Period
to 19 June 2018

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

Data Structures
West Midlands > Birmingham
6 months to
19 Jun 2018
Same period 2017 Same period 2016
Rank 180 185 181
Rank change year-on-year +5 -4 +8
Permanent jobs citing Data Structures 19 8 25
As % of all permanent IT jobs advertised in Birmingham 0.50% 0.21% 0.53%
As % of the Miscellaneous category 1.10% 0.52% 1.24%
Number of salaries quoted 11 8 22
Birmingham median annual salary £47,500 £40,750 £47,500
Median salary % change year-on-year +16.56% -14.21% +15.15%
10th Percentile £35,000 £33,000 £32,500
90th Percentile £57,500 £51,125 £60,000
West Midlands median annual salary £47,500 £35,000 £50,000
% change year-on-year +35.71% -30.00% +17.65%

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 1,735 1,527 2,024
As % of all permanent IT jobs advertised in Birmingham 45.80% 40.51% 43.28%
Number of salaries quoted 1,076 1,073 1,309
Birmingham median annual salary £50,000 £42,500 £42,000
Median salary % change year-on-year +17.65% +1.19% +5.00%
10th Percentile £26,250 £26,250 £25,400
90th Percentile £71,125 £58,750 £67,500
West Midlands median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +2.56%

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 19 June 2018.

Salary histogram for Data Structures in Birmingham

For the 6 months to 19 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 Birmingham region with a requirement for Data Structures.

1 15 (78.95%) SQL
2 9 (47.37%) Agile Software Development
2 9 (47.37%) Data Management
2 9 (47.37%) JD Edwards
3 8 (42.11%) Data Warehouse
3 8 (42.11%) Logistics
3 8 (42.11%) Finance
3 8 (42.11%) Manufacturing
3 8 (42.11%) JDE EnterpriseOne
3 8 (42.11%) Process Improvement
3 8 (42.11%) Problem-Solving
4 7 (36.84%) Algorithms
4 7 (36.84%) QA
4 7 (36.84%) Java
4 7 (36.84%) JavaScript
5 5 (26.32%) C#
5 5 (26.32%) Microsoft Office
5 5 (26.32%) SQL Server
5 5 (26.32%) Project Management
5 5 (26.32%) Scrum
5 5 (26.32%) JIRA
5 5 (26.32%) Atlassian
5 5 (26.32%) Multithreading
5 5 (26.32%) Confluence
5 5 (26.32%) Issue Tracking
5 5 (26.32%) GitHub
5 5 (26.32%) Jenkins
6 4 (21.05%) Robotium
6 4 (21.05%) Robot Framework
6 4 (21.05%) BrowserStack

