Period
to 16 October 2018

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

Data Structures
East of England > Cambridgeshire
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 123 135 134
Rank change year-on-year +12 -1 -15
Permanent jobs citing Data Structures 64 62 49
As % of all permanent IT jobs advertised in Cambridgeshire 1.83% 1.63% 1.38%
As % of the Miscellaneous category 3.59% 3.04% 2.94%
Number of salaries quoted 55 36 31
Cambridgeshire median annual salary £57,500 £50,000 £47,500
Median salary % change year-on-year +15.00% +5.26% +18.75%
10th Percentile £39,100 £35,000 £24,000
90th Percentile £72,500 £68,750 £65,000
East of England median annual salary £55,000 £52,500 £52,500
% change year-on-year +4.76% - +31.25%

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 1,782 2,040 1,667
As % of all permanent IT jobs advertised in Cambridgeshire 50.83% 53.71% 46.96%
Number of salaries quoted 1,212 1,560 1,356
Cambridgeshire median annual salary £45,000 £46,000 £45,000
Median salary % change year-on-year -2.17% +2.22% +5.88%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £72,500 £72,500 £67,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 16 October 2018.

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 16 October 2018. 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 +21 51 £65,000 +30.00% 3
Peterborough - 8 £43,250 - 1
Data Structures
East of England

For the 6 months to 16 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 Cambridgeshire region with a requirement for Data Structures.

1 38 (59.38%) Algorithms
2 37 (57.81%) Software Engineering
3 34 (53.13%) Agile Software Development
4 28 (43.75%) Java
5 22 (34.38%) Unit Testing
6 18 (28.13%) Continuous Integration
6 18 (28.13%) Amazon AWS
7 17 (26.56%) Microsoft Azure
7 17 (26.56%) Multithreading
8 16 (25.00%) Git (software)
8 16 (25.00%) NoSQL
8 16 (25.00%) JSON
9 15 (23.44%) Test Automation
9 15 (23.44%) Web Services
10 14 (21.88%) Windows
10 14 (21.88%) SQL
11 13 (20.31%) OOP
11 13 (20.31%) MongoDB
12 12 (18.75%) RESTful
12 12 (18.75%) Mathematics
12 12 (18.75%) Python
12 12 (18.75%) Microsoft
12 12 (18.75%) C#
12 12 (18.75%) C++
12 12 (18.75%) Mathematical Modelling
13 11 (17.19%) HBase
13 11 (17.19%) Machine Learning
13 11 (17.19%) Elasticsearch
13 11 (17.19%) Docker
13 11 (17.19%) HTML

