Period
to 20 March 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Birmingham. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 20 March 2019 with a comparison to the same period over the previous 2 years.

Data Structures
West Midlands > Birmingham
6 months to
20 Mar 2019
Same period 2018 Same period 2017
Rank 162 158 174
Rank change year-on-year -4 +16 +13
Permanent jobs citing Data Structures 19 28 11
As % of all permanent IT jobs advertised in Birmingham 0.59% 0.75% 0.28%
As % of the Miscellaneous category 1.31% 1.75% 0.67%
Number of salaries quoted 18 14 9
Birmingham median annual salary £38,750 £55,000 £42,500
Median salary % change year-on-year -29.55% +29.41% +21.43%
10th Percentile £30,500 £30,375 £26,250
90th Percentile £62,375 £68,375 £60,500
West Midlands median annual salary £40,000 £40,000 £37,500
% change year-on-year - +6.67% -4.59%

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 Birmingham with a requirement for generic IT skills.

All Generic IT Skills
Birmingham
Permanent vacancies with a requirement for generic IT skills 1,448 1,603 1,650
As % of all permanent IT jobs advertised in Birmingham 44.93% 43.13% 41.92%
Number of salaries quoted 957 1,005 1,076
Birmingham median annual salary £46,746 £45,000 £42,500
Median salary % change year-on-year +3.88% +5.88% -
10th Percentile £27,500 £26,250 £25,900
90th Percentile £76,750 £68,250 £67,500
West Midlands median annual salary £44,000 £40,000 £40,000
% change year-on-year +10.00% - -

Data Structures
Job Vacancy Trend in Birmingham

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

Job vacancy trend for Data Structures in Birmingham

Data Structures
Salary Trend in Birmingham

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

Salary trend for Data Structures in Birmingham

Data Structures
Salary Histogram in Birmingham

The salary distribution of IT jobs citing Data Structures in Birmingham over the 6 months to 20 March 2019.

Salary histogram for Data Structures in Birmingham

For the 6 months to 20 March 2019, 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 Birmingham region with a requirement for Data Structures.

1 9 (47.37%) Agile Software Development
1 9 (47.37%) QA
1 9 (47.37%) Algorithms
2 7 (36.84%) Issue Tracking
2 7 (36.84%) Jenkins
2 7 (36.84%) Atlassian
2 7 (36.84%) Multithreading
2 7 (36.84%) Confluence
2 7 (36.84%) GitHub
2 7 (36.84%) JIRA
2 7 (36.84%) Project Management
2 7 (36.84%) Scrum
2 7 (36.84%) JavaScript
2 7 (36.84%) Microsoft Office
3 6 (31.58%) SQL
3 6 (31.58%) Data Warehouse
3 6 (31.58%) Business Intelligence
4 5 (26.32%) Data Modelling
4 5 (26.32%) Microsoft
4 5 (26.32%) SQL Server
4 5 (26.32%) Python
4 5 (26.32%) Change Management
4 5 (26.32%) Microsoft Azure
4 5 (26.32%) Power BI
5 4 (21.05%) Analytical Skills
5 4 (21.05%) Software Testing
5 4 (21.05%) Software Engineering
5 4 (21.05%) Visual Studio
6 3 (15.79%) SharePoint
6 3 (15.79%) T-SQL

