Period
to 15 November 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 15 November 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > South East
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 389 432 486
Rank change year-on-year +43 +54 -121
Permanent jobs citing Data Structures 146 129 114
As % of all permanent IT jobs advertised in the South East 0.51% 0.42% 0.32%
As % of the Miscellaneous category 1.25% 1.06% 0.80%
Number of salaries quoted 118 111 101
South East median annual salary £55,000 £50,000 £40,000
Median salary % change year-on-year +10.00% +25.00% -5.88%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £85,250 £75,000 £72,500
England median annual salary £62,500 £55,000 £60,000
% change year-on-year +13.64% -8.33% -

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 11,677 12,216 14,212
As % of all permanent IT jobs advertised in the South East 40.57% 39.95% 40.15%
Number of salaries quoted 9,460 10,014 11,688
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +2.27%
10th Percentile £26,250 £25,750 £26,250
90th Percentile £72,500 £67,500 £68,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 15 November 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 15 November 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 +40 76 £60,000 +9.09% 12
Oxfordshire +37 43 £67,250 +22.27% 4
Surrey +50 26 £36,500 -16.57% 5
Berkshire -4 25 £60,000 +4.35% 8
Hampshire -11 19 £52,500 +75.00% 9
West Sussex +9 18 £50,000 -4.76% 2
Buckinghamshire +14 8 £46,250 +30.81%
East Sussex -18 5 £53,500 +7.00% 4
Middlesex - 2 £40,000 - 1
Data Structures
England

For the 6 months to 15 November 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 52 (35.62%) SQL
2 46 (31.51%) Algorithms
3 42 (28.77%) Agile Software Development
4 36 (24.66%) JavaScript
5 34 (23.29%) Finance
5 34 (23.29%) Analytical Skills
6 30 (20.55%) Java
7 29 (19.86%) Software Engineering
8 27 (18.49%) Computer Science
9 26 (17.81%) CSS
10 25 (17.12%) Data Warehouse
10 25 (17.12%) Business Intelligence
11 24 (16.44%) Microsoft
11 24 (16.44%) C#
11 24 (16.44%) Problem-Solving
12 23 (15.75%) C++
12 23 (15.75%) Python
12 23 (15.75%) Git (software)
13 22 (15.07%) Degree
13 22 (15.07%) Data Modelling
13 22 (15.07%) Management Information System
13 22 (15.07%) Continuous Improvement
14 21 (14.38%) SQL Server
15 20 (13.70%) JSON
15 20 (13.70%) Android
15 20 (13.70%) Apple iOS
15 20 (13.70%) Analytics
15 20 (13.70%) Relational Database
16 19 (13.01%) RESTful
16 19 (13.01%) Oracle

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 7 (4.79%) Apache Spark
2 5 (3.42%) Elasticsearch
3 4 (2.74%) IIS
4 3 (2.05%) SharePoint
4 3 (2.05%) Tomcat
5 2 (1.37%) CICS
5 2 (1.37%) SAS
6 1 (0.68%) Apache
6 1 (0.68%) Ethereum
6 1 (0.68%) Jetty
Applications
1 8 (5.48%) Microsoft Excel
2 5 (3.42%) Microsoft Office
