Period
to 18 December 2017

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 18 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
England > South West
6 months to
18 Dec 2017
Same period 2016 Same period 2015
Rank 245 290 289
Rank change year-on-year +45 -1 -12
Permanent jobs citing Data Structures 82 55 61
As % of all permanent IT jobs advertised in the South West 0.80% 0.51% 0.52%
As % of the Miscellaneous category 2.10% 1.34% 1.36%
Number of salaries quoted 57 54 44
South West median annual salary £55,000 £48,750 £39,500
Median salary % change year-on-year +12.82% +23.42% +12.86%
10th Percentile £36,750 £31,000 £18,500
90th Percentile £77,500 £71,250 £68,500
England median annual salary £57,500 £62,500 £57,500
% change year-on-year -8.00% +8.70% +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 3902 4103 4484
As % of all permanent IT jobs advertised in the South West 38.21% 38.13% 38.53%
Number of salaries quoted 3057 3350 3646
South West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £24,250 £25,000 £23,750
90th Percentile £65,000 £66,250 £62,500
England median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +7.78%

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 18 December 2017.

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 18 December 2017. 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 -7 45 £55,000 - 4
Somerset +17 19 £40,000 -20.00%
Dorset -3 8 £75,000 +20.00%
Wiltshire +2 6 - -
Devon +15 2 £40,000 -20.00%
Gloucestershire +18 1 - -
Cornwall - 1 £34,000 -
Data Structures
England

For the 6 months to 18 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the South West region with a requirement for Data Structures.

1 40 (48.78%) Business Intelligence
2 33 (40.24%) Algorithms
3 32 (39.02%) Finance
3 32 (39.02%) Git (software)
4 30 (36.59%) RESTful
5 26 (31.71%) Marketing
5 26 (31.71%) OOP
6 24 (29.27%) SAP
6 24 (29.27%) Manufacturing
6 24 (29.27%) Electronics
6 24 (29.27%) Telecoms
6 24 (29.27%) MVC
6 24 (29.27%) Programme Management
6 24 (29.27%) Digital Marketing
7 23 (28.05%) Objective-C
7 23 (28.05%) Apple Swift
8 22 (26.83%) iOS Development
8 22 (26.83%) Memory Management
8 22 (26.83%) Apple iOS
8 22 (26.83%) GitHub
8 22 (26.83%) Data Modelling
9 20 (24.39%) ETL
9 20 (24.39%) Data Warehouse
9 20 (24.39%) SQL
9 20 (24.39%) Cocoa
9 20 (24.39%) Apple
9 20 (24.39%) Data Analysis
9 20 (24.39%) Data Management
10 19 (23.17%) Microsoft
10 19 (23.17%) Python