Data Structures
Co-occurring IT Skills in Birmingham 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 7 (36.84%) Confluence
2 3 (15.79%) SharePoint
Applications
1 7 (36.84%) Microsoft Office
Cloud Services
1 7 (36.84%) GitHub
2 5 (26.32%) Microsoft Azure
3 2 (10.53%) Amazon AWS
3 2 (10.53%) BrowserStack
3 2 (10.53%) PaaS
3 2 (10.53%) SaaS
4 1 (5.26%) Office 365
Communications & Networking
1 1 (5.26%) SAN
1 1 (5.26%) Wireless
Database & Business Intelligence
1 6 (31.58%) Data Warehouse
2 5 (26.32%) Power BI
2 5 (26.32%) SQL Server
3 3 (15.79%) SQL Server Integration Services
3 3 (15.79%) SQL Server Reporting Services
4 2 (10.53%) MySQL
4 2 (10.53%) Relational Database
4 2 (10.53%) SAP HANA
5 1 (5.26%) BusinessObjects
5 1 (5.26%) BusinessObjects Business Intelligence
5 1 (5.26%) Data Lake
5 1 (5.26%) Microsoft Analysis Services
5 1 (5.26%) OLAP
5 1 (5.26%) OLTP
5 1 (5.26%) SQL Server Analysis Services
Development Applications
1 7 (36.84%) Jenkins
1 7 (36.84%) JIRA
2 4 (21.05%) Visual Studio
3 2 (10.53%) Appium
3 2 (10.53%) Cucumber
3 2 (10.53%) Git (software)
3 2 (10.53%) Maven
3 2 (10.53%) Robot Framework
3 2 (10.53%) Robotium
3 2 (10.53%) Selenium
3 2 (10.53%) Team Foundation Server
3 2 (10.53%) TestNG
3 2 (10.53%) WebDriver
General
1 2 (10.53%) Finance
Job Titles
1 6 (31.58%) Developer
2 3 (15.79%) Analyst
2 3 (15.79%) Change Analyst
2 3 (15.79%) Front End Developer (Client-Side Developer)
2 3 (15.79%) JavaScript Developer
2 3 (15.79%) Senior Analyst
2 3 (15.79%) Senior Change Analyst
3 2 (10.53%) Business Intelligence Architect
3 2 (10.53%) Business Intelligence Solutions Architect
3 2 (10.53%) Business Intelligence Specialist
3 2 (10.53%) Data Architect
3 2 (10.53%) Data Warehouse Architect
3 2 (10.53%) Data Warehouse Specialist
3 2 (10.53%) Development Engineer
3 2 (10.53%) Senior SQL Developer
3 2 (10.53%) Software Development Engineer
3 2 (10.53%) Software Test Engineer
3 2 (10.53%) SQL Developer
3 2 (10.53%) Test Development Engineer
3 2 (10.53%) Test Engineer
Libraries, Frameworks & Software Standards
1 2 (10.53%) .NET
1 2 (10.53%) .NET Framework
Miscellaneous
1 9 (47.37%) Algorithms
2 4 (21.05%) Analytical Skills
3 2 (10.53%) User Experience
4 1 (5.26%) Clustering
4 1 (5.26%) Data Centre
4 1 (5.26%) Data Protection Act
4 1 (5.26%) Hybrid Cloud
4 1 (5.26%) Replication
4 1 (5.26%) Video Conferencing
Operating Systems
1 1 (5.26%) Windows
1 1 (5.26%) Windows 10
Processes & Methodologies
1 9 (47.37%) Agile Software Development
2 7 (36.84%) Issue Tracking
2 7 (36.84%) Multithreading
2 7 (36.84%) Project Management
2 7 (36.84%) Scrum
3 6 (31.58%) Business Intelligence
4 5 (26.32%) Change Management
4 5 (26.32%) Data Modelling
5 4 (21.05%) Software Engineering
5 4 (21.05%) Software Testing
6 3 (15.79%) Data Architecture
6 3 (15.79%) Data Visualisation
6 3 (15.79%) ETL
6 3 (15.79%) Front End Development
6 3 (15.79%) Visualisation
7 2 (10.53%) OO
7 2 (10.53%) Prototyping
7 2 (10.53%) SDET
7 2 (10.53%) SDLC
7 2 (10.53%) Translating Business Requirements
Programming Languages
1 7 (36.84%) JavaScript
2 6 (31.58%) SQL
3 5 (26.32%) Python
4 3 (15.79%) T-SQL
5 2 (10.53%) C#
5 2 (10.53%) Java
Qualifications
1 2 (10.53%) ISEB
1 2 (10.53%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 9 (47.37%) QA
Vendors
1 7 (36.84%) Atlassian
2 5 (26.32%) Microsoft
3 2 (10.53%) Cognos
3 2 (10.53%) SAP
3 2 (10.53%) Tableau
4 1 (5.26%) Birst
4 1 (5.26%) IBM