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

Data Structures
East of England > Cambridgeshire
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 119 138 123
Rank change year-on-year +19 -15 -3
Permanent jobs citing Data Structures 78 64 62
As % of all permanent IT jobs advertised in Cambridgeshire 2.02% 1.70% 1.64%
As % of the Miscellaneous category 3.83% 3.25% 3.59%
Number of salaries quoted 74 51 50
Cambridgeshire median annual salary £55,000 £50,000 £48,750
Median salary % change year-on-year +10.00% +2.56% +8.33%
10th Percentile £40,000 £32,500 £35,875
90th Percentile £72,500 £68,750 £65,000
East of England median annual salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76% +27.27%

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 2,036 1,967 1,726
As % of all permanent IT jobs advertised in Cambridgeshire 52.84% 52.13% 45.64%
Number of salaries quoted 1,238 1,510 1,399
Cambridgeshire median annual salary £45,000 £45,000 £45,000
10th Percentile £26,750 £26,250 £26,250
90th Percentile £70,000 £70,000 £67,500
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +8.43%

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 19 August 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 19 August 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 67 £55,000 +10.00% 4
Peterborough - 5 £43,250 - 2
Data Structures
East of England

For the 6 months to 19 August 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 50 (64.10%) Algorithms
2 35 (44.87%) Agile Software Development
3 34 (43.59%) Software Engineering
4 28 (35.90%) Git (software)
5 27 (34.62%) Java
6 23 (29.49%) Multithreading
7 22 (28.21%) Unit Testing
8 21 (26.92%) C#
9 20 (25.64%) NoSQL
10 19 (24.36%) OO
10 19 (24.36%) Mathematics
11 18 (23.08%) OOP
11 18 (23.08%) C++
12 17 (21.79%) Continuous Integration
12 17 (21.79%) RESTful
12 17 (21.79%) Mercurial
13 16 (20.51%) Windows
13 16 (20.51%) Python
14 15 (19.23%) Microsoft Azure
14 15 (19.23%) Cloud Computing
14 15 (19.23%) Docker
15 14 (17.95%) Amazon AWS
15 14 (17.95%) JSON
16 13 (16.67%) Degree
16 13 (16.67%) Google
16 13 (16.67%) jQuery
16 13 (16.67%) HTML
16 13 (16.67%) JavaScript
16 13 (16.67%) SQL
16 13 (16.67%) CSS

