Period
to 21 November 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridgeshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 21 November 2019 with a comparison to the same period over the previous 2 years.

Data Structures
East of England > Cambridgeshire
6 months to
21 Nov 2019
Same period 2018 Same period 2017
Rank 103 129 153
Rank change year-on-year +26 +24 -14
Permanent jobs citing Data Structures 46 53 64
As % of all permanent IT jobs advertised in Cambridgeshire 2.20% 1.66% 1.50%
As % of the Miscellaneous category 4.57% 3.75% 3.39%
Number of salaries quoted 6 44 28
Cambridgeshire median annual salary £80,000 £60,000 £50,000
Median salary % change year-on-year +33.33% +20.00% +26.58%
10th Percentile £52,500 £38,700 £37,500
90th Percentile £85,000 £72,500 £68,750
East of England median annual salary £62,500 £50,000 £52,500
% change year-on-year +25.00% -4.76% +5.00%

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 Cambridgeshire with a requirement for generic IT skills.

All Generic IT Skills
Cambridgeshire
Permanent vacancies with a requirement for generic IT skills 1,006 1,412 1,888
As % of all permanent IT jobs advertised in Cambridgeshire 48.09% 44.35% 44.33%
Number of salaries quoted 607 1,063 1,381
Cambridgeshire median annual salary £45,000 £47,500 £50,000
Median salary % change year-on-year -5.26% -5.00% +11.11%
10th Percentile £27,281 £27,500 £29,750
90th Percentile £68,750 £72,500 £72,500
East of England median annual salary £50,000 £47,500 £47,000
% change year-on-year +5.26% +1.06% +4.44%

Data Structures
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Data Structures in Cambridgeshire

Data Structures
Salary Trend in Cambridgeshire

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

Salary trend for Data Structures in Cambridgeshire

Data Structures
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Data Structures in Cambridgeshire over the 6 months to 21 November 2019.

Salary histogram for Data Structures in Cambridgeshire

Data Structures
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Cambridgeshire region over the 6 months to 21 November 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +29 44 £80,000 +18.52% 8
Data Structures
East of England

For the 6 months to 21 November 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 Cambridgeshire region with a requirement for Data Structures.

1 41 (89.13%) Algorithms
2 37 (80.43%) Scrum
3 34 (73.91%) Virtual Team
4 29 (63.04%) WorldPay
4 29 (63.04%) API Testing
4 29 (63.04%) Defect Tracking
4 29 (63.04%) TDD
4 29 (63.04%) SOAP
4 29 (63.04%) Project Management
4 29 (63.04%) QA
4 29 (63.04%) Kanban
4 29 (63.04%) Test Automation
4 29 (63.04%) BDD
4 29 (63.04%) REST
4 29 (63.04%) Gherkin
5 15 (32.61%) Agile Software Development
6 13 (28.26%) Git (software)
7 11 (23.91%) Python
7 11 (23.91%) C
7 11 (23.91%) C++
8 10 (21.74%) Java
8 10 (21.74%) Data Analysis
8 10 (21.74%) Linux
8 10 (21.74%) Games
8 10 (21.74%) Android
8 10 (21.74%) Degree
8 10 (21.74%) JIRA
8 10 (21.74%) Game Development
8 10 (21.74%) Performance Analysis
8 10 (21.74%) Linux Command Line

Data Structures
Co-occurring IT Skills in Cambridgeshire 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 (10.87%) Apache Spark
Cloud Services
1 5 (10.87%) Amazon EMR
1 5 (10.87%) Amazon S3
1 5 (10.87%) Amazon SQS
1 5 (10.87%) AWS
2 1 (2.17%) GitHub
Database & Business Intelligence
1 5 (10.87%) Amazon Aurora
1 5 (10.87%) Amazon Redshift
1 5 (10.87%) Apache Hive
1 5 (10.87%) Big Data
1 5 (10.87%) MySQL
1 5 (10.87%) PostgreSQL
1 5 (10.87%) Relational Database
1 5 (10.87%) Star Schema
Development Applications
1 13 (28.26%) Git (software)
2 10 (21.74%) JIRA
3 8 (17.39%) Jenkins
4 5 (10.87%) Eclipse
4 5 (10.87%) GoCD
4 5 (10.87%) JUnit
4 5 (10.87%) Maven
4 5 (10.87%) Subversion
5 3 (6.52%) Sonatype Nexus
General
1 10 (21.74%) Games
Job Titles
1 22 (47.83%) Senior Software Tester
1 22 (47.83%) Senior Tester
1 22 (47.83%) Software Tester
1 22 (47.83%) Tester
2 7 (15.22%) Test Automation Engineer
2 7 (15.22%) Test Engineer
3 6 (13.04%) Developer
4 5 (10.87%) Architect
4 5 (10.87%) Performance Architect
5 1 (2.17%) C# Developer
5 1 (2.17%) C# Software Developer
5 1 (2.17%) Software Developer
5 1 (2.17%) Software Engineer
Libraries, Frameworks & Software Standards
1 29 (63.04%) Gherkin
1 29 (63.04%) REST
1 29 (63.04%) SOAP
2 5 (10.87%) LLVM
2 5 (10.87%) OpenGL
2 5 (10.87%) OpenGL ES
2 5 (10.87%) Vulkan
3 1 (2.17%) XML
3 1 (2.17%) XSLT
Miscellaneous
1 41 (89.13%) Algorithms
2 34 (73.91%) Virtual Team
3 10 (21.74%) Linux Command Line
4 6 (13.04%) Self-Motivation
5 5 (10.87%) Analytical Skills
6 1 (2.17%) Mobile App
6 1 (2.17%) Smartphone
Operating Systems
1 10 (21.74%) Android
1 10 (21.74%) Linux
2 5 (10.87%) Embedded Linux
3 1 (2.17%) Unix
Processes & Methodologies
1 37 (80.43%) Scrum
2 29 (63.04%) API Testing
2 29 (63.04%) BDD
2 29 (63.04%) Defect Tracking
2 29 (63.04%) Kanban
2 29 (63.04%) Project Management
2 29 (63.04%) TDD
2 29 (63.04%) Test Automation
3 15 (32.61%) Agile Software Development
4 10 (21.74%) Data Analysis
4 10 (21.74%) Game Development
4 10 (21.74%) Performance Analysis
4 10 (21.74%) Problem-Solving
5 9 (19.57%) Continuous Integration
6 6 (13.04%) Software Engineering
7 5 (10.87%) Analytics
7 5 (10.87%) Data Modelling
7 5 (10.87%) ETL
7 5 (10.87%) SDLC
7 5 (10.87%) Technical Leadership
Programming Languages
1 11 (23.91%) C
1 11 (23.91%) C++
1 11 (23.91%) Python
2 10 (21.74%) Java
3 5 (10.87%) Bash Shell
4 1 (2.17%) C#
4 1 (2.17%) Perl
4 1 (2.17%) Scala
Qualifications
1 10 (21.74%) Degree
Quality Assurance & Compliance
1 29 (63.04%) QA
Vendors
1 29 (63.04%) WorldPay
2 1 (2.17%) Xamarin