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 11 (17.19%) Elasticsearch
2 5 (7.81%) Apache
2 5 (7.81%) Cloud Foundry
3 2 (3.13%) SAS
Applications
1 3 (4.69%) Microsoft Excel
2 2 (3.13%) Microsoft Office
Business Applications
1 2 (3.13%) Dynamics CRM
Cloud Services
1 18 (28.13%) Amazon AWS
2 17 (26.56%) Microsoft Azure
3 11 (17.19%) Cloud Computing
4 6 (9.38%) Firebase
4 6 (9.38%) Google Cloud Platform
5 2 (3.13%) Dynamics 365
6 1 (1.56%) SaaS
Communications & Networking
1 1 (1.56%) 802.15
1 1 (1.56%) HTTP
1 1 (1.56%) Internet
1 1 (1.56%) OpenFlow
1 1 (1.56%) TCP/IP
1 1 (1.56%) ZigBee
Database & Business Intelligence
1 16 (25.00%) NoSQL
2 13 (20.31%) MongoDB
3 11 (17.19%) HBase
4 7 (10.94%) SQL Server Integration Services
5 6 (9.38%) Big Data
5 6 (9.38%) MySQL
5 6 (9.38%) PostgreSQL
6 5 (7.81%) Hadoop
6 5 (7.81%) SQL Server
6 5 (7.81%) SQL Server Reporting Services
7 3 (4.69%) Microsoft Analysis Services
7 3 (4.69%) SQL Server 2008
7 3 (4.69%) SQL Server Analysis Services
8 2 (3.13%) Base SAS
8 2 (3.13%) Data Warehouse
8 2 (3.13%) SQL Server 2012
8 2 (3.13%) SQL Server 2016
9 1 (1.56%) Amazon Redshift
9 1 (1.56%) QlikView
9 1 (1.56%) Relational Database
Development Applications
1 16 (25.00%) Git (software)
2 7 (10.94%) Maven
3 4 (6.25%) Mercurial
4 2 (3.13%) Gradle
4 2 (3.13%) JUnit
5 1 (1.56%) Jenkins
5 1 (1.56%) Selenium
5 1 (1.56%) Subversion
5 1 (1.56%) Travis CI
General
1 5 (7.81%) Finance
2 2 (3.13%) Banking
2 2 (3.13%) Pharmaceutical
3 1 (1.56%) Advertising
3 1 (1.56%) Retail
3 1 (1.56%) Telecoms
Job Titles
1 36 (56.25%) Software Engineer
2 22 (34.38%) Developer
3 12 (18.75%) C# Developer
4 7 (10.94%) Python Engineer
4 7 (10.94%) Python Software Engineer
5 5 (7.81%) Java Engineer
5 5 (7.81%) Java Software Engineer
5 5 (7.81%) JavaScript Engineer
5 5 (7.81%) Machine Learning Engineer
6 4 (6.25%) iOS Developer
6 4 (6.25%) Objective-C Developer
6 4 (6.25%) UI Developer
6 4 (6.25%) UI/UX Developer
6 4 (6.25%) UX Developer
7 3 (4.69%) AWS Engineer
7 3 (4.69%) AWS Software Engineer
7 3 (4.69%) C# Software Developer
7 3 (4.69%) C# Software Engineer
7 3 (4.69%) Developer/Software Engineer
7 3 (4.69%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 16 (25.00%) JSON
2 15 (23.44%) Web Services
3 12 (18.75%) RESTful
4 11 (17.19%) CSS
4 11 (17.19%) HTML
4 11 (17.19%) jQuery
5 9 (14.06%) Spring
6 6 (9.38%) Node.js
6 6 (9.38%) REST
6 6 (9.38%) TensorFlow
7 5 (7.81%) Apache Commons
7 5 (7.81%) HTML5
7 5 (7.81%) OSGi
7 5 (7.81%) SOAP
7 5 (7.81%) WSDL
8 4 (6.25%) Google Maps API
8 4 (6.25%) Hibernate
8 4 (6.25%) OAuth
8 4 (6.25%) OAuth2
9 3 (4.69%) Polymer
Miscellaneous
1 38 (59.38%) Algorithms
2 11 (17.19%) Computer Science
3 8 (12.50%) Analytical Skills
4 5 (7.81%) Enterprise Cloud
5 4 (6.25%) Mobile App
5 4 (6.25%) User Experience
5 4 (6.25%) Virtual Team
6 3 (4.69%) Enterprise Software
7 1 (1.56%) Device Driver
7 1 (1.56%) Internet of Things
7 1 (1.56%) Smart City
Operating Systems
1 14 (21.88%) Windows
2 4 (6.25%) Apple iOS
3 1 (1.56%) Linux
Processes & Methodologies
1 37 (57.81%) Software Engineering
2 34 (53.13%) Agile Software Development
3 22 (34.38%) Unit Testing
4 18 (28.13%) Continuous Integration
5 17 (26.56%) Multithreading
6 15 (23.44%) Test Automation
7 13 (20.31%) OOP
8 12 (18.75%) Mathematical Modelling
8 12 (18.75%) Mathematics
9 11 (17.19%) Machine Learning
10 8 (12.50%) Data Management
10 8 (12.50%) MVC
11 7 (10.94%) ETL
11 7 (10.94%) Scrum
12 6 (9.38%) Web Development
13 5 (7.81%) Biometrics
13 5 (7.81%) Data Modelling
13 5 (7.81%) DevOps
13 5 (7.81%) OO
13 5 (7.81%) SDLC
Programming Languages
1 28 (43.75%) Java
2 14 (21.88%) SQL
3 12 (18.75%) C#
3 12 (18.75%) C++
3 12 (18.75%) Python
4 11 (17.19%) JavaScript
5 7 (10.94%) T-SQL
6 6 (9.38%) Kotlin
7 4 (6.25%) Apple Swift
7 4 (6.25%) Objective-C
8 1 (1.56%) C
8 1 (1.56%) Embedded C
8 1 (1.56%) Groovy
8 1 (1.56%) Java 8
8 1 (1.56%) PHP
8 1 (1.56%) Ruby
Qualifications
1 7 (10.94%) Computer Science Degree
1 7 (10.94%) Degree
Quality Assurance & Compliance
1 2 (3.13%) Data Quality
System Software
1 11 (17.19%) Docker
Systems Management
1 6 (9.38%) Kubernetes
Vendors
1 12 (18.75%) Microsoft
2 10 (15.63%) Google
3 6 (9.38%) Oracle
4 4 (6.25%) Mapbox
5 1 (1.56%) IBM
5 1 (1.56%) Tableau