Period
to 14 December 2017

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

Data Structures
6 months to
14 Dec 2017
Same period 2016 Same period 2015
Rank 151 185 236
Rank change year-on-year +34 +51 +31
Permanent jobs citing Data Structures 61 45 28
As % of all permanent IT jobs advertised in Leeds 1.24% 0.84% 0.40%
As % of the Miscellaneous category 3.80% 2.86% 1.18%
Number of salaries quoted 55 46 25
Leeds median annual salary £55,000 £55,000 £55,000
West Yorkshire median annual salary £55,000 £55,000 £55,000

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 1604 1572 2363
As % of all permanent IT jobs advertised in Leeds 32.63% 29.18% 34.00%
Number of salaries quoted 1279 1350 1777
Leeds median annual salary £45,000 £40,000 £42,500
Median salary % change year-on-year +12.50% -5.88% +6.25%
10th Percentile £27,500 £26,000 £25,250
90th Percentile £65,000 £60,000 £62,500
West Yorkshire median annual salary £42,500 £41,500 £40,500
% change year-on-year +2.41% +2.47% +3.85%

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 14 December 2017.

Salary histogram for Data Structures in Leeds

For the 6 months to 14 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 Leeds region with a requirement for Data Structures.

1 46 (75.41%) SQL
2 40 (65.57%) OO
2 40 (65.57%) Subversion
2 40 (65.57%) Continuous Integration
2 40 (65.57%) Mercurial
2 40 (65.57%) Git (software)
3 39 (63.93%) Algorithms
4 38 (62.30%) Test Automation
5 37 (60.66%) NoSQL
5 37 (60.66%) Java
6 30 (49.18%) Degree
7 23 (37.70%) Software Engineering
8 19 (31.15%) SQL Server
9 18 (29.51%) SQL Server Reporting Services
9 18 (29.51%) SQL Server Integration Services
10 17 (27.87%) SQL Server Analysis Services
10 17 (27.87%) Agile Software Development
11 15 (24.59%) JavaScript
11 15 (24.59%) Business Intelligence
12 14 (22.95%) Migration
13 13 (21.31%) Microsoft
13 13 (21.31%) MongoDB
14 12 (19.67%) Hibernate
14 12 (19.67%) Spring
14 12 (19.67%) Maven
15 10 (16.39%) ETL
15 10 (16.39%) SAP
16 9 (14.75%) Data Warehouse
17 8 (13.11%) SQL Server 2012
17 8 (13.11%) Analytics

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 2 (3.28%) SharePoint
Applications
1 4 (6.56%) Microsoft Excel
Business Applications
1 2 (3.28%) Dynamics CRM
Cloud Services
1 1 (1.64%) Google Cloud Platform
Database & Business Intelligence
1 37 (60.66%) NoSQL
2 19 (31.15%) SQL Server
3 18 (29.51%) SQL Server Integration Services
3 18 (29.51%) SQL Server Reporting Services
4 17 (27.87%) SQL Server Analysis Services
5 13 (21.31%) MongoDB
6 9 (14.75%) Data Warehouse
7 8 (13.11%) SQL Server 2012
8 6 (9.84%) QlikView
8 6 (9.84%) SAP Data Services
8 6 (9.84%) SQL Server 2014
9 4 (6.56%) MS Access
10 3 (4.92%) Relational Database
11 2 (3.28%) Big Data
11 2 (3.28%) Hadoop
11 2 (3.28%) Star Schema
12 1 (1.64%) BusinessObjects
12 1 (1.64%) RDBMS
Development Applications
1 40 (65.57%) Git (software)
1 40 (65.57%) Mercurial
1 40 (65.57%) Subversion
2 12 (19.67%) Maven
3 1 (1.64%) MSTest
3 1 (1.64%) NUnit
3 1 (1.64%) Team Foundation Server
3 1 (1.64%) Visual Studio
General
1 6 (9.84%) Finance
2 2 (3.28%) Legal
3 1 (1.64%) Retail
Job Titles
1 32 (52.46%) Developer
2 23 (37.70%) Java Engineer
2 23 (37.70%) Java Software Engineer
2 23 (37.70%) Senior Java Engineer
2 23 (37.70%) Senior Java Software Engineer
2 23 (37.70%) Senior Software Engineer
2 23 (37.70%) Software Engineer
3 14 (22.95%) Java Developer
4 7 (11.48%) Data Warehouse Developer
5 6 (9.84%) Business Intelligence Developer
5 6 (9.84%) Senior Developer
6 5 (8.20%) Analyst
7 4 (6.56%) Information Analyst
7 4 (6.56%) MI Analyst
7 4 (6.56%) SAP Developer
7 4 (6.56%) SQL Analyst
7 4 (6.56%) SQL Server Analyst
8 3 (4.92%) Junior
8 3 (4.92%) Junior Developer
8 3 (4.92%) Senior Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 12 (19.67%) Hibernate
1 12 (19.67%) Spring
2 3 (4.92%) CSS
2 3 (4.92%) HTML
3 2 (3.28%) jQuery
3 2 (3.28%) XHTML
4 1 (1.64%) .NET
4 1 (1.64%) ASP.NET
4 1 (1.64%) ASP.NET MVC
4 1 (1.64%) CSS3
4 1 (1.64%) HTML5
4 1 (1.64%) Meteor
4 1 (1.64%) Node.js
4 1 (1.64%) React
4 1 (1.64%) Silverlight
4 1 (1.64%) WinForms
4 1 (1.64%) WPF
Miscellaneous
1 39 (63.93%) Algorithms
2 5 (8.20%) Management Information System
3 4 (6.56%) Analytical Skills
4 2 (3.28%) Computer Science
5 1 (1.64%) Enterprise Software
5 1 (1.64%) Greenfield Project
Operating Systems
1 1 (1.64%) Windows
Processes & Methodologies
1 40 (65.57%) Continuous Integration
1 40 (65.57%) OO
2 38 (62.30%) Test Automation
3 23 (37.70%) Software Engineering
4 17 (27.87%) Agile Software Development
5 15 (24.59%) Business Intelligence
6 14 (22.95%) Migration
7 10 (16.39%) ETL
8 8 (13.11%) Analytics
8 8 (13.11%) Database Security
9 6 (9.84%) Data Migration
9 6 (9.84%) Data Modelling
9 6 (9.84%) Performance Tuning
10 5 (8.20%) Data Management
11 4 (6.56%) Business Transformation
11 4 (6.56%) Logical Data Model
11 4 (6.56%) Mathematics
11 4 (6.56%) OpenUP
11 4 (6.56%) Physical Data Model
11 4 (6.56%) Project Management
Programming Languages
1 46 (75.41%) SQL
2 37 (60.66%) Java
3 15 (24.59%) JavaScript
4 4 (6.56%) VBA
5 2 (3.28%) PHP
6 1 (1.64%) C#
6 1 (1.64%) ES6
Qualifications
1 30 (49.18%) Degree
2 5 (8.20%) Numerate Degree
3 2 (3.28%) Computer Science Degree
3 2 (3.28%) Microsoft Certification
Quality Assurance & Compliance
1 2 (3.28%) SLA
Vendors
1 13 (21.31%) Microsoft
2 10 (16.39%) SAP
3 4 (6.56%) MicroStrategy
3 4 (6.56%) Tableau
4 1 (1.64%) Capita
4 1 (1.64%) Google