Period
to 21 July 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Bristol. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 21 July 2018 with a comparison to the same period over the previous 2 years.

Data Structures
South West > Bristol
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 154 167 155
Rank change year-on-year +13 -12 +16
Permanent jobs citing Data Structures 46 34 28
As % of all permanent IT jobs advertised in Bristol 1.18% 0.88% 0.80%
As % of the Miscellaneous category 2.84% 2.17% 1.69%
Number of salaries quoted 37 30 24
Bristol median annual salary £42,500 £55,000 £39,000
Median salary % change year-on-year -22.73% +41.03% +4.00%
10th Percentile £36,250 £41,000 £26,250
90th Percentile £63,000 £62,500 £75,125
South West median annual salary £42,500 £50,000 £45,000
% change year-on-year -15.00% +11.11% +18.42%

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 Bristol with a requirement for generic IT skills.

All Generic IT Skills
Bristol
Permanent vacancies with a requirement for generic IT skills 1,618 1,569 1,658
As % of all permanent IT jobs advertised in Bristol 41.47% 40.71% 47.29%
Number of salaries quoted 1,266 1,248 1,420
Bristol median annual salary £45,000 £42,500 £40,250
Median salary % change year-on-year +5.88% +5.59% +0.63%
10th Percentile £25,688 £25,350 £23,975
90th Percentile £67,500 £66,250 £68,750
South West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +6.67%

Data Structures
Job Vacancy Trend in Bristol

Job postings citing Data Structures as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for Data Structures in Bristol

Data Structures
Salary Trend in Bristol

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

Salary trend for Data Structures in Bristol

Data Structures
Salary Histogram in Bristol

The salary distribution of IT jobs citing Data Structures in Bristol over the 6 months to 21 July 2018.

Salary histogram for Data Structures in Bristol

For the 6 months to 21 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 Bristol region with a requirement for Data Structures.

1 36 (78.26%) Algorithms
2 23 (50.00%) SQL
3 22 (47.83%) OO
3 22 (47.83%) Computer Science
3 22 (47.83%) Git (software)
4 21 (45.65%) Java
5 20 (43.48%) Degree
5 20 (43.48%) Software Engineering
6 19 (41.30%) Subversion
6 19 (41.30%) Mercurial
6 19 (41.30%) NoSQL
7 18 (39.13%) AngularJS
7 18 (39.13%) Continuous Integration
7 18 (39.13%) JavaScript
7 18 (39.13%) C#
8 15 (32.61%) Agile Software Development
8 15 (32.61%) React
9 14 (30.43%) Node.js
10 13 (28.26%) CSS3
10 13 (28.26%) HTML5
10 13 (28.26%) Mathematics
10 13 (28.26%) BDD
10 13 (28.26%) Responsive Web Design
10 13 (28.26%) Web Design
10 13 (28.26%) nginx
10 13 (28.26%) C++
10 13 (28.26%) HTML
10 13 (28.26%) PHP
10 13 (28.26%) Apache
10 13 (28.26%) Python

Data Structures
Co-occurring IT Skills in Bristol 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 (28.26%) Apache
1 13 (28.26%) nginx
Applications
1 2 (4.35%) Microsoft Excel
Business Applications
1 2 (4.35%) Dynamics CRM
Cloud Services
1 2 (4.35%) Google Play
Database & Business Intelligence
1 19 (41.30%) NoSQL
2 3 (6.52%) SQL Server
3 2 (4.35%) Power BI
Development Applications
1 22 (47.83%) Git (software)
2 19 (41.30%) Mercurial
2 19 (41.30%) Subversion
3 3 (6.52%) JIRA
4 2 (4.35%) Bitbucket
General
1 2 (4.35%) Marketing
1 2 (4.35%) Telecoms
Job Titles
1 27 (58.70%) Developer
2 12 (26.09%) UI Developer
3 6 (13.04%) Java Developer
3 6 (13.04%) Software Engineer
4 5 (10.87%) C++ Software Engineer
5 3 (6.52%) .NET Developer
5 3 (6.52%) Full Stack Developer
6 2 (4.35%) Android Engineer
6 2 (4.35%) Business Intelligence Developer
6 2 (4.35%) C# Developer
6 2 (4.35%) C# Software Developer
6 2 (4.35%) CRM Developer
6 2 (4.35%) Lead C# Developer
6 2 (4.35%) Lead Developer
6 2 (4.35%) Lead Software Developer
6 2 (4.35%) Project Manager
6 2 (4.35%) Senior Developer
6 2 (4.35%) Software Developer
7 1 (2.17%) Analyst
7 1 (2.17%) Support Analyst
Libraries, Frameworks & Software Standards
1 18 (39.13%) AngularJS
2 15 (32.61%) React
3 14 (30.43%) Node.js
4 13 (28.26%) CSS
4 13 (28.26%) CSS3
4 13 (28.26%) HTML
4 13 (28.26%) HTML5
5 12 (26.09%) Backbone.js
5 12 (26.09%) Ember.js
5 12 (26.09%) KnockoutJS
6 5 (10.87%) Direct3D
6 5 (10.87%) MFC
6 5 (10.87%) OpenGL
6 5 (10.87%) Qt
7 3 (6.52%) .NET
7 3 (6.52%) .NET Framework
7 3 (6.52%) Entity Framework
8 1 (2.17%) Cocoa
8 1 (2.17%) Reactive Extensions
8 1 (2.17%) RESTful
Miscellaneous
1 36 (78.26%) Algorithms
2 22 (47.83%) Computer Science
3 12 (26.09%) Greenfield Project
3 12 (26.09%) User Experience
4 2 (4.35%) Analytical Skills
4 2 (4.35%) Digital Media
4 2 (4.35%) Mobile Computing
Operating Systems
1 8 (17.39%) Linux
2 3 (6.52%) Android
3 1 (2.17%) Apple iOS
3 1 (2.17%) Windows
Processes & Methodologies
1 22 (47.83%) OO
2 20 (43.48%) Software Engineering
3 18 (39.13%) Continuous Integration
4 15 (32.61%) Agile Software Development
5 13 (28.26%) BDD
5 13 (28.26%) Mathematics
5 13 (28.26%) Responsive Web Design
5 13 (28.26%) Web Design
6 12 (26.09%) TDD
6 12 (26.09%) UX Design
7 9 (19.57%) Artificial Intelligence
8 8 (17.39%) Machine Learning
8 8 (17.39%) Performance Engineering
9 6 (13.04%) Decision-Making
9 6 (13.04%) Test Automation
10 5 (10.87%) Data Modelling
10 5 (10.87%) MVC
10 5 (10.87%) SDLC
11 4 (8.70%) DevOps
12 3 (6.52%) Android Development
Programming Languages
1 23 (50.00%) SQL
2 21 (45.65%) Java
3 18 (39.13%) C#
3 18 (39.13%) JavaScript
4 13 (28.26%) C++
4 13 (28.26%) PHP
4 13 (28.26%) Python
5 3 (6.52%) Kotlin
6 2 (4.35%) C
6 2 (4.35%) Scala
7 1 (2.17%) Apple Swift
Qualifications
1 20 (43.48%) Degree
2 12 (26.09%) Computer Science Degree
Quality Assurance & Compliance
1 2 (4.35%) Data Quality
Vendors
1 5 (10.87%) Microsoft
2 2 (4.35%) Google
3 1 (2.17%) Oracle