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

Data Structures
England > South East
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 428 460 366
Rank change year-on-year +32 -94 +138
Permanent jobs citing Data Structures 119 103 312
As % of all permanent IT jobs advertised in the South East 0.38% 0.33% 0.76%
As % of the Miscellaneous category 0.99% 0.89% 1.86%
Number of salaries quoted 99 92 258
South East median annual salary £50,000 £41,250 £45,000
Median salary % change year-on-year +21.21% -8.33% -
10th Percentile £27,500 £29,175 £27,500
90th Percentile £74,000 £79,750 £65,750
England median annual salary £60,000 £60,000 £60,000

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 12,007 11,586 16,737
As % of all permanent IT jobs advertised in the South East 38.15% 37.31% 40.57%
Number of salaries quoted 9,864 9,444 13,964
South East median annual salary £45,000 £45,000 £45,000
10th Percentile £26,250 £26,250 £25,500
90th Percentile £68,750 £70,000 £67,500
England median annual salary £50,000 £50,000 £50,000

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 19 February 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 19 February 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 +12 54 £55,000 +22.22% 9
Berkshire +10 31 £60,000 +9.09% 1
Hampshire -12 18 £30,000 -20.00% 2
East Sussex - 16 £50,000 - 1
Oxfordshire -8 14 £55,000 -21.43% 6
West Sussex -4 11 £55,000 +57.14% 7
Surrey -3 10 £30,000 -20.00% 4
Buckinghamshire -15 9 £50,250 +42.13% 2
Kent +25 8 £50,000 +66.67% 2
Data Structures
England

For the 6 months to 19 February 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 51 (42.86%) Java
2 47 (39.50%) Agile Software Development
3 43 (36.13%) SQL
4 32 (26.89%) Algorithms
5 30 (25.21%) Relational Database
6 28 (23.53%) Analytics
6 28 (23.53%) Python
6 28 (23.53%) Data Modelling
7 27 (22.69%) NoSQL
8 26 (21.85%) C++
9 23 (19.33%) ETL
9 23 (19.33%) Data Analysis
10 22 (18.49%) C#
10 22 (18.49%) MySQL
10 22 (18.49%) Finance
11 20 (16.81%) JavaScript
11 20 (16.81%) Data Warehouse
12 19 (15.97%) Migration
13 18 (15.13%) RDBMS
13 18 (15.13%) OOP
13 18 (15.13%) OO
13 18 (15.13%) Web Services
13 18 (15.13%) Degree
13 18 (15.13%) Machine Learning
14 17 (14.29%) Oracle
14 17 (14.29%) Business Intelligence
15 16 (13.45%) Linux
15 16 (13.45%) Client/Server
15 16 (13.45%) Apache Cassandra
15 16 (13.45%) Microservices

