Period
to 16 January 2019

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 16 January 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > South East
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 360 432 464
Rank change year-on-year +72 +32 -115
Permanent jobs citing Data Structures 160 117 105
As % of all permanent IT jobs advertised in the South East 0.60% 0.38% 0.33%
As % of the Miscellaneous category 1.60% 1.06% 0.92%
Number of salaries quoted 127 100 92
South East median annual salary £53,500 £51,500 £37,500
Median salary % change year-on-year +3.88% +37.33% -16.67%
10th Percentile £28,850 £27,500 £28,963
90th Percentile £70,700 £75,000 £72,500
England median annual salary £63,500 £60,000 £62,500
% change year-on-year +5.83% -4.00% +8.70%

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 10,014 11,021 11,411
As % of all permanent IT jobs advertised in the South East 37.55% 35.77% 35.93%
Number of salaries quoted 7,864 8,903 9,209
South East median annual salary £48,500 £45,000 £45,000
Median salary % change year-on-year +7.78% - -
10th Percentile £27,500 £26,250 £27,000
90th Percentile £73,750 £70,000 £70,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

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 16 January 2019.

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 16 January 2019. 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 +62 85 £62,500 +8.70% 12
Oxfordshire +57 39 £67,500 +22.73% 3
Berkshire +4 37 £60,000 +4.35% 7
Surrey +63 32 £36,500 -27.00% 1
Hampshire +28 20 £35,000 +16.67% 6
West Sussex -5 12 £55,000 -
Buckinghamshire +25 9 £50,000 -2.91% 2
East Sussex -1 8 £53,500 +7.00% 5
Middlesex - 2 £40,000 - 1
Data Structures
England

For the 6 months to 16 January 2019, 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 (32.50%) SQL
2 47 (29.38%) Agile Software Development
3 43 (26.88%) Algorithms
4 40 (25.00%) Finance
5 39 (24.38%) Computer Science
6 37 (23.13%) Analytical Skills
7 36 (22.50%) Data Modelling
8 35 (21.88%) Java
9 34 (21.25%) JavaScript
10 30 (18.75%) Software Engineering
11 29 (18.13%) C++
12 28 (17.50%) Business Intelligence
13 27 (16.88%) C#
13 27 (16.88%) SQL Server
13 27 (16.88%) Analytics
14 26 (16.25%) CSS
14 26 (16.25%) Microsoft
15 25 (15.63%) Git (software)
16 23 (14.38%) Degree
16 23 (14.38%) Data Warehouse
16 23 (14.38%) Relational Database
17 22 (13.75%) Data Management
18 21 (13.13%) Python
19 19 (11.88%) Mathematics
19 19 (11.88%) React
19 19 (11.88%) Problem-Solving
20 18 (11.25%) Apple iOS
20 18 (11.25%) Android
20 18 (11.25%) Data Architecture
20 18 (11.25%) Microsoft Excel

