Period
to 18 July 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in West Yorkshire. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 July 2019 with a comparison to the same period over the previous 2 years.

Data Structures
Yorkshire > West Yorkshire
6 months to
18 Jul 2019
Same period 2018 Same period 2017
Rank 174 241 211
Rank change year-on-year +67 -30 +28
Permanent jobs citing Data Structures 34 13 70
As % of all permanent IT jobs advertised in West Yorkshire 0.76% 0.20% 0.98%
As % of the Miscellaneous category 2.23% 0.62% 3.03%
Number of salaries quoted 32 9 69
West Yorkshire median annual salary £45,000 £45,000 £60,000
Median salary % change year-on-year - -25.00% +9.09%
10th Percentile £36,350 £30,250 £31,250
90th Percentile £59,625 £62,000 £62,500
Yorkshire median annual salary £45,000 £45,000 £60,000
% change year-on-year - -25.00% +9.09%

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 West Yorkshire with a requirement for generic IT skills.

All Generic IT Skills
West Yorkshire
Permanent vacancies with a requirement for generic IT skills 1,526 2,090 2,308
As % of all permanent IT jobs advertised in West Yorkshire 34.01% 32.05% 32.38%
Number of salaries quoted 1,302 1,693 1,883
West Yorkshire median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £28,750 £24,180 £24,254
90th Percentile £62,500 £60,000 £61,250
Yorkshire median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Data Structures
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Data Structures in West Yorkshire

Data Structures
Salary Trend in West Yorkshire

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

Salary trend for Data Structures in West Yorkshire

Data Structures
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Data Structures in West Yorkshire over the 6 months to 18 July 2019.

Salary histogram for Data Structures in West Yorkshire

Data Structures
Job Locations in West 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 West Yorkshire region over the 6 months to 18 July 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
Leeds +45 27 £45,000 - 4
Bradford +36 5 £45,000 -21.74%
Wakefield - 2 £38,000 -
Data Structures
Yorkshire

For the 6 months to 18 July 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 West Yorkshire region with a requirement for Data Structures.

1 22 (64.71%) SQL
2 17 (50.00%) Algorithms
3 14 (41.18%) SQL Server
3 14 (41.18%) OO
4 12 (35.29%) NoSQL
5 11 (32.35%) SQL Server Integration Services
5 11 (32.35%) Data Modelling
5 11 (32.35%) Java
6 10 (29.41%) Amazon AWS
6 10 (29.41%) Decision-Making
7 9 (26.47%) Git (software)
7 9 (26.47%) Test Automation
7 9 (26.47%) Mercurial
7 9 (26.47%) Subversion
7 9 (26.47%) Continuous Integration
7 9 (26.47%) C#
8 8 (23.53%) JavaScript
8 8 (23.53%) Python
8 8 (23.53%) Linux
9 7 (20.59%) Microsoft
9 7 (20.59%) Degree
9 7 (20.59%) Data Management
9 7 (20.59%) Data Analysis
9 7 (20.59%) Microservices
10 6 (17.65%) Kubernetes
10 6 (17.65%) Computer Science
10 6 (17.65%) Microsoft Azure
10 6 (17.65%) Shell Script
10 6 (17.65%) Disaster Recovery
10 6 (17.65%) Replication

