Period
to 25 May 2020

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 25 May 2020 with a comparison to the same period over the previous 2 years.

Data Structures
England > South West
6 months to
25 May 2020
Same period 2019 Same period 2018
Rank 216 261 291
Rank change year-on-year +45 +30 +9
Permanent jobs citing Data Structures 40 60 57
As % of all permanent jobs advertised in the South West 0.68% 0.61% 0.53%
As % of the Miscellaneous category 1.86% 1.71% 1.43%
Number of salaries quoted 30 35 53
Median annual salary £46,250 £42,000 £52,500
Median salary % change year-on-year +10.12% -20.00% +5.00%
10th Percentile £34,875 £32,500 £23,750
90th Percentile £75,000 £52,500 £67,500
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% -

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 2,151 3,510 3,978
As % of all permanent IT jobs advertised in the South West 36.51% 35.74% 36.88%
Number of salaries quoted 1,668 2,621 3,038
Median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £25,500 £27,125 £25,000
90th Percentile £72,500 £67,037 £65,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Data Structures
Job Vacancy Trend in the South West

Job postings citing Data Structures as a proportion 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

3-month moving average salary quoted in 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

Salary distribution for jobs citing Data Structures in the South West over the 6 months to 25 May 2020.

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 25 May 2020. 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 +58 21 £52,500 +10.53% 7
Wiltshire - 12 £62,302 -
Devon +15 6 £40,000 - 3
Cornwall +11 1 £45,000 +38.46%
Data Structures
England

For the 6 months to 25 May 2020, 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 23 (57.50%) Algorithms
2 21 (52.50%) Python
3 20 (50.00%) Agile Software Development
4 17 (42.50%) OO
4 17 (42.50%) Java
5 15 (37.50%) C++
6 14 (35.00%) SQL
6 14 (35.00%) TDD
6 14 (35.00%) SDLC
7 13 (32.50%) C#
7 13 (32.50%) OOD
7 13 (32.50%) JIRA
8 12 (30.00%) JavaScript
9 11 (27.50%) Data Modelling
10 10 (25.00%) Software Engineering
11 9 (22.50%) Data Architecture
11 9 (22.50%) .NET
11 9 (22.50%) Analytical Skills
12 8 (20.00%) Problem-Solving
12 8 (20.00%) Data Science
12 8 (20.00%) MVC
12 8 (20.00%) Finance
12 8 (20.00%) Degree
12 8 (20.00%) Computer Science
12 8 (20.00%) Logical Data Model
13 7 (17.50%) DevOps
13 7 (17.50%) Metadata Management
13 7 (17.50%) Machine Learning
13 7 (17.50%) Taxonomies
13 7 (17.50%) Reverse Engineering

