Period
to 25 June 2018

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

Data Structures
England > East of England
6 months to
25 Jun 2018
Same period 2017 Same period 2016
Rank 255 265 247
Rank change year-on-year +10 -18 +69
Permanent jobs citing Data Structures 113 102 143
As % of all permanent IT jobs advertised in the East of England 0.92% 0.83% 1.02%
As % of the Miscellaneous category 2.06% 1.93% 2.29%
Number of salaries quoted 97 91 124
East of England median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +14.29%
10th Percentile £40,000 £32,500 £33,500
90th Percentile £70,000 £68,750 £81,375
England median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +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 5,496 5,273 6,238
As % of all permanent IT jobs advertised in the East of England 44.79% 43.09% 44.29%
Number of salaries quoted 3,952 4,129 4,977
East of England median annual salary £47,500 £43,500 £45,000
Median salary % change year-on-year +9.20% -3.33% +7.14%
10th Percentile £26,250 £25,000 £25,750
90th Percentile £71,250 £67,500 £67,500
England median annual salary £50,000 £50,000 £50,000

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 25 June 2018.

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 25 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
Cambridgeshire -2 72 £55,000 +10.00% 4
Hertfordshire -6 21 £50,000 -4.76% 3
Essex +34 16 £60,000 +64.38%
Bedfordshire +1 3 £45,000 +50.00% 3
Suffolk - 1 £25,000 -
Data Structures
England

For the 6 months to 25 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 East of England region with a requirement for Data Structures.

1 61 (53.98%) Algorithms
2 45 (39.82%) Java
3 32 (28.32%) Agile Software Development
4 31 (27.43%) Software Engineering
4 31 (27.43%) Git (software)
5 30 (26.55%) Python
5 30 (26.55%) OO
6 27 (23.89%) C#
6 27 (23.89%) C++
6 27 (23.89%) Degree
6 27 (23.89%) Mathematics
7 22 (19.47%) Computer Science
7 22 (19.47%) SQL
7 22 (19.47%) OOP
8 21 (18.58%) Multithreading
9 20 (17.70%) Mercurial
10 19 (16.81%) Artificial Intelligence
11 18 (15.93%) NoSQL
12 17 (15.04%) Docker
12 17 (15.04%) T-SQL
13 16 (14.16%) Machine Learning
13 16 (14.16%) Cloud Computing
13 16 (14.16%) Microsoft Azure
14 15 (13.27%) Relational Database
14 15 (13.27%) RESTful
14 15 (13.27%) Analytical Skills
15 14 (12.39%) Problem-Solving
15 14 (12.39%) Apple iOS
15 14 (12.39%) iOS Development
15 14 (12.39%) Amazon AWS