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 6 (3.75%) SAS
1 6 (3.75%) SharePoint
1 6 (3.75%) Tomcat
2 5 (3.13%) Elasticsearch
3 4 (2.50%) IIS
4 1 (0.63%) Apache
4 1 (0.63%) Apache Pig
4 1 (0.63%) Apache Spark
4 1 (0.63%) Confluence
4 1 (0.63%) Ethereum
Applications
1 18 (11.25%) Microsoft Excel
2 9 (5.63%) Microsoft PowerPoint
3 8 (5.00%) Microsoft Office
4 2 (1.25%) Spreadsheet
Business Applications
1 11 (6.88%) SAP CO
1 11 (6.88%) SAP FI
1 11 (6.88%) SAP FI/CO
2 5 (3.13%) OpenText VIM for SAP
2 5 (3.13%) Salesforce.com CRM
2 5 (3.13%) SAP SD
2 5 (3.13%) SAP SRM
3 1 (0.63%) Distributed Ledger
3 1 (0.63%) SAP BPC
3 1 (0.63%) SAP S/4HANA
Cloud Services
1 16 (10.00%) Microsoft Azure
2 13 (8.13%) Amazon AWS
3 5 (3.13%) Azure Active Directory
4 3 (1.88%) Adobe Analytics
4 3 (1.88%) GitHub
4 3 (1.88%) Google Analytics
4 3 (1.88%) npm
5 1 (0.63%) IaaS
5 1 (0.63%) Serverless
Communications & Networking
1 1 (0.63%) DNS
1 1 (0.63%) HTTP
1 1 (0.63%) Internet
1 1 (0.63%) IPFS
1 1 (0.63%) TCP/IP
Database & Business Intelligence
1 27 (16.88%) SQL Server
2 23 (14.38%) Data Warehouse
2 23 (14.38%) Relational Database
3 17 (10.63%) BusinessObjects
4 13 (8.13%) Power BI
4 13 (8.13%) QlikView
5 12 (7.50%) NoSQL
6 11 (6.88%) Blockchain
6 11 (6.88%) MongoDB
6 11 (6.88%) SQL Server Reporting Services
7 10 (6.25%) SQL Server Integration Services
8 8 (5.00%) MySQL
9 7 (4.38%) PostgreSQL
9 7 (4.38%) SAP BW
9 7 (4.38%) SQL Server Analysis Services
10 6 (3.75%) Amazon Aurora
10 6 (3.75%) Big Data
10 6 (3.75%) BusinessObjects Business Intelligence
10 6 (3.75%) BusinessObjects Web Intelligence
10 6 (3.75%) Data Mining
Development Applications
1 25 (15.63%) Git (software)
2 13 (8.13%) JIRA
3 12 (7.50%) Jenkins
3 12 (7.50%) Subversion
4 11 (6.88%) Maven
5 7 (4.38%) Visual Studio
6 6 (3.75%) Eclipse
6 6 (3.75%) Gradle
6 6 (3.75%) IntelliJ
6 6 (3.75%) Team Foundation Server
7 5 (3.13%) Visual Studio Team System
8 3 (1.88%) Toad
8 3 (1.88%) webpack
9 2 (1.25%) JMeter
10 1 (0.63%) Cucumber
10 1 (0.63%) Gatling
10 1 (0.63%) LoadRunner
10 1 (0.63%) NUnit
10 1 (0.63%) Octopus Deploy
10 1 (0.63%) WebDriver
General
1 40 (25.00%) Finance
2 5 (3.13%) Marketing
2 5 (3.13%) Retail
3 2 (1.25%) Local Government
3 2 (1.25%) Telecoms
4 1 (0.63%) Pharmaceutical
4 1 (0.63%) Publishing
Job Titles
1 53 (33.13%) Developer
2 31 (19.38%) Analyst
3 26 (16.25%) Software Engineer
4 16 (10.00%) C++ Software Engineer
4 16 (10.00%) Software Developer
5 13 (8.13%) Applications Engineer
5 13 (8.13%) Developer/Software Engineer
5 13 (8.13%) JavaScript Engineer
6 11 (6.88%) Architecture Manager
6 11 (6.88%) Data Manager
6 11 (6.88%) Information Manager
6 11 (6.88%) IT Manager
6 11 (6.88%) SAP Analyst
6 11 (6.88%) Senior Developer
7 9 (5.63%) Full Stack Developer
7 9 (5.63%) Java Developer
8 8 (5.00%) iOS Developer
8 8 (5.00%) Mobile Applications Developer
8 8 (5.00%) Mobile Developer
8 8 (5.00%) Mobile Software Engineer
Libraries, Frameworks & Software Standards
1 26 (16.25%) CSS
2 19 (11.88%) React
3 17 (10.63%) HTML
3 17 (10.63%) RESTful
4 15 (9.38%) AngularJS
4 15 (9.38%) JSON
5 14 (8.75%) .NET
6 11 (6.88%) Elastic Stack
