Period
to 17 July 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Leeds. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 17 July 2019 with a comparison to the same period over the previous 2 years.

Data Structures
6 months to
17 Jul 2019
Same period 2018 Same period 2017
Rank 146 205 165
Rank change year-on-year +59 -40 +37
Permanent jobs citing Data Structures 28 11 65
As % of all permanent IT jobs advertised in Leeds 0.90% 0.23% 1.27%
As % of the Miscellaneous category 2.50% 0.72% 4.03%
Number of salaries quoted 25 7 64
Leeds median annual salary £45,000 £45,000 £60,000
Median salary % change year-on-year - -25.00% +9.09%
10th Percentile £36,250 £29,250 £32,500
90th Percentile £58,500 £56,000 £62,500
West 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 Leeds with a requirement for generic IT skills.

All Generic IT Skills
Leeds
Permanent vacancies with a requirement for generic IT skills 1,120 1,533 1,611
As % of all permanent IT jobs advertised in Leeds 36.02% 31.97% 31.56%
Number of salaries quoted 968 1,216 1,277
Leeds median annual salary £45,000 £45,000 £44,471
Median salary % change year-on-year - +1.19% +11.18%
10th Percentile £31,250 £26,875 £25,250
90th Percentile £67,500 £60,000 £62,500
West Yorkshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

Data Structures
Job Vacancy Trend in Leeds

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

Job vacancy trend for Data Structures in Leeds

Data Structures
Salary Trend in Leeds

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

Salary trend for Data Structures in Leeds

Data Structures
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Structures in Leeds over the 6 months to 17 July 2019.

Salary histogram for Data Structures in Leeds

For the 6 months to 17 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 Leeds region with a requirement for Data Structures.

1 18 (64.29%) SQL
2 15 (53.57%) SQL Server
3 11 (39.29%) Data Modelling
3 11 (39.29%) SQL Server Integration Services
4 10 (35.71%) Algorithms
5 9 (32.14%) OO
6 8 (28.57%) Linux
6 8 (28.57%) C#
6 8 (28.57%) Microsoft
7 7 (25.00%) Business Intelligence
7 7 (25.00%) Data Management
7 7 (25.00%) Data Analysis
7 7 (25.00%) NoSQL
8 6 (21.43%) Microsoft Azure
8 6 (21.43%) Unix
8 6 (21.43%) Windows
8 6 (21.43%) Solaris
8 6 (21.43%) Python
8 6 (21.43%) JavaScript
8 6 (21.43%) CSS
8 6 (21.43%) Shell Script
8 6 (21.43%) Disaster Recovery
8 6 (21.43%) Oracle
8 6 (21.43%) Replication
8 6 (21.43%) Business Continuity
8 6 (21.43%) Migration
8 6 (21.43%) Kubernetes
9 5 (17.86%) React
9 5 (17.86%) Docker
9 5 (17.86%) DevOps

