Period
to 22 September 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Yorkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 22 September 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > Yorkshire
6 months to
22 Sep 2019
Same period 2018 Same period 2017
Rank 263 269 235
Rank change year-on-year +6 -34 +48
Permanent jobs citing Data Structures 27 22 93
As % of all permanent IT jobs advertised in Yorkshire 0.37% 0.25% 0.92%
As % of the Miscellaneous category 1.03% 0.72% 2.74%
Number of salaries quoted 28 19 82
Yorkshire median annual salary £45,000 £45,000 £60,000
Median salary % change year-on-year - -25.00% +9.09%
England median annual salary £65,000 £60,000 £55,000
% change year-on-year +8.33% +9.09% -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 Yorkshire with a requirement for generic IT skills.

All Generic IT Skills
Yorkshire
Permanent vacancies with a requirement for generic IT skills 2,625 3,046 3,399
As % of all permanent IT jobs advertised in Yorkshire 35.80% 35.03% 33.72%
Number of salaries quoted 1,936 2,395 2,686
Yorkshire median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £23,000 £25,000 £24,000
90th Percentile £65,000 £58,750 £61,250
England median annual salary £53,500 £52,500 £50,000
% change year-on-year +1.90% +5.00% -

Data Structures
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Structures in Yorkshire

Data Structures
Salary Trend in Yorkshire

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

Salary trend for Data Structures in Yorkshire

Data Structures
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Data Structures in Yorkshire over the 6 months to 22 September 2019.

Salary histogram for Data Structures in Yorkshire

Data Structures
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Yorkshire region over the 6 months to 22 September 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
West Yorkshire +58 24 £45,000 - 4
South Yorkshire -2 3 £45,000 +12.50%
Data Structures
England

For the 6 months to 22 September 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 Yorkshire region with a requirement for Data Structures.

1 20 (74.07%) SQL
2 15 (55.56%) Algorithms
3 13 (48.15%) C#
4 10 (37.04%) OO
4 10 (37.04%) SQL Server Integration Services
5 9 (33.33%) SQL Server Reporting Services
5 9 (33.33%) Java
5 9 (33.33%) JavaScript
6 8 (29.63%) SQL Server
6 8 (29.63%) Git (software)
6 8 (29.63%) NoSQL
7 7 (25.93%) Azure
7 7 (25.93%) CSS
7 7 (25.93%) Data Modelling
8 6 (22.22%) Python
8 6 (22.22%) PHP
8 6 (22.22%) HTML
8 6 (22.22%) Microsoft
8 6 (22.22%) AWS
8 6 (22.22%) Kubernetes
9 5 (18.52%) React
9 5 (18.52%) Kotlin
9 5 (18.52%) Docker
9 5 (18.52%) DevOps
9 5 (18.52%) Microservices
9 5 (18.52%) Vue.js
9 5 (18.52%) Redux
9 5 (18.52%) HTML5
9 5 (18.52%) BDD
9 5 (18.52%) Node.js

