Period
to 17 July 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the South West. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 17 July 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > South West
6 months to
17 Jul 2018
Same period 2017 Same period 2016
Rank 263 283 302
Rank change year-on-year +20 +19 -13
Permanent jobs citing Data Structures 75 61 52
As % of all permanent IT jobs advertised in the South West 0.69% 0.58% 0.47%
As % of the Miscellaneous category 1.66% 1.46% 1.13%
Number of salaries quoted 63 37 43
South West median annual salary £40,000 £50,000 £45,000
Median salary % change year-on-year -20.00% +11.11% +18.42%
10th Percentile £21,500 £25,950 £28,250
90th Percentile £67,500 £62,500 £75,000
England median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% +4.55%

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 West with a requirement for generic IT skills.

All Generic IT Skills
South West
Permanent vacancies with a requirement for generic IT skills 4,525 4,170 4,604
As % of all permanent IT jobs advertised in the South West 41.59% 39.80% 41.27%
Number of salaries quoted 3,506 3,338 3,706
South West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +5.26%
10th Percentile £25,000 £23,750 £24,000
90th Percentile £65,000 £62,500 £66,250
England median annual salary £52,050 £50,000 £50,000
% change year-on-year +4.10% - +5.26%

Data Structures
Job Vacancy Trend in the South West

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

Job vacancy trend for Data Structures in the South West

Data Structures
Salary Trend in the South West

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

Salary trend for Data Structures in the South West

Data Structures
Salary Histogram in the South West

The salary distribution of IT jobs citing Data Structures in the South West over the 6 months to 17 July 2018.

Salary histogram for Data Structures in the South West

Data Structures
Job Locations in the South West

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 West region over the 6 months to 17 July 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
Bristol +9 44 £42,500 -22.73% 7
Somerset +25 12 £23,750 -47.22%
Cornwall +1 8 £34,000 +58.14% 7
Gloucestershire - 5 £78,000 - 1
Devon +13 3 £29,500 +7.27% 5
Dorset - 2 £33,000 - 1
Wiltshire -12 1 - -
Data Structures
England

For the 6 months to 17 July 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 West region with a requirement for Data Structures.

1 43 (57.33%) Algorithms
2 33 (44.00%) SQL
3 31 (41.33%) JavaScript
3 31 (41.33%) C#
3 31 (41.33%) OO
3 31 (41.33%) Git (software)
4 30 (40.00%) Computer Science
5 27 (36.00%) Software Engineering
5 27 (36.00%) Java
6 26 (34.67%) C++
6 26 (34.67%) Degree
7 24 (32.00%) Agile Software Development
8 20 (26.67%) SQL Server
8 20 (26.67%) AngularJS
9 18 (24.00%) NoSQL
9 18 (24.00%) Mercurial
9 18 (24.00%) Continuous Integration
9 18 (24.00%) Subversion
10 17 (22.67%) Mathematics
10 17 (22.67%) Problem-Solving
11 16 (21.33%) HTML
11 16 (21.33%) PHP
12 15 (20.00%) Python
12 15 (20.00%) CSS
13 14 (18.67%) Linux
13 14 (18.67%) React
13 14 (18.67%) User Experience
13 14 (18.67%) Analytical Skills
14 13 (17.33%) Test Automation
14 13 (17.33%) nginx