Data Structures
Co-occurring IT Skills in West 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 (14.71%) Apache
1 5 (14.71%) nginx
2 4 (11.76%) SharePoint
3 1 (2.94%) SAS
Applications
1 4 (11.76%) Microsoft Office
2 2 (5.88%) Microsoft Excel
2 2 (5.88%) Microsoft PowerPoint
3 1 (2.94%) MS Visio
Business Applications
1 3 (8.82%) FastStats
2 2 (5.88%) Adobe Campaign
2 2 (5.88%) Unica
Cloud Services
1 10 (29.41%) Amazon AWS
2 6 (17.65%) Microsoft Azure
3 3 (8.82%) Power Platform
Communications & Networking
1 2 (5.88%) Internet
Database & Business Intelligence
1 14 (41.18%) SQL Server
2 12 (35.29%) NoSQL
3 11 (32.35%) SQL Server Integration Services
4 5 (14.71%) SQL Server Reporting Services
5 4 (11.76%) Data Warehouse
5 4 (11.76%) SQL Server Analysis Services
6 3 (8.82%) Big Data
6 3 (8.82%) Hadoop
6 3 (8.82%) PerformancePoint
6 3 (8.82%) Power BI
6 3 (8.82%) RDBMS
6 3 (8.82%) Relational Database
6 3 (8.82%) SQL Server 2012
6 3 (8.82%) SQL Server 2016
7 2 (5.88%) Semantic Layer
8 1 (2.94%) BusinessObjects
8 1 (2.94%) BusinessObjects Business Intelligence
8 1 (2.94%) Qlik Sense
8 1 (2.94%) QlikView
8 1 (2.94%) Star Schema
Development Applications
1 9 (26.47%) Git (software)
1 9 (26.47%) Mercurial
1 9 (26.47%) Subversion
2 1 (2.94%) Visual Studio
General
1 5 (14.71%) Finance
2 3 (8.82%) Marketing
Job Titles
1 22 (64.71%) Developer
2 6 (17.65%) DBA
2 6 (17.65%) Java Developer
2 6 (17.65%) SQL DBA
3 5 (14.71%) Angular Developer
3 5 (14.71%) JavaScript Developer
3 5 (14.71%) Node.js Developer
3 5 (14.71%) React Developer
3 5 (14.71%) UI Developer
4 4 (11.76%) AWS Developer
5 3 (8.82%) Architect
5 3 (8.82%) Cloud Developer
5 3 (8.82%) Data Warehouse Developer
5 3 (8.82%) Database Developer
5 3 (8.82%) Software Developer
5 3 (8.82%) Technical Architect
6 2 (5.88%) C# Architect
6 2 (5.88%) Embedded Developer
6 2 (5.88%) Embedded Software Developer
7 1 (2.94%) Data Scientist
Libraries, Frameworks & Software Standards
1 6 (17.65%) CSS
2 5 (14.71%) AngularJS
2 5 (14.71%) Backbone.js
2 5 (14.71%) CSS3
2 5 (14.71%) Ember.js
2 5 (14.71%) HTML
2 5 (14.71%) HTML5
2 5 (14.71%) KnockoutJS
2 5 (14.71%) Node.js
2 5 (14.71%) React
2 5 (14.71%) Redux
2 5 (14.71%) Vue.js
3 2 (5.88%) REST
4 1 (2.94%) .NET
4 1 (2.94%) .NET Framework
4 1 (2.94%) ASP.NET
4 1 (2.94%) jQuery
4 1 (2.94%) JSON
4 1 (2.94%) XML
Miscellaneous
1 17 (50.00%) Algorithms
2 6 (17.65%) Replication
3 4 (11.76%) Analytical Skills
4 2 (5.88%) Internet of Things
5 1 (2.94%) Self-Motivation
Operating Systems
1 8 (23.53%) Linux
2 6 (17.65%) Solaris
2 6 (17.65%) Unix
2 6 (17.65%) Windows
Processes & Methodologies
1 14 (41.18%) OO
2 11 (32.35%) Data Modelling
3 10 (29.41%) Decision-Making
4 9 (26.47%) Continuous Integration
4 9 (26.47%) Test Automation
5 7 (20.59%) Data Analysis
5 7 (20.59%) Data Management
5 7 (20.59%) Microservices
6 6 (17.65%) Business Continuity
6 6 (17.65%) Business Intelligence
6 6 (17.65%) Computer Science
6 6 (17.65%) Disaster Recovery
7 5 (14.71%) Agile Software Development
7 5 (14.71%) BDD
7 5 (14.71%) DevOps
7 5 (14.71%) Migration
7 5 (14.71%) Responsive Web Design
7 5 (14.71%) TDD
7 5 (14.71%) Web Design
8 4 (11.76%) Technical Leadership
Programming Languages
1 22 (64.71%) SQL
2 11 (32.35%) Java
3 9 (26.47%) C#
4 8 (23.53%) JavaScript
4 8 (23.53%) Python
5 6 (17.65%) Shell Script
6 5 (14.71%) Kotlin
6 5 (14.71%) PHP
6 5 (14.71%) Scala
7 2 (5.88%) C++
7 2 (5.88%) Elixir
7 2 (5.88%) Ruby
7 2 (5.88%) T-SQL
8 1 (2.94%) PowerShell
Qualifications
1 7 (20.59%) Degree
2 1 (2.94%) Master's Degree
2 1 (2.94%) Numerate Degree
Quality Assurance & Compliance
1 1 (2.94%) Data Quality
System Software
1 5 (14.71%) Docker
Systems Management
1 6 (17.65%) Kubernetes
Vendors
1 7 (20.59%) Microsoft
2 6 (17.65%) Oracle
3 4 (11.76%) SAP
4 3 (8.82%) Apteco
5 2 (5.88%) Adobe
5 2 (5.88%) Alterian
6 1 (2.94%) Databricks
6 1 (2.94%) MicroStrategy
6 1 (2.94%) Tableau