3 3 (2.05%) Microsoft PowerPoint
4 2 (1.37%) Spreadsheet
Business Applications
1 8 (5.48%) SAP CO
1 8 (5.48%) SAP FI
1 8 (5.48%) SAP FI/CO
2 5 (3.42%) Salesforce.com CRM
3 1 (0.68%) Distributed Ledger
Cloud Services
1 14 (9.59%) Microsoft Azure
2 11 (7.53%) Amazon AWS
3 5 (3.42%) Azure Active Directory
4 2 (1.37%) Adobe Analytics
4 2 (1.37%) Cloud Computing
4 2 (1.37%) Google Analytics
4 2 (1.37%) npm
5 1 (0.68%) GitHub
5 1 (0.68%) IaaS
5 1 (0.68%) Serverless
Communications & Networking
1 2 (1.37%) HTTP
2 1 (0.68%) DNS
2 1 (0.68%) IPFS
2 1 (0.68%) TCP/IP
Database & Business Intelligence
1 25 (17.12%) Data Warehouse
2 21 (14.38%) SQL Server
3 20 (13.70%) Relational Database
4 16 (10.96%) BusinessObjects
5 13 (8.90%) MongoDB
6 12 (8.22%) SQL Server Integration Services
7 11 (7.53%) Blockchain
7 11 (7.53%) NoSQL
8 10 (6.85%) Power BI
8 10 (6.85%) SQL Server Analysis Services
8 10 (6.85%) SQL Server Reporting Services
9 8 (5.48%) Amazon DynamoDB
9 8 (5.48%) BusinessObjects Web Intelligence
9 8 (5.48%) MySQL
9 8 (5.48%) SAP BW
10 7 (4.79%) Big Data
10 7 (4.79%) Hadoop
10 7 (4.79%) QlikView
11 6 (4.11%) Oracle Database
12 5 (3.42%) MariaDB
Development Applications
1 23 (15.75%) Git (software)
2 13 (8.90%) Jenkins
2 13 (8.90%) Maven
3 10 (6.85%) JIRA
3 10 (6.85%) Subversion
4 6 (4.11%) Team Foundation Server
4 6 (4.11%) Visual Studio
5 4 (2.74%) Visual Studio Team System
6 3 (2.05%) Gradle
6 3 (2.05%) Selenium
7 2 (1.37%) Eclipse
7 2 (1.37%) IntelliJ
7 2 (1.37%) JUnit
7 2 (1.37%) webpack
8 1 (0.68%) Mockito
8 1 (0.68%) Travis CI
General
1 34 (23.29%) Finance
2 7 (4.79%) Retail
3 2 (1.37%) Legal
3 2 (1.37%) Local Government
3 2 (1.37%) Marketing
3 2 (1.37%) Telecoms
4 1 (0.68%) Advertising
4 1 (0.68%) Pharmaceutical
4 1 (0.68%) Publishing
Job Titles
1 55 (37.67%) Developer
2 24 (16.44%) Analyst
2 24 (16.44%) Software Engineer
3 15 (10.27%) Developer/Software Engineer
3 15 (10.27%) Software Developer
4 13 (8.90%) C++ Software Engineer
4 13 (8.90%) JavaScript Engineer
4 13 (8.90%) Senior Developer
5 12 (8.22%) Applications Engineer
6 9 (6.16%) Architecture Manager
6 9 (6.16%) Business Intelligence Developer
6 9 (6.16%) Data Manager
6 9 (6.16%) Information Manager
6 9 (6.16%) IT Manager
7 8 (5.48%) Applications Developer
7 8 (5.48%) C# Developer
7 8 (5.48%) SAP Analyst
7 8 (5.48%) SAP BW Analyst
7 8 (5.48%) Senior Software Developer
7 8 (5.48%) Systems Analyst
Libraries, Frameworks & Software Standards
1 26 (17.81%) CSS
2 20 (13.70%) JSON
3 19 (13.01%) RESTful
4 17 (11.64%) HTML
5 16 (10.96%) AngularJS
5 16 (10.96%) React
6 14 (9.59%) Web Services
7 13 (8.90%) Elastic Stack
8 12 (8.22%) Sass
9 11 (7.53%) Spring
10 10 (6.85%) .NET
10 10 (6.85%) Immutable.js
10 10 (6.85%) LESS
10 10 (6.85%) React Native
11 8 (5.48%) Cocoa
11 8 (5.48%) MDX
12 7 (4.79%) Spring Boot
