Period
to 22 April 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the South East. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 22 April 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > South East
6 months to
22 Apr 2018
Same period 2017 Same period 2016
Rank 440 434 423
Rank change year-on-year -6 -11 -5
Permanent jobs citing Data Structures 116 115 211
As % of all permanent IT jobs advertised in the South East 0.37% 0.38% 0.54%
As % of the Miscellaneous category 0.91% 1.00% 1.26%
Number of salaries quoted 101 104 167
South East median annual salary £50,000 £39,500 £45,000
Median salary % change year-on-year +26.58% -12.22% -
10th Percentile £27,500 £27,500 £27,500
90th Percentile £67,500 £72,500 £67,500
England median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -

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 South East with a requirement for generic IT skills.

All Generic IT Skills
South East
Permanent vacancies with a requirement for generic IT skills 12,711 11,443 16,751
As % of all permanent IT jobs advertised in the South East 40.14% 38.14% 42.85%
Number of salaries quoted 10,393 9,342 13,929
South East median annual salary £45,000 £45,000 £45,000
Median salary % change year-on-year +0.00% 0.00% +5.88%
10th Percentile £26,250 £26,250 £25,500
90th Percentile £70,000 £68,750 £67,500
England median annual salary £50,000 £49,000 £50,000
% change year-on-year +2.04% -2.00% +6.38%

Data Structures
Job Vacancy Trend in the South East

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

Job vacancy trend for Data Structures in the South East

Data Structures
Salary Trend in the South East

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

Salary trend for Data Structures in the South East

Data Structures
Salary Histogram in the South East

The salary distribution of IT jobs citing Data Structures in the South East over the 6 months to 22 April 2018.

Salary histogram for Data Structures in the South East

Data Structures
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the South East region over the 6 months to 22 April 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
Thames Valley -2 46 £55,000 +10.00% 9
Berkshire -9 23 £58,750 +6.82% 3
Surrey +8 19 £30,000 -27.27% 6
West Sussex -3 17 £45,000 +28.57%
Oxfordshire +4 16 £62,000 +5.98% 3
Hampshire -30 15 £40,000 +6.67% 4
East Sussex - 13 £50,000 -
Buckinghamshire -21 7 £49,000 +38.59% 3
Kent +13 6 £50,000 +17.65% 2
Data Structures
England

For the 6 months to 22 April 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 South East region with a requirement for Data Structures.

1 50 (43.10%) SQL
2 47 (40.52%) Algorithms
3 40 (34.48%) Java
3 40 (34.48%) Python
4 38 (32.76%) Agile Software Development
5 29 (25.00%) Data Analysis
5 29 (25.00%) Problem-Solving
6 25 (21.55%) Relational Database
6 25 (21.55%) Degree
7 24 (20.69%) Machine Learning
8 22 (18.97%) NoSQL
8 22 (18.97%) Data Modelling
9 21 (18.10%) Finance
10 20 (17.24%) Computer Science
10 20 (17.24%) Analytics
10 20 (17.24%) Apache Spark
11 19 (16.38%) OO
11 19 (16.38%) JavaScript
12 18 (15.52%) Web Services
12 18 (15.52%) ETL
12 18 (15.52%) Git (software)
12 18 (15.52%) R
13 17 (14.66%) SDLC
13 17 (14.66%) Apache Cassandra
13 17 (14.66%) RDBMS
13 17 (14.66%) C++
14 16 (13.79%) C#
14 16 (13.79%) Hadoop
15 15 (12.93%) TDD
15 15 (12.93%) MySQL