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 14 (11.76%) Apache Spark
2 6 (5.04%) JBoss
3 5 (4.20%) Oracle SOA Suite
3 5 (4.20%) Tomcat
4 2 (1.68%) Apache Pig
4 2 (1.68%) IIS
5 1 (0.84%) Apache
5 1 (0.84%) OpenStack
5 1 (0.84%) SAS
5 1 (0.84%) WildFly
Applications
1 8 (6.72%) Microsoft Excel
2 7 (5.88%) Microsoft Office
2 7 (5.88%) Microsoft PowerPoint
Business Applications
1 2 (1.68%) NetSuite
Cloud Services
1 10 (8.40%) Amazon AWS
1 10 (8.40%) Cloud Computing
2 9 (7.56%) Serverless
3 8 (6.72%) Microsoft Azure
4 5 (4.20%) SaaS
5 3 (2.52%) Google Cloud Platform
6 2 (1.68%) iPaaS
7 1 (0.84%) Akamai
7 1 (0.84%) Dynamics 365
7 1 (0.84%) IaaS
7 1 (0.84%) PaaS
Communications & Networking
1 1 (0.84%) Extranet
Database & Business Intelligence
1 30 (25.21%) Relational Database
2 27 (22.69%) NoSQL
3 22 (18.49%) MySQL
4 20 (16.81%) Data Warehouse
5 18 (15.13%) RDBMS
6 16 (13.45%) Apache Cassandra
7 15 (12.61%) Big Data
8 14 (11.76%) Data Mining
8 14 (11.76%) SQL Server
9 12 (10.08%) Hadoop
9 12 (10.08%) PostgreSQL
9 12 (10.08%) Redis
10 9 (7.56%) Apache Hive
11 6 (5.04%) BusinessObjects
11 6 (5.04%) MongoDB
12 5 (4.20%) Amazon DynamoDB
12 5 (4.20%) Cosmos DB
13 4 (3.36%) QlikView
13 4 (3.36%) Star Schema
14 3 (2.52%) SQL Server Reporting Services
Development Applications
1 15 (12.61%) Git (software)
2 8 (6.72%) JIRA
3 6 (5.04%) Jenkins
4 5 (4.20%) Gerrit
4 5 (4.20%) Mercurial
4 5 (4.20%) Subversion
5 2 (1.68%) Bitbucket
5 2 (1.68%) JSUnit
5 2 (1.68%) Octopus Deploy
5 2 (1.68%) TeamCity
5 2 (1.68%) Visual Studio
6 1 (0.84%) ERwin
6 1 (0.84%) Maven
6 1 (0.84%) Selenium
6 1 (0.84%) Team Foundation Server
General
1 22 (18.49%) Finance
2 5 (4.20%) Electronics
2 5 (4.20%) Swedish Language
3 4 (3.36%) Marketing
3 4 (3.36%) Retail
4 3 (2.52%) Front Office
5 2 (1.68%) Advertising
6 1 (0.84%) Back Office
6 1 (0.84%) Billing
6 1 (0.84%) Games
Job Titles
1 44 (36.97%) Developer
2 20 (16.81%) Analyst
3 19 (15.97%) Junior
4 17 (14.29%) Junior Developer
5 15 (12.61%) Graduate
6 13 (10.92%) Graduate Developer
7 12 (10.08%) C++ Developer
7 12 (10.08%) Graduate C++ Developer
7 12 (10.08%) Junior C++ Developer
8 11 (9.24%) Java Engineer
9 10 (8.40%) Data Analyst
10 9 (7.56%) Data Engineer
10 9 (7.56%) Senior Developer
11 8 (6.72%) Data Scientist
11 8 (6.72%) Java Developer
12 7 (5.88%) Architect
12 7 (5.88%) DBA
13 6 (5.04%) PostgreSQL DBA
13 6 (5.04%) Software Developer
14 5 (4.20%) Cloud Engineer
Libraries, Frameworks & Software Standards
1 18 (15.13%) Web Services
2 14 (11.76%) REST
2 14 (11.76%) XML
3 12 (10.08%) .NET
4 11 (9.24%) Node.js
5 10 (8.40%) AngularJS
5 10 (8.40%) RESTful
6 8 (6.72%) Spring
7 7 (5.88%) Hibernate
7 7 (5.88%) J2EE
7 7 (5.88%) JSON
8 5 (4.20%) .NET Framework
8 5 (4.20%) ASP.NET
8 5 (4.20%) CSS
8 5 (4.20%) HTML
8 5 (4.20%) Java EE
8 5 (4.20%) JPA
8 5 (4.20%) Spring MVC
9 3 (2.52%) JDBC
9 3 (2.52%) SOAP
Miscellaneous
1 32 (26.89%) Algorithms
2 16 (13.45%) Client/Server
3 15 (12.61%) Computer Science
4 14 (11.76%) Analytical Skills
5 12 (10.08%) Fintech
6 8 (6.72%) Data Centre
7 5 (4.20%) Mobile App
8 4 (3.36%) Enterprise Software
8 4 (3.36%) Management Information System
8 4 (3.36%) User Experience
9 3 (2.52%) Virtual Team
10 1 (0.84%) Driving Licence
10 1 (0.84%) Linux Command Line
10 1 (0.84%) Public Cloud
Operating Systems
1 16 (13.45%) Linux
2 12 (10.08%) Unix
3 5 (4.20%) Windows
4 2 (1.68%) Android
4 2 (1.68%) Mac OS
4 2 (1.68%) Oracle Linux
Processes & Methodologies
1 47 (39.50%) Agile Software Development
2 28 (23.53%) Analytics
2 28 (23.53%) Data Modelling
3 23 (19.33%) Data Analysis
3 23 (19.33%) ETL
4 19 (15.97%) Migration
5 18 (15.13%) Machine Learning
5 18 (15.13%) OO
5 18 (15.13%) OOP
6 17 (14.29%) Business Intelligence
7 16 (13.45%) Microservices
8 13 (10.92%) TDD
9 12 (10.08%) Data Science
9 12 (10.08%) MVC
9 12 (10.08%) SDLC
10 10 (8.40%) Logical Data Model
10 10 (8.40%) Scrum
11 9 (7.56%) Continuous Improvement
11 9 (7.56%) Data Migration
11 9 (7.56%) Test Planning
Programming Languages
1 51 (42.86%) Java
2 43 (36.13%) SQL
3 28 (23.53%) Python
4 26 (21.85%) C++
5 22 (18.49%) C#
6 20 (16.81%) JavaScript
7 13 (10.92%) Go
8 11 (9.24%) R
9 7 (5.88%) PL/SQL
10 6 (5.04%) C
11 4 (3.36%) Perl
12 3 (2.52%) Bash Shell
12 3 (2.52%) HiveQL
12 3 (2.52%) Scala
12 3 (2.52%) T-SQL
12 3 (2.52%) VB.NET
13 2 (1.68%) VB
13 2 (1.68%) VBScript
14 1 (0.84%) Shell Script
14 1 (0.84%) VBA
Qualifications
1 18 (15.13%) Degree
2 7 (5.88%) Computer Science Degree
3 3 (2.52%) ISEB
3 3 (2.52%) PhD
4 1 (0.84%) ACCA
4 1 (0.84%) CIMA
4 1 (0.84%) SC Cleared
4 1 (0.84%) Security Cleared
Quality Assurance & Compliance
1 15 (12.61%) Data Quality
2 6 (5.04%) QA
3 3 (2.52%) GCP
4 1 (0.84%) HL7
4 1 (0.84%) ISO/IEC 27001
4 1 (0.84%) PMO
4 1 (0.84%) TickIT
System Software
1 3 (2.52%) HDFS
2 2 (1.68%) Docker
Systems Management
1 7 (5.88%) Ansible
2 2 (1.68%) Kubernetes
3 1 (0.84%) Opscode Chef
3 1 (0.84%) Puppet
3 1 (0.84%) Salt
Vendors
1 17 (14.29%) Oracle
2 13 (10.92%) Microsoft
3 5 (4.20%) Tableau
4 4 (3.36%) MicroStrategy
5 2 (1.68%) Jitterbit
5 2 (1.68%) SAP
6 1 (0.84%) Ab Initio
6 1 (0.84%) Atlassian
6 1 (0.84%) Concur
6 1 (0.84%) jBASE
6 1 (0.84%) Red Hat
6 1 (0.84%) Salesforce.com
6 1 (0.84%) Sybase