Period
to 16 February 2020

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the East Midlands. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 16 February 2020 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
16 Feb 2020
Same period 2019 Same period 2018
Rank 168 199 195
Rank change year-on-year +31 -4 -15
Permanent jobs citing Data Structures 19 17 48
As % of all permanent IT jobs advertised in the East Midlands 0.54% 0.40% 0.90%
As % of the Miscellaneous category 1.34% 0.98% 2.54%
Number of salaries quoted 19 10 29
East Midlands median annual salary £37,500 £42,500 £50,000
Median salary % change year-on-year -11.76% -15.00% +42.86%
10th Percentile £32,250 £37,500 £42,500
90th Percentile £50,000 £66,375 £75,000
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% -

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 East Midlands with a requirement for generic IT skills.

All Generic IT Skills
East Midlands
Permanent vacancies with a requirement for generic IT skills 1,419 1,742 1,889
As % of all permanent IT jobs advertised in the East Midlands 40.12% 41.07% 35.56%
Number of salaries quoted 1,189 1,184 1,552
East Midlands median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -2.44%
10th Percentile £26,250 £25,500 £25,000
90th Percentile £75,000 £66,250 £65,000
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 East Midlands

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

Job vacancy trend for Data Structures in the East Midlands

Data Structures
Salary Trend in the East Midlands

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

Salary trend for Data Structures in the East Midlands

Data Structures
Salary Histogram in the East Midlands

The salary distribution of IT jobs citing Data Structures in the East Midlands over the 6 months to 16 February 2020.

Salary histogram for Data Structures in the East Midlands

Data Structures
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the East Midlands region over the 6 months to 16 February 2020. 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
Lincolnshire - 10 £37,500 - 1
Leicestershire - 9 £38,000 - 5
Data Structures
England

For the 6 months to 16 February 2020, 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 East Midlands region with a requirement for Data Structures.

1 11 (57.89%) Algorithms
2 10 (52.63%) LAMP
2 10 (52.63%) JavaScript
2 10 (52.63%) PHP
2 10 (52.63%) Linux
2 10 (52.63%) OOP
2 10 (52.63%) Apache
2 10 (52.63%) MySQL
2 10 (52.63%) Unit Testing
2 10 (52.63%) RESTful
2 10 (52.63%) AngularJS
3 9 (47.37%) Wireframes
4 6 (31.58%) PHP 7
4 6 (31.58%) Fintech
4 6 (31.58%) Azure Data Factory
4 6 (31.58%) Finance
4 6 (31.58%) Business Intelligence
4 6 (31.58%) SQL Server
4 6 (31.58%) Data Warehouse
4 6 (31.58%) SQL
4 6 (31.58%) Azure
4 6 (31.58%) SQL Server Analysis Services
4 6 (31.58%) Microsoft Analysis Services
4 6 (31.58%) SQL Server Reporting Services
4 6 (31.58%) SQL Server Integration Services
5 4 (21.05%) Analytical Skills
5 4 (21.05%) Data Analysis Expressions (DAX)
5 4 (21.05%) Power BI
5 4 (21.05%) Problem-Solving
5 4 (21.05%) Power Platform