Data Structures
Co-occurring IT Skills in the South East 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 20 (17.24%) Apache Spark
2 6 (5.17%) JBoss
3 5 (4.31%) Oracle SOA Suite
3 5 (4.31%) Tomcat
4 2 (1.72%) IIS
5 1 (0.86%) Apache
5 1 (0.86%) OpenStack
5 1 (0.86%) WildFly
Applications
1 6 (5.17%) Microsoft Excel
2 5 (4.31%) Microsoft Office
2 5 (4.31%) Microsoft PowerPoint
3 1 (0.86%) MS Visio
Business Applications
1 2 (1.72%) NetSuite
2 1 (0.86%) SAP FI-AR
2 1 (0.86%) SAP FSCM
Cloud Services
1 9 (7.76%) Cloud Computing
2 6 (5.17%) Microsoft Azure
2 6 (5.17%) Serverless
3 5 (4.31%) SaaS
4 4 (3.45%) Amazon AWS
5 2 (1.72%) iPaaS
6 1 (0.86%) Dynamics 365
Communications & Networking
1 1 (0.86%) Extranet
1 1 (0.86%) HTTP
Database & Business Intelligence
1 25 (21.55%) Relational Database
2 22 (18.97%) NoSQL
3 17 (14.66%) Apache Cassandra
3 17 (14.66%) RDBMS
4 16 (13.79%) Hadoop
5 15 (12.93%) Data Warehouse
5 15 (12.93%) MySQL
6 12 (10.34%) PostgreSQL
6 12 (10.34%) SQL Server
7 11 (9.48%) Big Data
7 11 (9.48%) GIS
8 8 (6.90%) MongoDB
9 6 (5.17%) Apache Hive
10 5 (4.31%) BusinessObjects
10 5 (4.31%) Data Mining
10 5 (4.31%) Redis
11 3 (2.59%) Amazon DynamoDB
11 3 (2.59%) Cosmos DB
11 3 (2.59%) QlikView
11 3 (2.59%) SQL Server Reporting Services
Development Applications
1 18 (15.52%) Git (software)
2 8 (6.90%) JIRA
3 7 (6.03%) Jenkins
4 5 (4.31%) Gerrit
4 5 (4.31%) Mercurial
4 5 (4.31%) Subversion
5 4 (3.45%) Bitbucket
6 2 (1.72%) JSUnit
6 2 (1.72%) Octopus Deploy
6 2 (1.72%) TeamCity
6 2 (1.72%) Visual Studio
7 1 (0.86%) ERwin
7 1 (0.86%) Maven
7 1 (0.86%) Selenium
7 1 (0.86%) Team Foundation Server
General
1 21 (18.10%) Finance
2 11 (9.48%) Retail
3 4 (3.45%) Marketing
4 3 (2.59%) Electronics
4 3 (2.59%) Front Office
4 3 (2.59%) Swedish Language
5 2 (1.72%) Advertising
5 2 (1.72%) Banking
6 1 (0.86%) Back Office
6 1 (0.86%) Billing
6 1 (0.86%) Games
Job Titles
1 32 (27.59%) Developer
2 29 (25.00%) Analyst
3 14 (12.07%) Data Scientist
4 10 (8.62%) Junior
5 9 (7.76%) Business Analyst
5 9 (7.76%) Data Analyst
5 9 (7.76%) Software Engineer
6 8 (6.90%) Architect
6 8 (6.90%) Graduate
6 8 (6.90%) Java Developer
6 8 (6.90%) Machine Learning Engineer
6 8 (6.90%) Senior Developer
7 7 (6.03%) GIS Analyst
7 7 (6.03%) Junior Developer
8 6 (5.17%) DBA
8 6 (5.17%) Graduate Developer
8 6 (5.17%) Java Engineer
8 6 (5.17%) PostgreSQL DBA
8 6 (5.17%) Senior Analyst
9 5 (4.31%) Data Engineer
Libraries, Frameworks & Software Standards
1 18 (15.52%) Web Services
2 13 (11.21%) REST
3 12 (10.34%) AngularJS
4 11 (9.48%) .NET
4 11 (9.48%) RESTful
4 11 (9.48%) XML
5 10 (8.62%) Spring
6 9 (7.76%) Hibernate