Data Structures
Co-occurring IT Skills in Yorkshire 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 5 (18.52%) Apache
1 5 (18.52%) nginx
2 4 (14.81%) SharePoint
3 1 (3.70%) ColdFusion
Applications
1 4 (14.81%) Microsoft Office
2 1 (3.70%) Microsoft Excel
2 1 (3.70%) Microsoft PowerPoint
Business Applications
1 4 (14.81%) Visualfiles
2 1 (3.70%) Adobe Campaign
2 1 (3.70%) FastStats
2 1 (3.70%) Unica
Cloud Services
1 7 (25.93%) Azure
2 6 (22.22%) AWS
3 3 (11.11%) Power Platform
4 1 (3.70%) GCP
Communications & Networking
1 2 (7.41%) Internet
2 1 (3.70%) Intranet
Database & Business Intelligence
1 10 (37.04%) SQL Server Integration Services
2 9 (33.33%) SQL Server Reporting Services
3 8 (29.63%) NoSQL
3 8 (29.63%) SQL Server
4 4 (14.81%) Data Warehouse
4 4 (14.81%) SQL Server Analysis Services
5 3 (11.11%) Big Data
5 3 (11.11%) Hadoop
5 3 (11.11%) PerformancePoint
5 3 (11.11%) Power BI
5 3 (11.11%) RDBMS
5 3 (11.11%) Relational Database
5 3 (11.11%) SQL Server 2012
5 3 (11.11%) SQL Server 2016
6 1 (3.70%) MySQL
6 1 (3.70%) PostgreSQL
6 1 (3.70%) Qlik Sense
6 1 (3.70%) QlikView
6 1 (3.70%) Semantic Layer
6 1 (3.70%) Star Schema
Development Applications
1 8 (29.63%) Git (software)
2 5 (18.52%) Mercurial
2 5 (18.52%) Subversion
3 1 (3.70%) Visual Studio
General
1 4 (14.81%) Legal
2 2 (7.41%) Finance
3 1 (3.70%) Marketing
Job Titles
1 21 (77.78%) Developer
2 5 (18.52%) Angular Developer
2 5 (18.52%) JavaScript Developer
2 5 (18.52%) Node.js Developer
2 5 (18.52%) React Developer
2 5 (18.52%) UI Developer
3 4 (14.81%) Java Developer
4 3 (11.11%) Analyst
4 3 (11.11%) Analyst Developer
4 3 (11.11%) Architect
4 3 (11.11%) Data Warehouse Developer
4 3 (11.11%) Senior Developer
4 3 (11.11%) Senior Java Developer
4 3 (11.11%) Technical Architect
5 2 (7.41%) C# Architect
5 2 (7.41%) DBA
5 2 (7.41%) Embedded Developer
5 2 (7.41%) Embedded Software Developer
5 2 (7.41%) Software Developer
5 2 (7.41%) SQL DBA
Libraries, Frameworks & Software Standards
1 7 (25.93%) CSS
2 6 (22.22%) HTML
3 5 (18.52%) AngularJS
3 5 (18.52%) Backbone.js
3 5 (18.52%) CSS3
3 5 (18.52%) Ember.js
3 5 (18.52%) HTML5
3 5 (18.52%) KnockoutJS
3 5 (18.52%) Node.js
3 5 (18.52%) React
3 5 (18.52%) Redux
3 5 (18.52%) Vue.js
4 4 (14.81%) .NET
5 3 (11.11%) Hibernate
5 3 (11.11%) Spring
6 1 (3.70%) .NET Framework
6 1 (3.70%) ColdBox
6 1 (3.70%) jQuery
6 1 (3.70%) JSON
6 1 (3.70%) XML
Miscellaneous
1 15 (55.56%) Algorithms
2 3 (11.11%) Analytical Skills
3 2 (7.41%) Internet of Things
3 2 (7.41%) Replication
4 1 (3.70%) Public Cloud
Operating Systems
1 4 (14.81%) Linux
2 2 (7.41%) Solaris
2 2 (7.41%) Unix
2 2 (7.41%) Windows
Processes & Methodologies
1 10 (37.04%) OO
2 7 (25.93%) Data Modelling
3 5 (18.52%) Agile Software Development
3 5 (18.52%) BDD
3 5 (18.52%) DevOps
3 5 (18.52%) Microservices
3 5 (18.52%) Process Improvement
3 5 (18.52%) Responsive Web Design
3 5 (18.52%) TDD
3 5 (18.52%) Web Design
3 5 (18.52%) Workflow
4 4 (14.81%) Business Intelligence
4 4 (14.81%) Computer Science
4 4 (14.81%) Data Analysis
4 4 (14.81%) Data Management
4 4 (14.81%) Decision-Making
4 4 (14.81%) Migration
4 4 (14.81%) Practice Management
4 4 (14.81%) Validation
5 3 (11.11%) Risk Management
Programming Languages
1 20 (74.07%) SQL
2 13 (48.15%) C#
3 9 (33.33%) Java
3 9 (33.33%) JavaScript
4 6 (22.22%) PHP
4 6 (22.22%) Python
5 5 (18.52%) Kotlin
5 5 (18.52%) Scala
6 3 (11.11%) TypeScript
6 3 (11.11%) VB.NET
7 2 (7.41%) C++
7 2 (7.41%) Shell Script
7 2 (7.41%) T-SQL
8 1 (3.70%) PowerShell
8 1 (3.70%) VB
Qualifications
1 4 (14.81%) Degree
2 1 (3.70%) Numerate Degree
System Software
1 5 (18.52%) Docker
Systems Management
1 6 (22.22%) Kubernetes
Vendors
1 6 (22.22%) Microsoft
2 4 (14.81%) SAP
3 2 (7.41%) Oracle
4 1 (3.70%) Adobe
4 1 (3.70%) Alterian
4 1 (3.70%) Apteco
4 1 (3.70%) Databricks
4 1 (3.70%) MicroStrategy
4 1 (3.70%) Tableau