Period
to 15 October 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the North of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 15 October 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > North of England
6 months to
15 Oct 2019
Same period 2018 Same period 2017
Rank 354 340 284
Rank change year-on-year -14 -56 +98
Permanent jobs citing Data Structures 99 128 222
As % of all permanent IT jobs advertised in the North of England 0.54% 0.60% 0.95%
As % of the Miscellaneous category 1.44% 1.65% 2.67%
Number of salaries quoted 76 97 209
North of England median annual salary £65,000 £47,500 £55,000
Median salary % change year-on-year +36.84% -13.64% -
10th Percentile £36,250 £31,400 £27,500
90th Percentile £70,000 £63,750 £66,250
England median annual salary £65,000 £62,500 £55,000
% change year-on-year +4.00% +13.64% -8.33%

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 North of England with a requirement for generic IT skills.

All Generic IT Skills
North of England
Permanent vacancies with a requirement for generic IT skills 6,892 7,774 8,309
As % of all permanent IT jobs advertised in the North of England 37.55% 36.18% 35.51%
Number of salaries quoted 5,007 6,066 6,512
North of England median annual salary £42,500 £43,000 £42,500
Median salary % change year-on-year -1.16% +1.18% +6.25%
10th Percentile £26,250 £25,000 £25,000
90th Percentile £67,500 £65,000 £63,750
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 North of England

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

Job vacancy trend for Data Structures in the North of England

Data Structures
Salary Trend in the North of England

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

Salary trend for Data Structures in the North of England

Data Structures
Salary Histogram in the North of England

The salary distribution of IT jobs citing Data Structures in the North of England over the 6 months to 15 October 2019.

Salary histogram for Data Structures in the North of England

Data Structures
Job Locations in the North of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the North of England region over the 6 months to 15 October 2019. 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
North West +26 77 £65,000 +30.00% 17
Yorkshire +3 20 £45,000 - 8
North East -2 2 £52,500 +40.00% 1
Data Structures
England

For the 6 months to 15 October 2019, 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 North of England region with a requirement for Data Structures.

1 62 (62.63%) Algorithms
2 53 (53.54%) OO
3 50 (50.51%) C#
4 47 (47.47%) Java
4 47 (47.47%) Computer Science
5 42 (42.42%) Software Engineering
6 39 (39.39%) Relational Database
7 38 (38.38%) User Experience
7 38 (38.38%) Finance
8 34 (34.34%) Agile Software Development
9 33 (33.33%) C++
10 32 (32.32%) Python
11 30 (30.30%) R
12 29 (29.29%) Derivative
12 29 (29.29%) Mathematics
12 29 (29.29%) Physics
12 29 (29.29%) Hedge funds
12 29 (29.29%) Fintech
13 27 (27.27%) SQL
14 17 (17.17%) JavaScript
15 15 (15.15%) HTML
15 15 (15.15%) Decision-Making
16 14 (14.14%) Technical Leadership
16 14 (14.14%) PHP
16 14 (14.14%) Scrum
16 14 (14.14%) NoSQL
16 14 (14.14%) Analytical Skills
16 14 (14.14%) Mentoring
16 14 (14.14%) Test Automation
17 13 (13.13%) Azure