6 11 (6.88%) Spring
6 11 (6.88%) Web Services
7 10 (6.25%) Immutable.js
7 10 (6.25%) LESS
7 10 (6.25%) React Native
7 10 (6.25%) Sass
8 9 (5.63%) ASP.NET
9 8 (5.00%) Cocoa
10 6 (3.75%) Hibernate
10 6 (3.75%) jQuery
10 6 (3.75%) MDX
10 6 (3.75%) WCF
Miscellaneous
1 43 (26.88%) Algorithms
2 37 (23.13%) Analytical Skills
3 17 (10.63%) Management Information System
4 13 (8.13%) Fintech
5 6 (3.75%) Driving Licence
5 6 (3.75%) Enterprise Software
6 5 (3.13%) Public Cloud
6 5 (3.13%) User Experience
7 4 (2.50%) CMDB
7 4 (2.50%) Greenfield Project
8 2 (1.25%) Clustering
8 2 (1.25%) Reinsurance
9 1 (0.63%) Analytical Mindset
9 1 (0.63%) Bitcoin
9 1 (0.63%) Client/Server
9 1 (0.63%) Cloud Native
9 1 (0.63%) Hedge funds
9 1 (0.63%) Internet of Things
9 1 (0.63%) Mobile App
9 1 (0.63%) Robotics
Operating Systems
1 18 (11.25%) Android
1 18 (11.25%) Apple iOS
2 11 (6.88%) Linux
3 9 (5.63%) Unix
3 9 (5.63%) Windows
4 3 (1.88%) Windows 10
4 3 (1.88%) Windows 7
4 3 (1.88%) Windows 8
4 3 (1.88%) Windows Server
4 3 (1.88%) Windows Server 2012
Processes & Methodologies
1 47 (29.38%) Agile Software Development
2 39 (24.38%) Computer Science
3 36 (22.50%) Data Modelling
4 30 (18.75%) Software Engineering
5 28 (17.50%) Business Intelligence
6 27 (16.88%) Analytics
7 22 (13.75%) Data Management
8 19 (11.88%) Mathematics
8 19 (11.88%) Problem-Solving
9 18 (11.25%) Data Architecture
9 18 (11.25%) OO
10 16 (10.00%) Artificial Intelligence
10 16 (10.00%) Mentoring
11 15 (9.38%) Conceptual Models
11 15 (9.38%) Continuous Improvement
11 15 (9.38%) Parallel Computing
12 14 (8.75%) Data Analytics
12 14 (8.75%) Data Integration
12 14 (8.75%) Scrum
13 13 (8.13%) ETL
Programming Languages
1 52 (32.50%) SQL
2 35 (21.88%) Java
3 34 (21.25%) JavaScript
4 29 (18.13%) C++
5 27 (16.88%) C#
6 21 (13.13%) Python
7 11 (6.88%) PHP
8 9 (5.63%) Kotlin
8 9 (5.63%) Ruby
8 9 (5.63%) T-SQL
9 8 (5.00%) Apple Swift
9 8 (5.00%) Objective-C
10 6 (3.75%) ABAP
10 6 (3.75%) PowerShell
11 5 (3.13%) Java 8
11 5 (3.13%) MATLAB
12 4 (2.50%) C
12 4 (2.50%) PL/SQL
12 4 (2.50%) VBA
13 3 (1.88%) R
Qualifications
1 23 (14.38%) Degree
2 15 (9.38%) PhD
3 4 (2.50%) Computer Science Degree
4 2 (1.25%) IIBA
4 2 (1.25%) SC Cleared
4 2 (1.25%) Security Cleared
5 1 (0.63%) ACCA
5 1 (0.63%) CIMA
5 1 (0.63%) Numerate Degree
Quality Assurance & Compliance
1 9 (5.63%) Data Quality
2 2 (1.25%) QA
System Software
1 5 (3.13%) Active Directory
2 4 (2.50%) Docker
2 4 (2.50%) VMware Infrastructure
3 1 (0.63%) HDFS
Systems Management
1 10 (6.25%) Terraform
2 6 (3.75%) Ansible
3 5 (3.13%) Graylog
3 5 (3.13%) Opscode Chef
3 5 (3.13%) Packer
3 5 (3.13%) PingFederate
3 5 (3.13%) Puppet
4 2 (1.25%) Kubernetes
5 1 (0.63%) Consul
5 1 (0.63%) Docker Swarm
5 1 (0.63%) Grafana
5 1 (0.63%) Prometheus
Vendors
1 26 (16.25%) Microsoft
2 17 (10.63%) Oracle
3 12 (7.50%) SAP
3 12 (7.50%) Tableau
4 8 (5.00%) Workday
5 7 (4.38%) Splunk
6 6 (3.75%) Google
7 5 (3.13%) Citrix
7 5 (3.13%) Salesforce.com
8 4 (2.50%) Telerik
8 4 (2.50%) VMware
9 3 (1.88%) Adobe
9 3 (1.88%) MicroStrategy
10 2 (1.25%) Informatica
11 1 (0.63%) Alteryx
11 1 (0.63%) Cloudera
11 1 (0.63%) GUPTA
11 1 (0.63%) Hortonworks