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 5 (26.32%) Confluence
2 1 (5.26%) Apache
Applications
1 5 (26.32%) Microsoft Office
Business Applications
1 8 (42.11%) JDE EnterpriseOne
Cloud Services
1 5 (26.32%) GitHub
2 4 (21.05%) BrowserStack
3 2 (10.53%) Amazon AWS
3 2 (10.53%) Amazon EC2
3 2 (10.53%) Amazon S3
3 2 (10.53%) AWS CloudFormation
4 1 (5.26%) iTunes
4 1 (5.26%) Microsoft Azure
4 1 (5.26%) SaaS
Communications & Networking
1 1 (5.26%) Firewall
Database & Business Intelligence
1 8 (42.11%) Data Warehouse
2 5 (26.32%) SQL Server
3 4 (21.05%) MySQL
4 2 (10.53%) NoSQL
5 1 (5.26%) DTS
5 1 (5.26%) OLAP
5 1 (5.26%) Oracle OLAP
5 1 (5.26%) Relational Database
5 1 (5.26%) ROLAP
5 1 (5.26%) SQL Server Integration Services
Development Applications
1 5 (26.32%) Jenkins
1 5 (26.32%) JIRA
2 4 (21.05%) Appium
2 4 (21.05%) Maven
2 4 (21.05%) Robot Framework
2 4 (21.05%) Robotium
2 4 (21.05%) Selenium
2 4 (21.05%) TestNG
2 4 (21.05%) Visual Studio
2 4 (21.05%) WebDriver
3 1 (5.26%) Cucumber
3 1 (5.26%) Git (software)
3 1 (5.26%) Xcode
General
1 8 (42.11%) Finance
1 8 (42.11%) Manufacturing
Job Titles
1 10 (52.63%) Analyst
2 8 (42.11%) Functional Analyst
3 5 (26.32%) Software Engineer
4 4 (21.05%) Development Engineer
4 4 (21.05%) Software Development Engineer
4 4 (21.05%) Software Test Engineer
4 4 (21.05%) Test Development Engineer
4 4 (21.05%) Test Engineer
5 2 (10.53%) Developer
5 2 (10.53%) Java Engineer
5 2 (10.53%) Java Software Engineer
5 2 (10.53%) Senior Java Engineer
5 2 (10.53%) Senior Java Software Engineer
5 2 (10.53%) Senior Software Engineer
6 1 (5.26%) Architect
6 1 (5.26%) Business Analyst
6 1 (5.26%) Data Architect
6 1 (5.26%) Junior
6 1 (5.26%) Security Architect
6 1 (5.26%) Solutions Architect
Libraries, Frameworks & Software Standards
1 2 (10.53%) CSS
1 2 (10.53%) CSS3
1 2 (10.53%) HTML
1 2 (10.53%) HTML5
1 2 (10.53%) RabbitMQ
1 2 (10.53%) Spring
2 1 (5.26%) .NET
2 1 (5.26%) MDX
2 1 (5.26%) REST
2 1 (5.26%) SOAP
2 1 (5.26%) Web Services
Miscellaneous
1 7 (36.84%) Algorithms
2 1 (5.26%) Analytical Skills
2 1 (5.26%) Mobile App
2 1 (5.26%) Social Media
2 1 (5.26%) Virtual Team
Operating Systems
1 1 (5.26%) Android
1 1 (5.26%) Apple iOS
Processes & Methodologies
1 9 (47.37%) Agile Software Development
1 9 (47.37%) Data Management
2 8 (42.11%) Logistics
2 8 (42.11%) Problem-Solving
2 8 (42.11%) Process Improvement
3 5 (26.32%) Issue Tracking
3 5 (26.32%) Multithreading
3 5 (26.32%) Project Management
3 5 (26.32%) Scrum
4 4 (21.05%) Software Testing
4 4 (21.05%) Test Automation
5 3 (15.79%) SDET
6 2 (10.53%) Continuous Integration
6 2 (10.53%) Dependency Injection
6 2 (10.53%) Software Engineering
7 1 (5.26%) Data Security
7 1 (5.26%) Identity Management
7 1 (5.26%) Stakeholder Management
7 1 (5.26%) Statistics
7 1 (5.26%) Unit Testing
Programming Languages
1 15 (78.95%) SQL
2 7 (36.84%) Java
2 7 (36.84%) JavaScript
3 5 (26.32%) C#
4 2 (10.53%) Java 8
4 2 (10.53%) Python
4 2 (10.53%) Scala
5 1 (5.26%) Ruby
Qualifications
1 3 (15.79%) ISEB
1 3 (15.79%) ISTQB Foundation Certification
2 1 (5.26%) CISSP
Quality Assurance & Compliance
1 7 (36.84%) QA
2 1 (5.26%) Data Quality
System Software
1 2 (10.53%) Docker
Vendors
1 9 (47.37%) JD Edwards
2 5 (26.32%) Atlassian
3 2 (10.53%) SAP
4 1 (5.26%) Apple
4 1 (5.26%) Cognos
4 1 (5.26%) IBM
4 1 (5.26%) Oracle