6 9 (7.76%) J2EE
7 8 (6.90%) Node.js
8 7 (6.03%) JSON
9 6 (5.17%) Kafka
10 5 (4.31%) .NET Framework
10 5 (4.31%) CNTK
10 5 (4.31%) Java EE
10 5 (4.31%) JDBC
10 5 (4.31%) JPA
10 5 (4.31%) MXNet
10 5 (4.31%) Spring MVC
10 5 (4.31%) TensorFlow
Miscellaneous
1 47 (40.52%) Algorithms
2 20 (17.24%) Computer Science
3 10 (8.62%) Analytical Skills
3 10 (8.62%) Fintech
4 6 (5.17%) Client/Server
5 4 (3.45%) Data Centre
5 4 (3.45%) Enterprise Software
5 4 (3.45%) Management Information System
5 4 (3.45%) Mobile App
5 4 (3.45%) User Experience
6 2 (1.72%) Derivative
6 2 (1.72%) Market Risk
6 2 (1.72%) Self-Motivation
7 1 (0.86%) Driving Licence
7 1 (0.86%) e-Learning
7 1 (0.86%) Foreign Exchange (FX)
7 1 (0.86%) SCORM
Operating Systems
1 13 (11.21%) Linux
2 7 (6.03%) Unix
3 5 (4.31%) Windows
4 3 (2.59%) Android
5 2 (1.72%) Mac OS
6 1 (0.86%) Apple iOS
6 1 (0.86%) Oracle Linux
Processes & Methodologies
1 38 (32.76%) Agile Software Development
2 29 (25.00%) Data Analysis
2 29 (25.00%) Problem-Solving
3 24 (20.69%) Machine Learning
4 22 (18.97%) Data Modelling
5 20 (17.24%) Analytics
6 19 (16.38%) OO
7 18 (15.52%) ETL
8 17 (14.66%) SDLC
9 15 (12.93%) Data Science
9 15 (12.93%) OOP
9 15 (12.93%) TDD
10 13 (11.21%) Microservices
10 13 (11.21%) Migration
11 12 (10.34%) Business Intelligence
11 12 (10.34%) Predictive Modelling
11 12 (10.34%) Software Engineering
12 11 (9.48%) Mathematics
12 11 (9.48%) MVC
12 11 (9.48%) Scrum
Programming Languages
1 50 (43.10%) SQL
2 40 (34.48%) Java
2 40 (34.48%) Python
3 19 (16.38%) JavaScript
4 18 (15.52%) R
5 17 (14.66%) C++
6 16 (13.79%) C#
7 10 (8.62%) HiveQL
7 10 (8.62%) Scala
8 8 (6.90%) C
9 5 (4.31%) Bash Shell
9 5 (4.31%) Go
10 4 (3.45%) PL/SQL
11 3 (2.59%) T-SQL
11 3 (2.59%) VB.NET
12 2 (1.72%) Julia
12 2 (1.72%) MATLAB
12 2 (1.72%) VB
12 2 (1.72%) VBScript
13 1 (0.86%) Java 8
Qualifications
1 25 (21.55%) Degree
2 10 (8.62%) Computer Science Degree
3 6 (5.17%) ISEB
4 5 (4.31%) PhD
5 2 (1.72%) Master's Degree
5 2 (1.72%) Numerate Degree
6 1 (0.86%) ACCA
6 1 (0.86%) CIMA
6 1 (0.86%) SC Cleared
6 1 (0.86%) Security Cleared
Quality Assurance & Compliance
1 9 (7.76%) QA
2 6 (5.17%) Data Quality
3 1 (0.86%) GDPR
3 1 (0.86%) ISO/IEC 27001
3 1 (0.86%) PMO
3 1 (0.86%) TickIT
System Software
1 10 (8.62%) HDFS
2 1 (0.86%) Docker
Systems Management
1 6 (5.17%) Ansible
2 1 (0.86%) Opscode Chef
2 1 (0.86%) Puppet
2 1 (0.86%) Salt
Vendors
1 13 (11.21%) Oracle
2 11 (9.48%) Microsoft
3 4 (3.45%) SAP
3 4 (3.45%) Tableau
4 3 (2.59%) Salesforce.com
5 2 (1.72%) Jitterbit
6 1 (0.86%) Ab Initio
6 1 (0.86%) MicroStrategy
6 1 (0.86%) Sybase
6 1 (0.86%) Xamarin