Period
to 21 June 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 21 June 2018 with a comparison to the same period over the previous 2 years.

Data Structures
East of England > Cambridgeshire
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 140 137 112
Rank change year-on-year -3 -25 +18
Permanent jobs citing Data Structures 72 55 83
As % of all permanent IT jobs advertised in Cambridgeshire 1.70% 1.53% 2.07%
As % of the Miscellaneous category 3.25% 3.10% 4.65%
Number of salaries quoted 66 52 75
Cambridgeshire median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +8.11%
10th Percentile £40,000 £32,500 £36,250
90th Percentile £72,500 £68,750 £64,000
East of England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +11.11%

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 2,218 1,774 1,785
As % of all permanent IT jobs advertised in Cambridgeshire 52.40% 49.35% 44.55%
Number of salaries quoted 1,355 1,360 1,395
Cambridgeshire median annual salary £45,000 £44,250 £44,000
Median salary % change year-on-year +1.69% +0.57% +3.53%
10th Percentile £27,500 £26,250 £26,750
90th Percentile £70,000 £67,500 £66,250
East of England median annual salary £47,500 £43,000 £45,000
% change year-on-year +10.47% -4.44% +7.14%

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 June 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 21 June 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 -4 66 £55,000 +10.00% 3
Peterborough - 2 £45,000 -
Data Structures
East of England

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

1 50 (69.44%) Algorithms
2 28 (38.89%) Agile Software Development
2 28 (38.89%) Software Engineering
2 28 (38.89%) Git (software)
3 27 (37.50%) Java
4 23 (31.94%) OO
5 21 (29.17%) OOP
5 21 (29.17%) Multithreading
6 20 (27.78%) Mercurial
6 20 (27.78%) C#
7 18 (25.00%) C++
7 18 (25.00%) Python
7 18 (25.00%) NoSQL
8 16 (22.22%) Cloud Computing
8 16 (22.22%) Microsoft Azure
8 16 (22.22%) Mathematics
8 16 (22.22%) Docker
9 15 (20.83%) Degree
10 14 (19.44%) RESTful
10 14 (19.44%) User Experience
11 13 (18.06%) Elasticsearch
11 13 (18.06%) Problem-Solving
11 13 (18.06%) Amazon AWS
11 13 (18.06%) MongoDB
11 13 (18.06%) HBase
11 13 (18.06%) JSON
11 13 (18.06%) Unit Testing
11 13 (18.06%) Continuous Integration
11 13 (18.06%) Artificial Intelligence
12 12 (16.67%) Google

