Period
to 18 September 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 18 September 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > South East
6 months to
18 Sep 2018
Same period 2017 Same period 2016
Rank 406 402 508
Rank change year-on-year -4 +106 -129
Permanent jobs citing Data Structures 127 138 104
As % of all permanent IT jobs advertised in the South East 0.43% 0.48% 0.29%
As % of the Miscellaneous category 1.08% 1.21% 0.71%
Number of salaries quoted 98 113 79
South East median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -5.26%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £75,625 £74,750 £60,000
England median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% +4.35%

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 11,808 11,406 14,560
As % of all permanent IT jobs advertised in the South East 39.87% 39.40% 40.70%
Number of salaries quoted 9,579 9,349 12,018
South East median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.76%
10th Percentile £26,250 £26,000 £26,250
90th Percentile £71,250 £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 18 September 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 18 September 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 -23 53 £60,000 +26.32% 12
Surrey +26 30 £34,250 -31.50% 3
Oxfordshire +27 25 £63,000 +5.00% 8
Berkshire -27 21 £60,000 +4.35% 4
Hampshire -14 20 £51,250 +51.35% 2
West Sussex +7 19 £30,000 -40.00%
Buckinghamshire -4 7 £40,500 +14.55%
East Sussex -19 4 - - 1
Kent +9 1 - - 2
Data Structures
England

For the 6 months to 18 September 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 53 (41.73%) SQL
2 50 (39.37%) Algorithms
3 48 (37.80%) Python
4 33 (25.98%) Java
5 31 (24.41%) Problem-Solving
6 30 (23.62%) Agile Software Development
6 30 (23.62%) Computer Science
7 28 (22.05%) JavaScript
8 26 (20.47%) Machine Learning
9 23 (18.11%) Continuous Improvement
10 22 (17.32%) Software Engineering
11 21 (16.54%) Degree
11 21 (16.54%) Data Science
12 20 (15.75%) Data Analysis
12 20 (15.75%) Microsoft
13 19 (14.96%) Business Intelligence
13 19 (14.96%) Management Information System
13 19 (14.96%) Git (software)
14 18 (14.17%) R
14 18 (14.17%) OOP
15 17 (13.39%) OO
15 17 (13.39%) CSS
15 17 (13.39%) Data Warehouse
15 17 (13.39%) Decision-Making
15 17 (13.39%) Analytical Skills
15 17 (13.39%) Relational Database
16 16 (12.60%) Apache Spark
16 16 (12.60%) Analytics
16 16 (12.60%) Predictive Modelling
16 16 (12.60%) Hadoop

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 16 (12.60%) Apache Spark
2 5 (3.94%) Elasticsearch
3 2 (1.57%) CICS
3 2 (1.57%) SAS
3 2 (1.57%) Tomcat
4 1 (0.79%) Apache
4 1 (0.79%) Ethereum
4 1 (0.79%) Jetty
4 1 (0.79%) SharePoint