12 7 (4.79%) Spring Cloud
12 7 (4.79%) XML
13 6 (4.11%) ASP.NET MVC
Miscellaneous
1 46 (31.51%) Algorithms
2 34 (23.29%) Analytical Skills
3 27 (18.49%) Computer Science
4 22 (15.07%) Management Information System
5 10 (6.85%) Fintech
6 5 (3.42%) Public Cloud
7 3 (2.05%) Driving Licence
8 2 (1.37%) CMDB
8 2 (1.37%) e-Learning
8 2 (1.37%) Enterprise Software
8 2 (1.37%) Mainframe
8 2 (1.37%) SCORM
8 2 (1.37%) User Experience
9 1 (0.68%) Analytical Mindset
9 1 (0.68%) Bitcoin
9 1 (0.68%) Blog
9 1 (0.68%) Clustering
9 1 (0.68%) Greenfield Project
9 1 (0.68%) Self-Motivation
9 1 (0.68%) Taxonomies
Operating Systems
1 20 (13.70%) Android
1 20 (13.70%) Apple iOS
2 9 (6.16%) Linux
3 8 (5.48%) Unix
4 7 (4.79%) Windows
5 3 (2.05%) Windows 10
5 3 (2.05%) Windows 7
5 3 (2.05%) Windows 8
5 3 (2.05%) Windows Server
5 3 (2.05%) Windows Server 2012
Processes & Methodologies
1 42 (28.77%) Agile Software Development
2 29 (19.86%) Software Engineering
3 25 (17.12%) Business Intelligence
4 24 (16.44%) Problem-Solving
5 22 (15.07%) Continuous Improvement
5 22 (15.07%) Data Modelling
6 20 (13.70%) Analytics
7 18 (12.33%) Data Management
7 18 (12.33%) OO
8 16 (10.96%) Decision-Making
8 16 (10.96%) Mentoring
9 15 (10.27%) Data Architecture
9 15 (10.27%) Mathematics
10 14 (9.59%) CRM
10 14 (9.59%) Data Analysis
11 13 (8.90%) Conceptual Models
11 13 (8.90%) Data Analytics
11 13 (8.90%) Data Integration
11 13 (8.90%) Parallel Computing
12 12 (8.22%) Data Science
Programming Languages
1 52 (35.62%) SQL
2 36 (24.66%) JavaScript
3 30 (20.55%) Java
4 24 (16.44%) C#
5 23 (15.75%) C++
5 23 (15.75%) Python
6 10 (6.85%) PHP
7 9 (6.16%) Kotlin
7 9 (6.16%) Ruby
7 9 (6.16%) T-SQL
8 8 (5.48%) ABAP
8 8 (5.48%) Apple Swift
8 8 (5.48%) Objective-C
9 7 (4.79%) Java 8
9 7 (4.79%) PL/SQL
9 7 (4.79%) R
10 5 (3.42%) PowerShell
11 4 (2.74%) HiveQL
11 4 (2.74%) Scala
12 3 (2.05%) Julia
Qualifications
1 22 (15.07%) Degree
2 13 (8.90%) PhD
3 5 (3.42%) Computer Science Degree
3 5 (3.42%) ISEB
4 3 (2.05%) SC Cleared
4 3 (2.05%) Security Cleared
5 1 (0.68%) TOGAF Certification
Quality Assurance & Compliance
1 9 (6.16%) Data Quality
2 6 (4.11%) QA
System Software
1 5 (3.42%) Active Directory
1 5 (3.42%) Docker
2 4 (2.74%) HDFS
2 4 (2.74%) VMware Infrastructure
Systems Management
1 13 (8.90%) Terraform
2 7 (4.79%) Packer
3 6 (4.11%) Ansible
3 6 (4.11%) Opscode Chef
3 6 (4.11%) Puppet
4 5 (3.42%) Graylog
4 5 (3.42%) PingFederate
5 1 (0.68%) Consul
5 1 (0.68%) Docker Swarm
5 1 (0.68%) Kubernetes
Vendors
1 24 (16.44%) Microsoft
2 19 (13.01%) Oracle
3 9 (6.16%) Tableau
4 8 (5.48%) SAP
5 6 (4.11%) Splunk
6 5 (3.42%) Salesforce.com
6 5 (3.42%) Workday
7 4 (2.74%) Citrix
7 4 (2.74%) Telerik
7 4 (2.74%) VMware
8 3 (2.05%) Google
9 2 (1.37%) Adobe
9 2 (1.37%) Informatica
9 2 (1.37%) MicroStrategy
9 2 (1.37%) Xamarin