Data Structures
Co-occurring IT Skills in the East Midlands 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 10 (52.63%) Apache
Applications
1 1 (5.26%) Microsoft Excel
1 1 (5.26%) Microsoft Office
1 1 (5.26%) Simulink
1 1 (5.26%) Stateflow
Cloud Services
1 6 (31.58%) Azure
1 6 (31.58%) Azure Data Factory
2 4 (21.05%) Power Platform
3 1 (5.26%) npm
Communications & Networking
1 1 (5.26%) Ethernet
1 1 (5.26%) FlexRay
Database & Business Intelligence
1 10 (52.63%) MySQL
2 6 (31.58%) Data Warehouse
2 6 (31.58%) Microsoft Analysis Services
2 6 (31.58%) SQL Server
2 6 (31.58%) SQL Server Analysis Services
2 6 (31.58%) SQL Server Integration Services
2 6 (31.58%) SQL Server Reporting Services
3 4 (21.05%) Azure SQL Database
3 4 (21.05%) Power BI
4 1 (5.26%) MariaDB
Development Applications
1 4 (21.05%) Bitbucket
1 4 (21.05%) PHPUnit
2 3 (15.79%) Git (software)
3 1 (5.26%) Grunt
3 1 (5.26%) PuPHPet
3 1 (5.26%) Vagrant
3 1 (5.26%) webpack
General
1 6 (31.58%) Finance
2 2 (10.53%) Retail
3 1 (5.26%) Automotive
3 1 (5.26%) German Language
3 1 (5.26%) Retail Banking
Job Titles
1 18 (94.74%) Developer
2 9 (47.37%) PHP Developer
3 8 (42.11%) Full Stack Developer
4 5 (26.32%) Business Intelligence Developer
5 2 (10.53%) Business Developer
5 2 (10.53%) iOS Developer
5 2 (10.53%) Senior Developer
6 1 (5.26%) PHP Developer - Fintech
6 1 (5.26%) PHP Web Developer
6 1 (5.26%) Senior Full Stack Developer
6 1 (5.26%) Senior PHP Developer
6 1 (5.26%) Senior Software Engineer
6 1 (5.26%) Software Engineer
6 1 (5.26%) Web Developer
Libraries, Frameworks & Software Standards
1 10 (52.63%) AngularJS
1 10 (52.63%) LAMP
1 10 (52.63%) RESTful
2 2 (10.53%) CSS
2 2 (10.53%) HTML
2 2 (10.53%) JSON
3 1 (5.26%) Laravel
3 1 (5.26%) Node.js
3 1 (5.26%) PyTorch
3 1 (5.26%) React
3 1 (5.26%) Silex
3 1 (5.26%) Symfony
3 1 (5.26%) TensorFlow
Miscellaneous
1 11 (57.89%) Algorithms
2 4 (21.05%) Analytical Skills
3 3 (15.79%) Greenfield Project
4 2 (10.53%) Mobile App
5 1 (5.26%) CUDA
Operating Systems
1 10 (52.63%) Linux
2 2 (10.53%) Apple iOS
3 1 (5.26%) CentOS
3 1 (5.26%) Red Hat Enterprise Linux
Processes & Methodologies
1 10 (52.63%) OOP
1 10 (52.63%) Unit Testing
2 9 (47.37%) Wireframes
3 6 (31.58%) Business Intelligence
3 6 (31.58%) Fintech
4 4 (21.05%) MVC
4 4 (21.05%) Problem-Solving
5 3 (15.79%) Web Development
6 2 (10.53%) Agile Software Development
6 2 (10.53%) iOS Development
6 2 (10.53%) Test Automation
7 1 (5.26%) Computer Science
7 1 (5.26%) Continuous Improvement
7 1 (5.26%) Control Theory
7 1 (5.26%) Deep Learning
7 1 (5.26%) Machine Learning
7 1 (5.26%) Mentoring
7 1 (5.26%) Software Engineering
Programming Languages
1 10 (52.63%) JavaScript
1 10 (52.63%) PHP
2 6 (31.58%) PHP 7
2 6 (31.58%) SQL
3 4 (21.05%) Data Analysis Expressions (DAX)
3 4 (21.05%) T-SQL
4 3 (15.79%) C
4 3 (15.79%) C++
5 2 (10.53%) Apple Swift
5 2 (10.53%) Objective-C
6 1 (5.26%) C#
6 1 (5.26%) Java
6 1 (5.26%) MATLAB
6 1 (5.26%) Python
Qualifications
1 1 (5.26%) Computer Science Degree
1 1 (5.26%) Degree
Quality Assurance & Compliance
1 1 (5.26%) ISO 26262
1 1 (5.26%) MISRA
Vendors
1 2 (10.53%) Microsoft
2 1 (5.26%) NVIDIA
2 1 (5.26%) Red Hat
2 1 (5.26%) Zend