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 2 (2.44%) Apache Spark
2 1 (1.22%) SharePoint
Cloud Services
1 22 (26.83%) GitHub
2 12 (14.63%) Amazon AWS
3 8 (9.76%) Google Play
4 6 (7.32%) Microsoft Azure
5 5 (6.10%) Google Cloud Platform
6 1 (1.22%) Office 365
Database & Business Intelligence
1 20 (24.39%) Data Warehouse
2 18 (21.95%) SQL Server Integration Services
3 17 (20.73%) SQL Server
4 16 (19.51%) SQL Server Reporting Services
5 14 (17.07%) QlikView
6 12 (14.63%) Relational Database
6 12 (14.63%) SQL Server 2008
7 10 (12.20%) SQL Server 2014
8 3 (3.66%) Business Intelligence Development Studio
8 3 (3.66%) SSDT
9 2 (2.44%) Apache Hive
9 2 (2.44%) Big Data
9 2 (2.44%) Hadoop
9 2 (2.44%) Pentaho
10 1 (1.22%) IBM InfoSphere
10 1 (1.22%) Microsoft Analysis Services
10 1 (1.22%) MySQL
10 1 (1.22%) NoSQL
10 1 (1.22%) OLAP
10 1 (1.22%) RDBMS
Development Applications
1 32 (39.02%) Git (software)
2 6 (7.32%) Subversion
3 3 (3.66%) JIRA
4 1 (1.22%) IDA Disassembler
4 1 (1.22%) Jenkins
4 1 (1.22%) OllyDbg
4 1 (1.22%) WinDbg
General
1 32 (39.02%) Finance
2 26 (31.71%) Marketing
3 24 (29.27%) Electronics
3 24 (29.27%) Manufacturing
3 24 (29.27%) Telecoms
4 2 (2.44%) Digital Economy
Job Titles
1 55 (67.07%) Developer
2 20 (24.39%) iOS Developer
3 15 (18.29%) Business Intelligence Developer
4 14 (17.07%) Architect
5 13 (15.85%) Data Architect
6 12 (14.63%) SQL BI Developer
6 12 (14.63%) SQL Developer
6 12 (14.63%) SQL Server BI Developer
6 12 (14.63%) SQL Server Developer
7 9 (10.98%) SSRS Developer
8 8 (9.76%) Android Developer
8 8 (9.76%) Data Engineer
9 7 (8.54%) SSIS Developer
10 6 (7.32%) Enterprise Architect
10 6 (7.32%) Enterprise Data Architect
10 6 (7.32%) Java Architect
10 6 (7.32%) Python Developer
10 6 (7.32%) Software Engineer
11 5 (6.10%) Azure Architect
11 5 (6.10%) Web Engineer
Libraries, Frameworks & Software Standards
1 30 (36.59%) RESTful
2 20 (24.39%) Cocoa
3 8 (9.76%) Reactive Extensions
4 7 (8.54%) REST
5 6 (7.32%) Flask
6 3 (3.66%) .NET
6 3 (3.66%) AngularJS
7 2 (2.44%) .NET Framework
7 2 (2.44%) Entity Framework
7 2 (2.44%) Node.js
7 2 (2.44%) React
8 1 (1.22%) CSS
8 1 (1.22%) HTML
8 1 (1.22%) jQuery
8 1 (1.22%) JSON
8 1 (1.22%) React Native
8 1 (1.22%) Redux
8 1 (1.22%) Regular Expression
8 1 (1.22%) SOAP
8 1 (1.22%) Web Services
Miscellaneous
1 33 (40.24%) Algorithms
2 14 (17.07%) Analytical Skills
3 9 (10.98%) Computer Science
4 7 (8.54%) User Experience
5 6 (7.32%) Hybrid Cloud
6 5 (6.10%) iPad
6 5 (6.10%) iPhone
6 5 (6.10%) Replication
6 5 (6.10%) Virtual Team
7 4 (4.88%) Mobile App
8 2 (2.44%) Management Information System
9 1 (1.22%) Blog
9 1 (1.22%) Fintech
9 1 (1.22%) Reference Data
9 1 (1.22%) Renewable Energy
Operating Systems
1 22 (26.83%) Apple iOS
2 8 (9.76%) Android
3 1 (1.22%) Solaris
3 1 (1.22%) Unix
3 1 (1.22%) Windows
Processes & Methodologies
1 40 (48.78%) Business Intelligence
2 26 (31.71%) OOP
3 24 (29.27%) Digital Marketing
3 24 (29.27%) MVC
3 24 (29.27%) Programme Management
4 22 (26.83%) Data Modelling
4 22 (26.83%) iOS Development
4 22 (26.83%) Memory Management
5 20 (24.39%) Data Analysis
5 20 (24.39%) Data Management
5 20 (24.39%) ETL
6 16 (19.51%) Multithreading
7 15 (18.29%) Stakeholder Management
8 14 (17.07%) Agile Software Development
9 12 (14.63%) Data Architecture
9 12 (14.63%) Data Security
10 9 (10.98%) Master Data Management
11 8 (9.76%) Android Development
11 8 (9.76%) Multithreaded Programming
11 8 (9.76%) MVVM
Programming Languages
1 23 (28.05%) Apple Swift
1 23 (28.05%) Objective-C
2 20 (24.39%) SQL
3 19 (23.17%) Python
4 18 (21.95%) Java
5 12 (14.63%) C#
6 10 (12.20%) T-SQL
7 8 (9.76%) Kotlin
8 7 (8.54%) C++
9 5 (6.10%) JavaScript
9 5 (6.10%) Perl
10 2 (2.44%) R
11 1 (1.22%) C
11 1 (1.22%) PHP
11 1 (1.22%) Scala
Qualifications
1 9 (10.98%) Degree
2 6 (7.32%) Computer Science Degree
Quality Assurance & Compliance
1 9 (10.98%) Data Quality
2 7 (8.54%) GDPR
3 5 (6.10%) GCP
4 1 (1.22%) QA
System Software
1 1 (1.22%) Snort
Vendors
1 24 (29.27%) SAP
2 20 (24.39%) Apple
3 19 (23.17%) Microsoft
4 5 (6.10%) Google
5 3 (3.66%) Informatica
6 2 (2.44%) Tableau
7 1 (1.22%) IBM
7 1 (1.22%) NetApp
7 1 (1.22%) Oracle
7 1 (1.22%) VMware