Period
to 16 December 2017

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the East of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 16 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
16 Dec 2017
Same period 2016 Same period 2015
Rank 248 291 261
Rank change year-on-year +43 -30 +38
Permanent jobs citing Data Structures 107 73 132
As % of all permanent IT jobs advertised in the East of England 0.89% 0.56% 0.87%
As % of the Miscellaneous category 1.96% 1.42% 2.15%
Number of salaries quoted 65 58 113
East of England median annual salary £50,000 £50,000 £41,500
Median salary % change year-on-year - +20.48% -17.00%
10th Percentile £37,500 £18,000 £35,000
90th Percentile £72,000 £78,750 £57,000
England median annual salary £57,500 £62,500 £57,500
% change year-on-year -8.00% +8.70% +4.55%

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 the East of England with a requirement for generic IT skills.

All Generic IT Skills
East of England
Permanent vacancies with a requirement for generic IT skills 5467 5157 6130
As % of all permanent IT jobs advertised in the East of England 45.43% 39.62% 40.43%
Number of salaries quoted 4302 4153 4891
East of England median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% +1.19%
10th Percentile £26,300 £25,500 £25,000
90th Percentile £71,250 £70,000 £66,250
England median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +7.78%

Data Structures
Job Vacancy Trend in the East of England

Job postings citing Data Structures as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Data Structures in the East of England

Data Structures
Salary Trend in the East of England

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

Salary trend for Data Structures in the East of England

Data Structures
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Structures in the East of England over the 6 months to 16 December 2017.

Salary histogram for Data Structures in the East of England

Data Structures
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the East of England region over the 6 months to 16 December 2017. 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
Cambridgeshire -4 70 £50,000 +58.73% 8
Essex +43 17 £60,000 +8.11% 1
Hertfordshire -19 10 £55,000 -24.14% 3
Bedfordshire +32 7 £78,000 +87.95%
Suffolk - 2 £60,000 -
Norfolk - 1 £37,500 -
Data Structures
England

For the 6 months to 16 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the East of England region with a requirement for Data Structures.

1 67 (62.62%) OO
2 66 (61.68%) Algorithms
3 61 (57.01%) Java
4 59 (55.14%) Computer Science
5 55 (51.40%) Degree
6 49 (45.79%) Software Engineering
7 42 (39.25%) Python
8 36 (33.64%) C++
9 35 (32.71%) Multithreading
10 34 (31.78%) Mathematics
10 34 (31.78%) Agile Software Development
10 34 (31.78%) Performance Optimisation
11 30 (28.04%) NoSQL
12 29 (27.10%) TDD
12 29 (27.10%) Computer Science Degree
13 28 (26.17%) Big Data
14 27 (25.23%) Linux
15 26 (24.30%) OOD
15 26 (24.30%) Amazon AWS
16 25 (23.36%) QA
17 24 (22.43%) OOP
18 23 (21.50%) Windows
19 22 (20.56%) JSON
19 22 (20.56%) Test Automation
20 21 (19.63%) Software Architecture
20 21 (19.63%) HTML5
20 21 (19.63%) Complexity Analysis
20 21 (19.63%) HTML
20 21 (19.63%) SQL
21 20 (18.69%) C#