4 1 (0.79%) Sitefinity
Applications
1 4 (3.15%) Microsoft Excel
2 2 (1.57%) Microsoft PowerPoint
3 1 (0.79%) Microsoft Office
3 1 (0.79%) MS Visio
Business Applications
1 5 (3.94%) Salesforce.com CRM
1 5 (3.94%) SAP CO
1 5 (3.94%) SAP FI
1 5 (3.94%) SAP FI/CO
2 1 (0.79%) Distributed Ledger
Cloud Services
1 12 (9.45%) Microsoft Azure
2 7 (5.51%) Amazon AWS
3 5 (3.94%) Azure Active Directory
4 2 (1.57%) Adobe Analytics
4 2 (1.57%) Cloud Computing
4 2 (1.57%) Google Analytics
5 1 (0.79%) GitHub
5 1 (0.79%) IaaS
5 1 (0.79%) Serverless
Communications & Networking
1 4 (3.15%) HTTP
2 1 (0.79%) DNS
2 1 (0.79%) IPFS
2 1 (0.79%) TCP/IP
Database & Business Intelligence
1 17 (13.39%) Data Warehouse
1 17 (13.39%) Relational Database
2 16 (12.60%) Hadoop
3 13 (10.24%) MongoDB
4 12 (9.45%) NoSQL
5 10 (7.87%) Big Data
5 10 (7.87%) BusinessObjects
6 9 (7.09%) Power BI
7 8 (6.30%) Blockchain
7 8 (6.30%) SQL Server
8 7 (5.51%) Apache Cassandra
8 7 (5.51%) Apache Hive
8 7 (5.51%) GIS
8 7 (5.51%) RDBMS
8 7 (5.51%) SQL Server Analysis Services
9 5 (3.94%) Amazon DynamoDB
9 5 (3.94%) BusinessObjects Business Intelligence
9 5 (3.94%) BusinessObjects Web Intelligence
9 5 (3.94%) MariaDB
9 5 (3.94%) SQL Server Integration Services
Development Applications
1 19 (14.96%) Git (software)
2 11 (8.66%) Jenkins
3 9 (7.09%) Maven
4 5 (3.94%) Subversion
5 3 (2.36%) JIRA
5 3 (2.36%) Selenium
6 2 (1.57%) Gradle
6 2 (1.57%) JUnit
7 1 (0.79%) Eclipse
7 1 (0.79%) IntelliJ
7 1 (0.79%) Mockito
7 1 (0.79%) Travis CI
General
1 15 (11.81%) Finance
2 11 (8.66%) Retail
3 4 (3.15%) Legal
4 2 (1.57%) Marketing
5 1 (0.79%) Advertising
5 1 (0.79%) Banking
5 1 (0.79%) Pharmaceutical
Job Titles
1 36 (28.35%) Developer
2 22 (17.32%) Analyst
3 16 (12.60%) Data Scientist
3 16 (12.60%) Software Engineer
4 9 (7.09%) JavaScript Engineer
4 9 (7.09%) Machine Learning Engineer
5 8 (6.30%) Applications Engineer
5 8 (6.30%) Business Intelligence Developer
6 7 (5.51%) Business Analyst
6 7 (5.51%) Data Manager
6 7 (5.51%) Java Developer
6 7 (5.51%) Software Developer
7 6 (4.72%) Architecture Manager
7 6 (4.72%) Developer/Software Engineer
7 6 (4.72%) GIS Analyst
7 6 (4.72%) Information Manager
7 6 (4.72%) IT Manager
7 6 (4.72%) Senior Developer
8 5 (3.94%) iOS Software Engineer
8 5 (3.94%) Report Specialist
Libraries, Frameworks & Software Standards
1 17 (13.39%) CSS
2 16 (12.60%) JSON
3 15 (11.81%) RESTful
4 14 (11.02%) AngularJS
5 12 (9.45%) React
5 12 (9.45%) Web Services
6 11 (8.66%) Sass
7 10 (7.87%) Elastic Stack
8 9 (7.09%) CNTK
8 9 (7.09%) HTML
8 9 (7.09%) MXNet
8 9 (7.09%) TensorFlow
9 7 (5.51%) Immutable.js
9 7 (5.51%) Kafka
9 7 (5.51%) LESS
9 7 (5.51%) React Native
9 7 (5.51%) Spring
9 7 (5.51%) Torch
10 5 (3.94%) jQuery