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 12 (15.38%) Elasticsearch
2 5 (6.41%) Apache
3 2 (2.56%) Cloud Foundry
4 1 (1.28%) SAS
Applications
1 5 (6.41%) Microsoft Excel
2 1 (1.28%) Microsoft Office
Business Applications
1 1 (1.28%) Dynamics CRM
Cloud Services
1 15 (19.23%) Cloud Computing
1 15 (19.23%) Microsoft Azure
2 14 (17.95%) Amazon AWS
3 3 (3.85%) SaaS
4 2 (2.56%) Azure Data Factory
5 1 (1.28%) Dynamics 365
5 1 (1.28%) Firebase
5 1 (1.28%) Google Cloud Platform
Communications & Networking
1 6 (7.69%) OpenFlow
2 2 (2.56%) Broadband
2 2 (2.56%) HTTP
2 2 (2.56%) TCP/IP
3 1 (1.28%) 802.15
3 1 (1.28%) Internet
3 1 (1.28%) ZigBee
Database & Business Intelligence
1 20 (25.64%) NoSQL
2 12 (15.38%) HBase
2 12 (15.38%) MongoDB
3 11 (14.10%) MySQL
4 7 (8.97%) PostgreSQL
5 6 (7.69%) Big Data
5 6 (7.69%) Relational Database
5 6 (7.69%) SQL Server Integration Services
6 5 (6.41%) Hadoop
6 5 (6.41%) SQL Server
6 5 (6.41%) SQL Server Reporting Services
7 3 (3.85%) Data Warehouse
7 3 (3.85%) Microsoft Analysis Services
7 3 (3.85%) Power BI
7 3 (3.85%) SQL Server Analysis Services
8 2 (2.56%) Redis
8 2 (2.56%) SQL Server 2012
8 2 (2.56%) SQL Server 2016
9 1 (1.28%) Base SAS
9 1 (1.28%) SQL Server 2008
Development Applications
1 28 (35.90%) Git (software)
2 17 (21.79%) Mercurial
3 6 (7.69%) Maven
4 1 (1.28%) Gradle
4 1 (1.28%) JUnit
4 1 (1.28%) Subversion
General
1 5 (6.41%) Manufacturing
2 3 (3.85%) Banking
2 3 (3.85%) Retail
2 3 (3.85%) Telecoms
3 1 (1.28%) Advertising
3 1 (1.28%) Pharmaceutical
Job Titles
1 37 (47.44%) Developer
2 28 (35.90%) Software Engineer
3 13 (16.67%) C# Developer
4 12 (15.38%) iOS Developer
4 12 (15.38%) Objective-C Developer
4 12 (15.38%) UI Developer
4 12 (15.38%) UI/UX Developer
4 12 (15.38%) UX Developer
5 8 (10.26%) Python Engineer
5 8 (10.26%) Python Software Engineer
5 8 (10.26%) Senior Developer
6 7 (8.97%) Software Developer
7 6 (7.69%) Machine Learning Engineer
8 5 (6.41%) C# Software Developer
8 5 (6.41%) C# Software Engineer
8 5 (6.41%) Developer/Software Engineer
8 5 (6.41%) JavaScript Engineer
8 5 (6.41%) Team Leader
8 5 (6.41%) Technical Leader
8 5 (6.41%) Technical Team Leader
Libraries, Frameworks & Software Standards
1 17 (21.79%) RESTful
2 14 (17.95%) JSON
3 13 (16.67%) CSS
3 13 (16.67%) HTML
3 13 (16.67%) jQuery
4 12 (15.38%) Google Maps API
4 12 (15.38%) OAuth
4 12 (15.38%) OAuth2
4 12 (15.38%) Spring
5 10 (12.82%) HTML5
6 8 (10.26%) .NET
7 7 (8.97%) .NET Framework
7 7 (8.97%) Web Services
8 5 (6.41%) Apache Commons
8 5 (6.41%) CSS3
8 5 (6.41%) Node.js
8 5 (6.41%) OSGi
8 5 (6.41%) REST
8 5 (6.41%) SOAP
8 5 (6.41%) WSDL
Miscellaneous
1 50 (64.10%) Algorithms
2 12 (15.38%) Mobile App
2 12 (15.38%) User Experience
3 9 (11.54%) Analytical Skills
3 9 (11.54%) Computer Science
4 5 (6.41%) Mobile Payment
5 3 (3.85%) Greenfield Project
6 2 (2.56%) Enterprise Cloud
7 1 (1.28%) Device Driver
7 1 (1.28%) Internet of Things
7 1 (1.28%) Smart City
Operating Systems
1 16 (20.51%) Windows
2 12 (15.38%) Apple iOS
3 6 (7.69%) Linux
4 5 (6.41%) Debian
Processes & Methodologies
1 35 (44.87%) Agile Software Development
2 34 (43.59%) Software Engineering
3 23 (29.49%) Multithreading
4 22 (28.21%) Unit Testing
5 19 (24.36%) Mathematics
5 19 (24.36%) OO
6 18 (23.08%) OOP
7 17 (21.79%) Continuous Integration
8 13 (16.67%) Mathematical Modelling
9 12 (15.38%) API Integration
9 12 (15.38%) Artificial Intelligence
9 12 (15.38%) iOS Development
9 12 (15.38%) Machine Learning
9 12 (15.38%) Mobile Development
9 12 (15.38%) Problem-Solving
10 11 (14.10%) MVC
11 10 (12.82%) SDLC
12 9 (11.54%) Test Automation
13 6 (7.69%) Scrum
13 6 (7.69%) Web Development
Programming Languages
1 27 (34.62%) Java
2 21 (26.92%) C#
3 18 (23.08%) C++
4 16 (20.51%) Python
5 13 (16.67%) JavaScript
5 13 (16.67%) SQL
6 12 (15.38%) Apple Swift
6 12 (15.38%) Objective-C
7 6 (7.69%) T-SQL
8 2 (2.56%) VBA
9 1 (1.28%) C
9 1 (1.28%) Embedded C
9 1 (1.28%) Java 8
9 1 (1.28%) Kotlin
9 1 (1.28%) PHP
Qualifications
1 13 (16.67%) Degree
2 4 (5.13%) Computer Science Degree
3 1 (1.28%) PhD
Quality Assurance & Compliance
1 2 (2.56%) QA
2 1 (1.28%) Data Quality
2 1 (1.28%) GCP
System Software
1 15 (19.23%) Docker
Systems Management
1 1 (1.28%) Kubernetes
Vendors
1 13 (16.67%) Google
2 12 (15.38%) Mapbox
3 6 (7.69%) Microsoft
3 6 (7.69%) Oracle
4 2 (2.56%) Capita
5 1 (1.28%) IBM
5 1 (1.28%) RedGate
5 1 (1.28%) Tableau