Data Structures
Co-occurring IT Skills in the East of England 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 17 (15.89%) Elasticsearch
2 3 (2.80%) Cloud Foundry
3 1 (0.93%) Apache Spark
Applications
1 7 (6.54%) Microsoft Excel
2 6 (5.61%) Microsoft Office
Cloud Services
1 26 (24.30%) Amazon AWS
2 18 (16.82%) Cloud Computing
2 18 (16.82%) Microsoft Azure
3 4 (3.74%) Oracle Service Cloud
3 4 (3.74%) SaaS
4 2 (1.87%) Amazon S3
5 1 (0.93%) Amazon EMR
5 1 (0.93%) Amazon Kinesis
5 1 (0.93%) AWS CloudFormation
5 1 (0.93%) AWS Lambda
5 1 (0.93%) Cortana Intelligence Suite
5 1 (0.93%) Serverless
Communications & Networking
1 10 (9.35%) Internet
2 2 (1.87%) SMS
Database & Business Intelligence
1 30 (28.04%) NoSQL
2 28 (26.17%) Big Data
3 17 (15.89%) HBase
3 17 (15.89%) MongoDB
4 13 (12.15%) Relational Database
5 9 (8.41%) SQL Server
6 6 (5.61%) MySQL
7 5 (4.67%) SQL Server Reporting Services
8 4 (3.74%) Crystal Reports
8 4 (3.74%) Hadoop
8 4 (3.74%) MS Access
9 2 (1.87%) Amazon Redshift
9 2 (1.87%) Apache Cassandra
9 2 (1.87%) Data Warehouse
9 2 (1.87%) SAP BW
9 2 (1.87%) SAP HANA
9 2 (1.87%) SQL Server 2012
10 1 (0.93%) Amazon DynamoDB
10 1 (0.93%) Qlik Sense
10 1 (0.93%) SQL Server 2014
Development Applications
1 20 (18.69%) Git (software)
2 13 (12.15%) Maven
3 9 (8.41%) JIRA
3 9 (8.41%) Selenium
4 8 (7.48%) Mercurial
5 4 (3.74%) WebDriver
6 3 (2.80%) Ant
6 3 (2.80%) Gradle
6 3 (2.80%) Jenkins
7 2 (1.87%) Moq
7 2 (1.87%) MSTest
7 2 (1.87%) SpecFlow
General
1 17 (15.89%) Finance
2 8 (7.48%) Retail
3 6 (5.61%) Banking
3 6 (5.61%) Manufacturing
4 2 (1.87%) Games
5 1 (0.93%) Advertising
Job Titles
1 40 (37.38%) Software Engineer
2 34 (31.78%) Java Engineer
2 34 (31.78%) Java Software Engineer
3 30 (28.04%) Developer
4 23 (21.50%) Graduate
5 21 (19.63%) C++ Software Engineer
6 20 (18.69%) Java Developer
7 18 (16.82%) Graduate C++ Software Engineer
7 18 (16.82%) Graduate Java Engineer
7 18 (16.82%) Graduate Java Software Engineer
7 18 (16.82%) Graduate Software Engineer
8 13 (12.15%) Senior Java Engineer
8 13 (12.15%) Senior Java Software Engineer
8 13 (12.15%) Senior Software Engineer
9 9 (8.41%) Data Scientist
9 9 (8.41%) QA Leader
10 8 (7.48%) Data Visualisation Expert
11 7 (6.54%) Analyst
12 6 (5.61%) Team Leader
12 6 (5.61%) Tester
Libraries, Frameworks & Software Standards
1 22 (20.56%) JSON
2 21 (19.63%) HTML
2 21 (19.63%) HTML5
3 18 (16.82%) CSS
3 18 (16.82%) jQuery
4 13 (12.15%) .NET
4 13 (12.15%) Ehcache
5 10 (9.35%) Ajax
5 10 (9.35%) ASP.NET
6 7 (6.54%) CSS3
7 6 (5.61%) Spring
7 6 (5.61%) WinForms
8 5 (4.67%) AngularJS
8 5 (4.67%) Backbone.js
8 5 (4.67%) Node.js
8 5 (4.67%) React
8 5 (4.67%) XML
9 4 (3.74%) ASP.NET MVC
10 3 (2.80%) .NET Core
10 3 (2.80%) Entity Framework
Miscellaneous
1 66 (61.68%) Algorithms
2 59 (55.14%) Computer Science
3 10 (9.35%) Internet of Things
4 9 (8.41%) User Experience
5 7 (6.54%) Greenfield Project
6 6 (5.61%) Mobile App
6 6 (5.61%) Mobile Payment
7 1 (0.93%) Analytical Skills
7 1 (0.93%) HoloLens
7 1 (0.93%) Kinect
7 1 (0.93%) Online Games
7 1 (0.93%) Robotics
Operating Systems
1 27 (25.23%) Linux
2 23 (21.50%) Windows
3 12 (11.21%) Android
4 9 (8.41%) Apple iOS
5 6 (5.61%) Debian
6 2 (1.87%) Windows Mobile
Processes & Methodologies
1 67 (62.62%) OO
2 49 (45.79%) Software Engineering
3 35 (32.71%) Multithreading
4 34 (31.78%) Agile Software Development
4 34 (31.78%) Mathematics
4 34 (31.78%) Performance Optimisation
5 29 (27.10%) TDD
6 26 (24.30%) OOD
7 24 (22.43%) OOP
8 22 (20.56%) Test Automation
9 21 (19.63%) Complexity Analysis
9 21 (19.63%) Software Architecture
10 19 (17.76%) Collaborative Working
11 18 (16.82%) Data Modelling
12 17 (15.89%) Unit Testing
13 16 (14.95%) Physics
13 16 (14.95%) Process Improvement
14 11 (10.28%) Visualisation
15 10 (9.35%) Data Visualisation
15 10 (9.35%) MVC
Programming Languages
1 61 (57.01%) Java
2 42 (39.25%) Python
3 36 (33.64%) C++
4 21 (19.63%) SQL
5 20 (18.69%) C#
6 17 (15.89%) JavaScript
7 7 (6.54%) T-SQL
8 3 (2.80%) Go
8 3 (2.80%) R
8 3 (2.80%) Rust
9 2 (1.87%) ABAP
9 2 (1.87%) VBA
10 1 (0.93%) Scala
Qualifications
1 55 (51.40%) Degree
2 29 (27.10%) Computer Science Degree
Quality Assurance & Compliance
1 25 (23.36%) QA
2 1 (0.93%) Data Quality
2 1 (0.93%) ISO/IEC 27001
System Software
1 20 (18.69%) Docker
Systems Management
1 3 (2.80%) Ansible
1 3 (2.80%) Opscode Chef
1 3 (2.80%) Puppet
2 1 (0.93%) Hadoop YARN
2 1 (0.93%) Terraform
Vendors
1 13 (12.15%) Terracotta
2 3 (2.80%) Microsoft
2 3 (2.80%) Xamarin
3 2 (1.87%) SAP
4 1 (0.93%) Oracle