Data Structures
Co-occurring IT Skills in the South West 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 13 (17.33%) Apache
1 13 (17.33%) nginx
2 3 (4.00%) Confluence
3 1 (1.33%) Apache Solr
Applications
1 7 (9.33%) Microsoft Excel
2 5 (6.67%) Microsoft Office
Business Applications
1 2 (2.67%) Dynamics CRM
Cloud Services
1 4 (5.33%) Cloud Computing
2 2 (2.67%) Google Play
Communications & Networking
1 1 (1.33%) SMS
Database & Business Intelligence
1 20 (26.67%) SQL Server
2 18 (24.00%) NoSQL
3 10 (13.33%) MySQL
4 6 (8.00%) Electronic Patient Records
5 4 (5.33%) Data Warehouse
5 4 (5.33%) MS Access
6 3 (4.00%) Big Data
7 2 (2.67%) Data Mining
7 2 (2.67%) Power BI
7 2 (2.67%) SQL Server Integration Services
8 1 (1.33%) Cognos Analysis Studio
8 1 (1.33%) Cognos Framework Manager
8 1 (1.33%) Cognos Report Studio
8 1 (1.33%) OLAP
8 1 (1.33%) PostgreSQL
8 1 (1.33%) QlikView
8 1 (1.33%) Redis
8 1 (1.33%) SQL Server 2008
8 1 (1.33%) SQL Server 2014
8 1 (1.33%) SQL Server Reporting Services
Development Applications
1 31 (41.33%) Git (software)
2 18 (24.00%) Mercurial
2 18 (24.00%) Subversion
3 12 (16.00%) JIRA
4 6 (8.00%) Jenkins
5 2 (2.67%) Bitbucket
6 1 (1.33%) ERwin
6 1 (1.33%) GoCD
General
1 6 (8.00%) Games
2 4 (5.33%) Finance
3 3 (4.00%) Marketing
3 3 (4.00%) Telecoms
4 1 (1.33%) Electronics
4 1 (1.33%) Manufacturing
4 1 (1.33%) Retail
Job Titles
1 42 (56.00%) Developer
2 13 (17.33%) Software Developer
3 11 (14.67%) UI Developer
4 7 (9.33%) Analyst
4 7 (9.33%) Java Developer
5 6 (8.00%) Graduate
5 6 (8.00%) Graduate Developer
5 6 (8.00%) Graduate Software Developer
6 5 (6.67%) Data Analyst
6 5 (6.67%) Software Engineer
6 5 (6.67%) Software Tester
6 5 (6.67%) Tester
7 4 (5.33%) Analyst Developer
7 4 (5.33%) Architect
7 4 (5.33%) C++ Software Engineer
7 4 (5.33%) Data Architect
7 4 (5.33%) Developer Analyst
7 4 (5.33%) Junior
7 4 (5.33%) Junior Developer
7 4 (5.33%) Senior Developer
Libraries, Frameworks & Software Standards
1 20 (26.67%) AngularJS
2 16 (21.33%) HTML
3 15 (20.00%) CSS
4 14 (18.67%) React
5 13 (17.33%) HTML5
5 13 (17.33%) Node.js
6 12 (16.00%) .NET
6 12 (16.00%) CSS3
7 11 (14.67%) Backbone.js
7 11 (14.67%) Ember.js
7 11 (14.67%) KnockoutJS
8 7 (9.33%) JSON
8 7 (9.33%) Qt
8 7 (9.33%) XML
9 6 (8.00%) ASP.NET
10 5 (6.67%) jQuery
11 4 (5.33%) Ajax
11 4 (5.33%) Direct3D
11 4 (5.33%) MFC
11 4 (5.33%) OpenGL
Miscellaneous
1 43 (57.33%) Algorithms
2 30 (40.00%) Computer Science
3 14 (18.67%) Analytical Skills
3 14 (18.67%) User Experience
4 11 (14.67%) Greenfield Project
5 4 (5.33%) Data Centre
6 2 (2.67%) Digital Media
6 2 (2.67%) Mobile Computing
7 1 (1.33%) Management Information System
Operating Systems
1 14 (18.67%) Linux
2 9 (12.00%) Android
3 7 (9.33%) Apple iOS
4 5 (6.67%) Unix
4 5 (6.67%) Windows
Processes & Methodologies
1 31 (41.33%) OO
2 27 (36.00%) Software Engineering
3 24 (32.00%) Agile Software Development
4 18 (24.00%) Continuous Integration
5 17 (22.67%) Mathematics
5 17 (22.67%) Problem-Solving
6 13 (17.33%) Test Automation
7 12 (16.00%) BDD
7 12 (16.00%) Decision-Making
7 12 (16.00%) Responsive Web Design
7 12 (16.00%) Web Design
8 11 (14.67%) TDD
8 11 (14.67%) UX Design
9 9 (12.00%) Artificial Intelligence
9 9 (12.00%) Data Modelling
9 9 (12.00%) MVC
9 9 (12.00%) Web Development
10 8 (10.67%) Machine Learning
10 8 (10.67%) Performance Engineering
10 8 (10.67%) SDLC
Programming Languages
1 33 (44.00%) SQL
2 31 (41.33%) C#
2 31 (41.33%) JavaScript
3 27 (36.00%) Java
4 26 (34.67%) C++
5 16 (21.33%) PHP
6 15 (20.00%) Python
7 7 (9.33%) Apple Swift
8 5 (6.67%) C
9 3 (4.00%) Kotlin
10 2 (2.67%) Scala
11 1 (1.33%) PHP 5
11 1 (1.33%) T-SQL
Qualifications
1 26 (34.67%) Degree
2 11 (14.67%) Computer Science Degree
Quality Assurance & Compliance
1 4 (5.33%) GDPR
2 1 (1.33%) Data Quality
2 1 (1.33%) QA
System Software
1 1 (1.33%) Docker
1 1 (1.33%) KVM
1 1 (1.33%) VMware Infrastructure
Systems Management
1 1 (1.33%) Ansible
1 1 (1.33%) Kibana
1 1 (1.33%) Kubernetes
1 1 (1.33%) Nagios
1 1 (1.33%) Opscode Chef
1 1 (1.33%) Puppet
1 1 (1.33%) Terraform
Vendors
1 13 (17.33%) Microsoft
2 4 (5.33%) ServiceNow
3 3 (4.00%) Oracle
3 3 (4.00%) Sencha
4 2 (2.67%) Google
5 1 (1.33%) Civica
5 1 (1.33%) Cognos
5 1 (1.33%) IBM
5 1 (1.33%) SAP
5 1 (1.33%) VMware