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 13 (18.06%) Elasticsearch
2 2 (2.78%) Apache
Applications
1 5 (6.94%) Microsoft Excel
Cloud Services
1 16 (22.22%) Cloud Computing
1 16 (22.22%) Microsoft Azure
2 13 (18.06%) Amazon AWS
3 4 (5.56%) SaaS
4 3 (4.17%) Azure Data Factory
Communications & Networking
1 7 (9.72%) OpenFlow
2 2 (2.78%) Broadband
2 2 (2.78%) HTTP
2 2 (2.78%) TCP/IP
3 1 (1.39%) 802.15
3 1 (1.39%) Internet
3 1 (1.39%) ZigBee
Database & Business Intelligence
1 18 (25.00%) NoSQL
2 13 (18.06%) HBase
2 13 (18.06%) MongoDB
3 10 (13.89%) MySQL
4 9 (12.50%) Big Data
4 9 (12.50%) Relational Database
5 5 (6.94%) SQL Server
5 5 (6.94%) SQL Server Integration Services
5 5 (6.94%) SQL Server Reporting Services
6 4 (5.56%) PostgreSQL
7 3 (4.17%) Data Warehouse
7 3 (4.17%) Microsoft Analysis Services
7 3 (4.17%) Power BI
7 3 (4.17%) SQL Server Analysis Services
8 2 (2.78%) Hadoop
8 2 (2.78%) Redis
8 2 (2.78%) SQL Server 2012
8 2 (2.78%) SQL Server 2016
Development Applications
1 28 (38.89%) Git (software)
2 20 (27.78%) Mercurial
3 2 (2.78%) Maven
General
1 8 (11.11%) Manufacturing
2 4 (5.56%) Banking
2 4 (5.56%) Retail
2 4 (5.56%) Telecoms
3 1 (1.39%) Electronics
Job Titles
1 37 (51.39%) Developer
2 19 (26.39%) Software Engineer
3 12 (16.67%) iOS Developer
3 12 (16.67%) Objective-C Developer
3 12 (16.67%) UI Developer
3 12 (16.67%) UI/UX Developer
3 12 (16.67%) UX Developer
4 9 (12.50%) C# Developer
5 8 (11.11%) Senior Developer
5 8 (11.11%) Team Leader
5 8 (11.11%) Technical Leader
5 8 (11.11%) Technical Team Leader
6 7 (9.72%) Python Engineer
6 7 (9.72%) Python Software Engineer
6 7 (9.72%) Software Developer
7 5 (6.94%) Business Intelligence Developer
7 5 (6.94%) C# Software Developer
7 5 (6.94%) C# Software Engineer
7 5 (6.94%) Developer/Software Engineer
7 5 (6.94%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 14 (19.44%) RESTful
2 13 (18.06%) JSON
3 12 (16.67%) Google Maps API
3 12 (16.67%) OAuth
3 12 (16.67%) OAuth2
4 10 (13.89%) CSS
4 10 (13.89%) HTML
4 10 (13.89%) HTML5
4 10 (13.89%) jQuery
4 10 (13.89%) Spring
5 8 (11.11%) .NET
5 8 (11.11%) CSS3
6 7 (9.72%) .NET Framework
7 2 (2.78%) Ehcache
7 2 (2.78%) Node.js
7 2 (2.78%) OSGi
7 2 (2.78%) REST
7 2 (2.78%) SOAP
7 2 (2.78%) Web Services
7 2 (2.78%) WSDL
Miscellaneous
1 50 (69.44%) Algorithms
2 14 (19.44%) User Experience
3 12 (16.67%) Mobile App
4 11 (15.28%) Computer Science
5 8 (11.11%) Analytical Skills
5 8 (11.11%) Mobile Payment
6 3 (4.17%) Greenfield Project
7 1 (1.39%) Device Driver
7 1 (1.39%) Internet of Things
7 1 (1.39%) Smart City
Operating Systems
1 12 (16.67%) Apple iOS
1 12 (16.67%) Windows
2 10 (13.89%) Linux
3 8 (11.11%) Debian
4 1 (1.39%) Robot Operating System
Processes & Methodologies
1 28 (38.89%) Agile Software Development
1 28 (38.89%) Software Engineering
2 23 (31.94%) OO
3 21 (29.17%) Multithreading
3 21 (29.17%) OOP
4 16 (22.22%) Mathematics
5 13 (18.06%) Artificial Intelligence
5 13 (18.06%) Continuous Integration
5 13 (18.06%) Problem-Solving
5 13 (18.06%) Unit Testing
6 12 (16.67%) API Integration
6 12 (16.67%) iOS Development
6 12 (16.67%) Mobile Development
7 10 (13.89%) MVC
7 10 (13.89%) SDLC
8 9 (12.50%) Line Management
8 9 (12.50%) Machine Learning
8 9 (12.50%) Mathematical Modelling
9 8 (11.11%) Continuous Improvement
9 8 (11.11%) High Availability
Programming Languages
1 27 (37.50%) Java
2 20 (27.78%) C#
3 18 (25.00%) C++
3 18 (25.00%) Python
4 12 (16.67%) Apple Swift
4 12 (16.67%) Objective-C
5 10 (13.89%) JavaScript
6 6 (8.33%) SQL
7 5 (6.94%) T-SQL
8 3 (4.17%) VBA
9 1 (1.39%) C
9 1 (1.39%) Embedded C
Qualifications
1 15 (20.83%) Degree
2 1 (1.39%) Computer Science Degree
2 1 (1.39%) PhD
Quality Assurance & Compliance
1 2 (2.78%) QA
System Software
1 16 (22.22%) Docker
Vendors
1 12 (16.67%) Google
1 12 (16.67%) Mapbox
2 5 (6.94%) Microsoft
3 2 (2.78%) Capita
3 2 (2.78%) Oracle
3 2 (2.78%) RedGate