Data Structures
Co-occurring IT Skills in Leeds 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 (17.86%) Apache
1 5 (17.86%) nginx
2 4 (14.29%) SharePoint
3 1 (3.57%) SAS
Applications
1 5 (17.86%) Microsoft Office
2 3 (10.71%) Microsoft Excel
2 3 (10.71%) Microsoft PowerPoint
3 1 (3.57%) MS Visio
Business Applications
1 3 (10.71%) FastStats
2 2 (7.14%) Adobe Campaign
2 2 (7.14%) Unica
Cloud Services
1 6 (21.43%) Microsoft Azure
2 5 (17.86%) Amazon AWS
3 3 (10.71%) Power Platform
Communications & Networking
1 2 (7.14%) Internet
Database & Business Intelligence
1 15 (53.57%) SQL Server
2 11 (39.29%) SQL Server Integration Services
3 7 (25.00%) NoSQL
4 5 (17.86%) SQL Server Reporting Services
5 4 (14.29%) Data Warehouse
5 4 (14.29%) SQL Server Analysis Services
6 3 (10.71%) Big Data
6 3 (10.71%) Hadoop
6 3 (10.71%) PerformancePoint
6 3 (10.71%) Power BI
6 3 (10.71%) SQL Server 2012
6 3 (10.71%) SQL Server 2016
7 2 (7.14%) QlikView
7 2 (7.14%) RDBMS
7 2 (7.14%) Relational Database
7 2 (7.14%) Semantic Layer
8 1 (3.57%) BusinessObjects
8 1 (3.57%) BusinessObjects Business Intelligence
8 1 (3.57%) OLAP
8 1 (3.57%) Star Schema
Development Applications
1 5 (17.86%) Git (software)
1 5 (17.86%) Mercurial
1 5 (17.86%) Subversion
2 1 (3.57%) Visual Studio
General
1 3 (10.71%) Finance
1 3 (10.71%) Marketing
Job Titles
1 16 (57.14%) Developer
2 6 (21.43%) DBA
2 6 (21.43%) SQL DBA
3 5 (17.86%) Angular Developer
3 5 (17.86%) JavaScript Developer
3 5 (17.86%) Node.js Developer
3 5 (17.86%) React Developer
3 5 (17.86%) UI Developer
4 3 (10.71%) Data Warehouse Developer
4 3 (10.71%) Database Developer
5 2 (7.14%) Architect
5 2 (7.14%) Embedded Developer
5 2 (7.14%) Embedded Software Developer
5 2 (7.14%) Software Developer
5 2 (7.14%) Technical Architect
6 1 (3.57%) Business Intelligence Lead
6 1 (3.57%) C# .NET Developer
6 1 (3.57%) Senior Data Scientist
6 1 (3.57%) SSRS Developer
6 1 (3.57%) T-SQL Developer
Libraries, Frameworks & Software Standards
1 6 (21.43%) CSS
2 5 (17.86%) AngularJS
2 5 (17.86%) Backbone.js
2 5 (17.86%) CSS3
2 5 (17.86%) Ember.js
2 5 (17.86%) HTML
2 5 (17.86%) HTML5
2 5 (17.86%) KnockoutJS
2 5 (17.86%) Node.js
2 5 (17.86%) React
2 5 (17.86%) Redux
2 5 (17.86%) Vue.js
3 1 (3.57%) .NET
3 1 (3.57%) .NET Framework
3 1 (3.57%) ASP.NET
3 1 (3.57%) jQuery
3 1 (3.57%) JSON
3 1 (3.57%) XML
Miscellaneous
1 10 (35.71%) Algorithms
2 6 (21.43%) Replication
3 3 (10.71%) Analytical Skills
4 2 (7.14%) Internet of Things
5 1 (3.57%) Self-Motivation
Operating Systems
1 8 (28.57%) Linux
2 6 (21.43%) Solaris
2 6 (21.43%) Unix
2 6 (21.43%) Windows
Processes & Methodologies
1 11 (39.29%) Data Modelling
2 9 (32.14%) OO
3 7 (25.00%) Business Intelligence
3 7 (25.00%) Data Analysis
3 7 (25.00%) Data Management
4 6 (21.43%) Business Continuity
4 6 (21.43%) Disaster Recovery
4 6 (21.43%) Migration
5 5 (17.86%) BDD
5 5 (17.86%) DevOps
5 5 (17.86%) Microservices
5 5 (17.86%) Responsive Web Design
5 5 (17.86%) TDD
5 5 (17.86%) Web Design
6 4 (14.29%) Validation
7 3 (10.71%) Computer Science
7 3 (10.71%) CRM
7 3 (10.71%) Data Protection
7 3 (10.71%) ETL
7 3 (10.71%) SOA
Programming Languages
1 18 (64.29%) SQL
2 8 (28.57%) C#
3 6 (21.43%) JavaScript
3 6 (21.43%) Python
3 6 (21.43%) Shell Script
4 5 (17.86%) Java
4 5 (17.86%) Kotlin
4 5 (17.86%) PHP
4 5 (17.86%) Scala
5 2 (7.14%) C++
5 2 (7.14%) T-SQL
6 1 (3.57%) PowerShell
Qualifications
1 5 (17.86%) Degree
2 2 (7.14%) Numerate Degree
3 1 (3.57%) Master's Degree
Quality Assurance & Compliance
1 1 (3.57%) Data Quality
System Software
1 5 (17.86%) Docker
Systems Management
1 6 (21.43%) Kubernetes
Vendors
1 8 (28.57%) Microsoft
2 6 (21.43%) Oracle
3 5 (17.86%) SAP
4 3 (10.71%) Apteco
5 2 (7.14%) Adobe
5 2 (7.14%) Alterian
5 2 (7.14%) MicroStrategy
5 2 (7.14%) Tableau
6 1 (3.57%) Databricks