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 1 (2.50%) Pachyderm
Applications
1 1 (2.50%) Microsoft Project
Cloud Services
1 6 (15.00%) Azure
1 6 (15.00%) Slack
2 4 (10.00%) Power Platform
Communications & Networking
1 6 (15.00%) MQTT
2 1 (2.50%) Internet
Database & Business Intelligence
1 6 (15.00%) Big Data
1 6 (15.00%) MySQL
2 5 (12.50%) SQL Server Integration Services
2 5 (12.50%) SQL Server Reporting Services
3 4 (10.00%) Data Warehouse
3 4 (10.00%) Power BI
3 4 (10.00%) SQL Server Analysis Services
4 2 (5.00%) Relational Database
5 1 (2.50%) NoSQL
5 1 (2.50%) QlikView
5 1 (2.50%) SQL Server
Development Applications
1 13 (32.50%) JIRA
2 7 (17.50%) Team Foundation Server
3 6 (15.00%) Visual Studio Team System
4 1 (2.50%) Octopus Deploy
General
1 8 (20.00%) Finance
2 4 (10.00%) Law
3 2 (5.00%) Aerospace
4 1 (2.50%) Brand Awareness
4 1 (2.50%) Legal
Job Titles
1 12 (30.00%) Software Engineer
2 10 (25.00%) Developer
3 8 (20.00%) Architect
3 8 (20.00%) Data Architect
4 6 (15.00%) Software Developer
5 4 (10.00%) Analyst
5 4 (10.00%) Data Analyst
5 4 (10.00%) Data Warehouse Analyst
5 4 (10.00%) Data Warehouse Test Analyst
5 4 (10.00%) Development Engineer
5 4 (10.00%) Software Development Engineer
5 4 (10.00%) Test Analyst
6 3 (7.50%) .NET Developer
6 3 (7.50%) Data Engineer
7 2 (5.00%) ASP.NET Developer
7 2 (5.00%) C++ Software Engineer
7 2 (5.00%) Senior C++ Software Engineer
7 2 (5.00%) Senior Software Engineer
8 1 (2.50%) Software Team Leader
8 1 (2.50%) TOGAF Architect
Libraries, Frameworks & Software Standards
1 9 (22.50%) .NET
2 6 (15.00%) HTML
2 6 (15.00%) HTML5
2 6 (15.00%) jQuery
2 6 (15.00%) Kafka
2 6 (15.00%) Node.js
2 6 (15.00%) RabbitMQ
2 6 (15.00%) RESTful
2 6 (15.00%) Web Services
3 4 (10.00%) Qt
4 3 (7.50%) Boost C++ Libraries
5 2 (5.00%) ASP.NET
5 2 (5.00%) ASP.NET MVC
6 1 (2.50%) NumPy
6 1 (2.50%) Pandas
6 1 (2.50%) scikit-learn
6 1 (2.50%) TensorFlow
Miscellaneous
1 23 (57.50%) Algorithms
2 9 (22.50%) Analytical Skills
3 7 (17.50%) Management Information System
3 7 (17.50%) Taxonomies
4 6 (15.00%) User Experience
5 1 (2.50%) Mobile App
5 1 (2.50%) Smartphone
Operating Systems
1 6 (15.00%) Linux
2 4 (10.00%) Windows
Processes & Methodologies
1 20 (50.00%) Agile Software Development
2 17 (42.50%) OO
3 14 (35.00%) SDLC
3 14 (35.00%) TDD
4 13 (32.50%) OOD
5 11 (27.50%) Data Modelling
6 10 (25.00%) Software Engineering
7 9 (22.50%) Data Architecture
8 8 (20.00%) Computer Science
8 8 (20.00%) Data Science
8 8 (20.00%) Logical Data Model
8 8 (20.00%) MVC
8 8 (20.00%) Problem-Solving
9 7 (17.50%) Conceptual Models
9 7 (17.50%) Data Analysis
9 7 (17.50%) DevOps
9 7 (17.50%) Machine Learning
9 7 (17.50%) Metadata Management
9 7 (17.50%) Reverse Engineering
10 6 (15.00%) Time Management
Programming Languages
1 21 (52.50%) Python
2 17 (42.50%) Java
3 15 (37.50%) C++
4 14 (35.00%) SQL
5 13 (32.50%) C#
6 12 (30.00%) JavaScript
7 6 (15.00%) Go
7 6 (15.00%) PHP
7 6 (15.00%) PHP 7
8 2 (5.00%) C
9 1 (2.50%) R
9 1 (2.50%) VB.NET
Qualifications
1 8 (20.00%) Degree
2 2 (5.00%) Computer Science Degree
2 2 (5.00%) Security Cleared
3 1 (2.50%) DV Cleared
3 1 (2.50%) Numerate Degree
3 1 (2.50%) SC Cleared
Quality Assurance & Compliance
1 6 (15.00%) QA
2 1 (2.50%) Data Quality
System Software
1 1 (2.50%) Docker
1 1 (2.50%) Firmware
Systems Management
1 1 (2.50%) Kubernetes
Vendors
1 5 (12.50%) Microsoft