10 5 (3.94%) XML
Miscellaneous
1 50 (39.37%) Algorithms
2 30 (23.62%) Computer Science
3 19 (14.96%) Management Information System
4 17 (13.39%) Analytical Skills
5 6 (4.72%) Fintech
6 5 (3.94%) Public Cloud
7 4 (3.15%) e-Learning
7 4 (3.15%) SCORM
7 4 (3.15%) User Experience
8 2 (1.57%) Derivative
8 2 (1.57%) Driving Licence
8 2 (1.57%) Mainframe
8 2 (1.57%) Market Risk
8 2 (1.57%) Mobile App
8 2 (1.57%) Self-Motivation
9 1 (0.79%) Bitcoin
9 1 (0.79%) Blog
9 1 (0.79%) Enterprise Software
9 1 (0.79%) Greenfield Project
9 1 (0.79%) Taxonomies
Operating Systems
1 15 (11.81%) Android
1 15 (11.81%) Apple iOS
2 7 (5.51%) Linux
3 4 (3.15%) Unix
4 3 (2.36%) Windows
Processes & Methodologies
1 31 (24.41%) Problem-Solving
2 30 (23.62%) Agile Software Development
3 26 (20.47%) Machine Learning
4 23 (18.11%) Continuous Improvement
5 22 (17.32%) Software Engineering
6 21 (16.54%) Data Science
7 20 (15.75%) Data Analysis
8 19 (14.96%) Business Intelligence
9 18 (14.17%) OOP
10 17 (13.39%) Decision-Making
10 17 (13.39%) OO
11 16 (12.60%) Analytics
11 16 (12.60%) Predictive Modelling
12 15 (11.81%) CRM
13 13 (10.24%) Data Management
14 12 (9.45%) Data Modelling
15 11 (8.66%) Data Architecture
15 11 (8.66%) Data Integration
15 11 (8.66%) Mentoring
15 11 (8.66%) TOGAF
Programming Languages
1 53 (41.73%) SQL
2 48 (37.80%) Python
3 33 (25.98%) Java
4 28 (22.05%) JavaScript
5 18 (14.17%) R
6 15 (11.81%) C#
6 15 (11.81%) C++
7 11 (8.66%) C
8 9 (7.09%) HiveQL
8 9 (7.09%) Scala
9 7 (5.51%) Julia
9 7 (5.51%) MATLAB
9 7 (5.51%) PL/SQL
10 5 (3.94%) ABAP
10 5 (3.94%) Kotlin
10 5 (3.94%) PowerShell
10 5 (3.94%) Ruby
11 4 (3.15%) Apple Swift
11 4 (3.15%) Java 8
11 4 (3.15%) Objective-C
Qualifications
1 21 (16.54%) Degree
2 9 (7.09%) PhD
3 6 (4.72%) ISEB
4 5 (3.94%) Computer Science Degree
5 2 (1.57%) Master's Degree
5 2 (1.57%) Numerate Degree
6 1 (0.79%) CISA
6 1 (0.79%) CISM
6 1 (0.79%) CISSP
6 1 (0.79%) SC Cleared
6 1 (0.79%) Security Cleared
6 1 (0.79%) TOGAF Certification
Quality Assurance & Compliance
1 8 (6.30%) QA
2 5 (3.94%) Data Quality
3 1 (0.79%) GDPR
System Software
1 9 (7.09%) HDFS
2 5 (3.94%) Active Directory
2 5 (3.94%) Docker
Systems Management
1 10 (7.87%) Terraform
2 6 (4.72%) Ansible
2 6 (4.72%) Opscode Chef
2 6 (4.72%) Puppet
3 5 (3.94%) Graylog
3 5 (3.94%) PingFederate
4 4 (3.15%) Packer
5 1 (0.79%) Consul
5 1 (0.79%) Docker Swarm
5 1 (0.79%) Kubernetes
Vendors
1 20 (15.75%) Microsoft
2 14 (11.02%) Oracle
3 7 (5.51%) Tableau
4 5 (3.94%) Salesforce.com
4 5 (3.94%) SAP
4 5 (3.94%) Splunk
4 5 (3.94%) Workday
5 4 (3.15%) Xamarin
6 3 (2.36%) Citrix
6 3 (2.36%) Google
7 2 (1.57%) Adobe
7 2 (1.57%) Informatica
7 2 (1.57%) MicroStrategy
8 1 (0.79%) Infoflex
8 1 (0.79%) Talend