Data Structures
Co-occurring IT Skills in the North of England 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 3 (3.03%) Apache
1 3 (3.03%) nginx
2 1 (1.01%) ColdFusion
2 1 (1.01%) Elasticsearch
Applications
1 4 (4.04%) Microsoft Office
2 2 (2.02%) Microsoft Excel
3 1 (1.01%) Chatbot
3 1 (1.01%) Microsoft PowerPoint
Business Applications
1 4 (4.04%) Visualfiles
2 1 (1.01%) Adobe Campaign
2 1 (1.01%) FastStats
2 1 (1.01%) Magento
2 1 (1.01%) Unica
Cloud Services
1 13 (13.13%) AWS
1 13 (13.13%) Azure
2 8 (8.08%) Cloud Computing
3 2 (2.02%) Power Platform
4 1 (1.01%) GCP
Communications & Networking
1 9 (9.09%) Broadband
2 2 (2.02%) Internet
2 2 (2.02%) LAN
2 2 (2.02%) TCP/IP
2 2 (2.02%) WAN
3 1 (1.01%) FTP
3 1 (1.01%) Intranet
Database & Business Intelligence
1 39 (39.39%) Relational Database
2 14 (14.14%) NoSQL
3 12 (12.12%) SQL Server
3 12 (12.12%) SQL Server Integration Services
4 11 (11.11%) SQL Server Reporting Services
5 9 (9.09%) RDBMS
6 8 (8.08%) Data Warehouse
7 5 (5.05%) SQL Server 2008
7 5 (5.05%) SQL Server Analysis Services
8 3 (3.03%) MySQL
9 2 (2.02%) IBM InfoSphere
9 2 (2.02%) Power BI
9 2 (2.02%) QlikView
10 1 (1.01%) Big Data
10 1 (1.01%) Data Lake
10 1 (1.01%) MongoDB
10 1 (1.01%) Qlik Sense
10 1 (1.01%) Semantic Layer
10 1 (1.01%) SQL Server 2012
10 1 (1.01%) Star Schema
Development Applications
1 9 (9.09%) Git (software)
2 5 (5.05%) Mercurial
2 5 (5.05%) Subversion
3 4 (4.04%) Visual Studio
4 3 (3.03%) Jenkins
4 3 (3.03%) Vagrant
General
1 38 (38.38%) Finance
2 5 (5.05%) Banking
2 5 (5.05%) Legal
3 4 (4.04%) Back Office
4 2 (2.02%) German Language
4 2 (2.02%) Italian Language
4 2 (2.02%) Manufacturing
4 2 (2.02%) Polish Language
4 2 (2.02%) Russian Language
4 2 (2.02%) Spanish Language
4 2 (2.02%) Telecoms
5 1 (1.01%) Marketing
5 1 (1.01%) Portuguese Language
Job Titles
1 53 (53.54%) Developer
2 35 (35.35%) Java Developer
3 31 (31.31%) C++ Developer
4 30 (30.30%) Junior
4 30 (30.30%) Junior C++ Developer
4 30 (30.30%) Junior Developer
5 29 (29.29%) C# Developer
5 29 (29.29%) C++/C# Developer
5 29 (29.29%) C++/Java Developer
5 29 (29.29%) Graduate C# Developer
5 29 (29.29%) Graduate C++ Developer
5 29 (29.29%) Graduate C++ Java Developer
5 29 (29.29%) Graduate C++/C# Developer
5 29 (29.29%) Graduate Java Developer
5 29 (29.29%) Graduate Python Developer
5 29 (29.29%) Java Developer - Fintech
5 29 (29.29%) Junior Java Developer
5 29 (29.29%) Junior Python Developer
5 29 (29.29%) Python Developer
5 29 (29.29%) Python Developer - Fintech
Libraries, Frameworks & Software Standards
1 15 (15.15%) HTML
2 13 (13.13%) .NET
2 13 (13.13%) CSS
3 10 (10.10%) Node.js
4 7 (7.07%) AngularJS
4 7 (7.07%) RESTful
5 6 (6.06%) GraphQL
5 6 (6.06%) HTML5
5 6 (6.06%) Web Services
6 5 (5.05%) CSS3
6 5 (5.05%) React
7 4 (4.04%) JSON
7 4 (4.04%) XML
8 3 (3.03%) Backbone.js
8 3 (3.03%) Ember.js
8 3 (3.03%) Hibernate
8 3 (3.03%) Kafka
8 3 (3.03%) KnockoutJS
8 3 (3.03%) RabbitMQ
8 3 (3.03%) Spring
Miscellaneous
1 62 (62.63%) Algorithms
2 38 (38.38%) User Experience
3 29 (29.29%) Derivative
3 29 (29.29%) Hedge funds
4 14 (14.14%) Analytical Skills
5 8 (8.08%) BBC
6 2 (2.02%) Internet of Things
6 2 (2.02%) Replication
7 1 (1.01%) Client/Server
7 1 (1.01%) Clustering
7 1 (1.01%) Mobile App
7 1 (1.01%) Public Cloud
7 1 (1.01%) Tandem
Operating Systems
1 8 (8.08%) Android
2 6 (6.06%) Linux
2 6 (6.06%) Windows
3 2 (2.02%) Windows 7
3 2 (2.02%) Windows XP
4 1 (1.01%) Apple iOS
4 1 (1.01%) Solaris
4 1 (1.01%) Unix
Processes & Methodologies
1 53 (53.54%) OO
2 47 (47.47%) Computer Science
3 42 (42.42%) Software Engineering
4 34 (34.34%) Agile Software Development
5 29 (29.29%) Fintech
5 29 (29.29%) Mathematics
5 29 (29.29%) Physics
6 15 (15.15%) Decision-Making
7 14 (14.14%) Mentoring
7 14 (14.14%) Scrum
7 14 (14.14%) Technical Leadership
7 14 (14.14%) Test Automation
8 12 (12.12%) TDD
9 9 (9.09%) Artificial Intelligence
9 9 (9.09%) Continuous Improvement
9 9 (9.09%) Data Modelling
9 9 (9.09%) Microservices
9 9 (9.09%) OOD
9 9 (9.09%) Responsive Web Design
10 8 (8.08%) Data Analysis
Programming Languages
1 50 (50.51%) C#
2 47 (47.47%) Java
3 33 (33.33%) C++
4 32 (32.32%) Python
5 30 (30.30%) R
6 27 (27.27%) SQL
7 17 (17.17%) JavaScript
8 14 (14.14%) PHP
9 11 (11.11%) Kotlin
10 9 (9.09%) TypeScript
11 6 (6.06%) ES6
12 5 (5.05%) T-SQL
12 5 (5.05%) VB.NET
13 4 (4.04%) JSX
14 3 (3.03%) Scala
15 1 (1.01%) Apple Swift
15 1 (1.01%) Objective-C
15 1 (1.01%) Shell Script
15 1 (1.01%) VBA
15 1 (1.01%) VC++
Qualifications
1 13 (13.13%) Degree
2 3 (3.03%) DBS Check
3 1 (1.01%) Computer Science Degree
3 1 (1.01%) Numerate Degree
Quality Assurance & Compliance
1 3 (3.03%) Data Quality
2 2 (2.02%) GDPR
System Software
1 12 (12.12%) Docker
2 2 (2.02%) VMware Infrastructure
Systems Management
1 6 (6.06%) Kubernetes
2 3 (3.03%) Ansible
2 3 (3.03%) Terraform
Vendors
1 8 (8.08%) Microsoft
2 2 (2.02%) IBM
2 2 (2.02%) Informatica
2 2 (2.02%) SAP
2 2 (2.02%) VMware
3 1 (1.01%) Adobe
3 1 (1.01%) Alterian
3 1 (1.01%) Apteco
3 1 (1.01%) MicroStrategy
3 1 (1.01%) Oracle
3 1 (1.01%) Sage
3 1 (1.01%) Tableau