.70%) Web Services
5 1 (4.35%) CGI
Miscellaneous
1 14 (60.87%) Algorithms
1 14 (60.87%) Analytical Skills
2 4 (17.39%) Computer Science
3 2 (8.70%) Greenfield Project
4 1 (4.35%) Fixed Income
Operating Systems
1 2 (8.70%) Linux
Processes & Methodologies
1 18 (78.26%) Agile Software Development
2 13 (56.52%) Analytics
3 11 (47.83%) Visualisation
4 8 (34.78%) Collaborative Working
4 8 (34.78%) Data Modelling
4 8 (34.78%) Data Visualisation
4 8 (34.78%) Digital Transformation Programme
4 8 (34.78%) Multithreaded Programming
4 8 (34.78%) Multithreading
4 8 (34.78%) SDLC
4 8 (34.78%) Stakeholder Engagement
4 8 (34.78%) Web Development
5 7 (30.43%) OO
6 4 (17.39%) Capacity Management
6 4 (17.39%) Enterprise Architecture
6 4 (17.39%) Master Data Management
6 4 (17.39%) Matrix Management
6 4 (17.39%) OOP
6 4 (17.39%) Problem-Solving
6 4 (17.39%) Technical Architecture
Programming Languages
1 10 (43.48%) JavaScript
2 8 (34.78%) Python
3 5 (21.74%) C#
4 4 (17.39%) Java
5 3 (13.04%) SQL
6 2 (8.70%) C++
6 2 (8.70%) Groovy
6 2 (8.70%) PowerShell
6 2 (8.70%) Ruby
6 2 (8.70%) Scala
7 1 (4.35%) R
Qualifications
1 3 (13.04%) Degree
2 1 (4.35%) Computer Science Degree
2 1 (4.35%) Master's Degree
2 1 (4.35%) Numerate Degree
Quality Assurance & Compliance
1 4 (17.39%) Data Quality
2 1 (4.35%) QA
System Software
1 2 (8.70%) Docker
Systems Management
1 2 (8.70%) Kubernetes
Vendors
1 9 (39.13%) Tableau
2 8 (34.78%) Cognos
3 2 (8.70%) Cognizant
3 2 (8.70%) Oracle
3 2 (8.70%) Splunk
4 1 (4.35%) Alteryx
4 1 (4.35%) Cloudera
4 1 (4.35%) Microsoft
4 1 (4.35%) MicroStrategy
4 1 (4.35%) Solace
4 1 (4.35%) TIBCO