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 13 (11.50%) Elasticsearch
2 7 (6.19%) Apache Spark
3 2 (1.77%) Apache
3 2 (1.77%) SharePoint Server
4 1 (0.88%) Apache Pig
4 1 (0.88%) OpenStack
Applications
1 9 (7.96%) Microsoft Excel
2 2 (1.77%) Microsoft Office
Business Applications
1 1 (0.88%) Dynamics CRM
Cloud Services
1 16 (14.16%) Cloud Computing
1 16 (14.16%) Microsoft Azure
2 14 (12.39%) Amazon AWS
3 4 (3.54%) SaaS
4 3 (2.65%) Azure Data Factory
5 1 (0.88%) Dynamics 365
Communications & Networking
1 7 (6.19%) OpenFlow
2 6 (5.31%) FTP
3 2 (1.77%) Broadband
3 2 (1.77%) HTTP
3 2 (1.77%) TCP/IP
4 1 (0.88%) 802.15
4 1 (0.88%) Ethernet
4 1 (0.88%) Internet
4 1 (0.88%) Software-Defined Networking
4 1 (0.88%) ZigBee
Database & Business Intelligence
1 18 (15.93%) NoSQL
2 15 (13.27%) Relational Database
3 14 (12.39%) SQL Server Reporting Services
4 13 (11.50%) HBase
4 13 (11.50%) MongoDB
4 13 (11.50%) SQL Server
5 10 (8.85%) Data Warehouse
5 10 (8.85%) MySQL
6 9 (7.96%) Big Data
6 9 (7.96%) Hadoop
7 7 (6.19%) SQL Server Integration Services
8 6 (5.31%) Data Mining
8 6 (5.31%) Enterprise Data Warehouse
9 5 (4.42%) RDBMS
10 4 (3.54%) PostgreSQL
10 4 (3.54%) Power BI
11 3 (2.65%) Microsoft Analysis Services
11 3 (2.65%) SQL Server 2014
11 3 (2.65%) SQL Server Analysis Services
12 2 (1.77%) SQL Server 2016
Development Applications
1 31 (27.43%) Git (software)
2 20 (17.70%) Mercurial
3 6 (5.31%) Selenium
4 2 (1.77%) JIRA
4 2 (1.77%) Maven
5 1 (0.88%) WebDriver
General
1 12 (10.62%) Retail
2 8 (7.08%) Manufacturing
3 6 (5.31%) Banking
4 5 (4.42%) Telecoms
5 4 (3.54%) Finance
6 3 (2.65%) Games
7 1 (0.88%) Automotive
7 1 (0.88%) Electronics
Job Titles
1 42 (37.17%) Developer
2 20 (17.70%) Software Engineer
3 12 (10.62%) iOS Developer
3 12 (10.62%) Objective-C Developer
3 12 (10.62%) UI Developer
3 12 (10.62%) UI/UX Developer
3 12 (10.62%) UX Developer
4 10 (8.85%) Senior Developer
5 9 (7.96%) C# Developer
6 8 (7.08%) Analyst
6 8 (7.08%) Architect
6 8 (7.08%) Data Scientist
6 8 (7.08%) Team Leader
6 8 (7.08%) Technical Leader
6 8 (7.08%) Technical Team Leader
7 7 (6.19%) Lead Project Manager
7 7 (6.19%) Project Consultant
7 7 (6.19%) Project Manager
7 7 (6.19%) Python Engineer
7 7 (6.19%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 15 (13.27%) RESTful
2 13 (11.50%) CSS
2 13 (11.50%) HTML
2 13 (11.50%) HTML5
2 13 (11.50%) JSON
3 12 (10.62%) .NET
3 12 (10.62%) Google Maps API
3 12 (10.62%) jQuery
3 12 (10.62%) OAuth
3 12 (10.62%) OAuth2
4 11 (9.73%) Spring
5 8 (7.08%) .NET Framework
5 8 (7.08%) CSS3
6 6 (5.31%) Keras
6 6 (5.31%) Lasagne
6 6 (5.31%) Pandas
6 6 (5.31%) scikit-learn
6 6 (5.31%) TensorFlow
6 6 (5.31%) Theano
7 4 (3.54%) ASP.NET
Miscellaneous
1 61 (53.98%) Algorithms
2 22 (19.47%) Computer Science
3 15 (13.27%) Analytical Skills
4 13 (11.50%) Mobile App
4 13 (11.50%) User Experience
5 8 (7.08%) Greenfield Project
5 8 (7.08%) Mobile Payment
6 6 (5.31%) Robotics
7 4 (3.54%) Management Information System
8 3 (2.65%) iPhone
9 2 (1.77%) PMI
10 1 (0.88%) Analytical Mindset
10 1 (0.88%) Client/Server
10 1 (0.88%) Data Centre
10 1 (0.88%) Device Driver
10 1 (0.88%) Internet of Things
10 1 (0.88%) Online Games
10 1 (0.88%) Reinsurance
10 1 (0.88%) Self-Motivation
10 1 (0.88%) Smart City
Operating Systems
1 14 (12.39%) Apple iOS
2 13 (11.50%) Windows
3 11 (9.73%) Linux
4 8 (7.08%) Debian
5 5 (4.42%) Android
6 1 (0.88%) Robot Operating System
Processes & Methodologies
1 32 (28.32%) Agile Software Development
2 31 (27.43%) Software Engineering
3 30 (26.55%) OO
4 27 (23.89%) Mathematics
5 22 (19.47%) OOP
6 21 (18.58%) Multithreading
7 19 (16.81%) Artificial Intelligence
8 16 (14.16%) Machine Learning
9 14 (12.39%) iOS Development
9 14 (12.39%) Problem-Solving
10 13 (11.50%) Continuous Integration
10 13 (11.50%) Project Management
10 13 (11.50%) Unit Testing
11 12 (10.62%) API Integration
11 12 (10.62%) Mobile Development
11 12 (10.62%) SDLC
12 11 (9.73%) Continuous Improvement
12 11 (9.73%) Line Management
12 11 (9.73%) MVC
13 10 (8.85%) Test Automation
Programming Languages
1 45 (39.82%) Java
2 30 (26.55%) Python
3 27 (23.89%) C#
3 27 (23.89%) C++
4 22 (19.47%) SQL
5 17 (15.04%) T-SQL
6 12 (10.62%) Apple Swift
6 12 (10.62%) Objective-C
7 10 (8.85%) JavaScript
8 7 (6.19%) C
8 7 (6.19%) R
9 6 (5.31%) MATLAB
10 3 (2.65%) Lua
10 3 (2.65%) Perl
10 3 (2.65%) VBA
11 1 (0.88%) Embedded C
11 1 (0.88%) Scala
Qualifications
1 27 (23.89%) Degree
2 11 (9.73%) Computer Science Degree
3 2 (1.77%) PMI Certification
4 1 (0.88%) Numerate Degree
4 1 (0.88%) PhD
Quality Assurance & Compliance
1 10 (8.85%) QA
2 5 (4.42%) Data Quality
3 2 (1.77%) GDPR
3 2 (1.77%) GxP
3 2 (1.77%) SLA
System Software
1 17 (15.04%) Docker
2 1 (0.88%) VMware Infrastructure
Vendors
1 12 (10.62%) Google
1 12 (10.62%) Mapbox
2 6 (5.31%) Microsoft
3 2 (1.77%) Capita
3 2 (1.77%) Oracle
3 2 (1.77%) RedGate
3 2 (1.77%) Salesforce.com
3 2 (1.77%) Tableau
4 1 (0.88%) BT
4 1 (0.88%) hybris
4 1 (0.88%) VMware
4 1 (0.88%) Xamarin