Period
to 22 October 2018

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 22 October 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 186 184 207
Rank change year-on-year -2 +23 +29
Permanent jobs citing Data Structures 39 32 54
As % of all permanent IT jobs advertised in the East Midlands 0.82% 0.64% 0.83%
As % of the Miscellaneous category 2.03% 1.56% 2.09%
Number of salaries quoted 27 29 40
East Midlands median annual salary £45,000 £45,000 £50,000
Median salary % change year-on-year - -10.00% +38.89%
10th Percentile £32,000 £31,250 £26,537
90th Percentile £65,000 £62,500 £75,000
England median annual salary £62,500 £55,000 £60,000
% change year-on-year +13.64% -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 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 1,922 2,057 2,589
As % of all permanent IT jobs advertised in the East Midlands 40.57% 41.12% 39.87%
Number of salaries quoted 1,515 1,701 2,037
East Midlands median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £26,250 £23,000 £22,912
90th Percentile £67,500 £61,250 £60,100
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 22 October 2018.

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 22 October 2018. 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
Nottinghamshire +20 22 £45,000 -10.00% 1
Northamptonshire -3 11 £76,250 +111.81%
Leicestershire -24 3 £45,000 +12.50% 1
Lincolnshire - 2 £28,500 -
Data Structures
England

For the 6 months to 22 October 2018, 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 19 (48.72%) Business Intelligence
2 17 (43.59%) SQL
2 17 (43.59%) Power BI
3 15 (38.46%) Analytical Skills
4 13 (33.33%) Analytics
4 13 (33.33%) C#
4 13 (33.33%) ERP
4 13 (33.33%) JSON
5 12 (30.77%) SQL Server Reporting Services
5 12 (30.77%) Dynamics AX
5 12 (30.77%) Microsoft
5 12 (30.77%) Python
5 12 (30.77%) Java
5 12 (30.77%) .NET
5 12 (30.77%) SQL Server
6 11 (28.21%) Finance
7 10 (25.64%) Scrum
7 10 (25.64%) TDD
7 10 (25.64%) Strategic Planning
7 10 (25.64%) X++
7 10 (25.64%) Release Management
7 10 (25.64%) Hadoop
7 10 (25.64%) Microsoft Azure
7 10 (25.64%) NoSQL
7 10 (25.64%) Data Quality
7 10 (25.64%) Dynamics 365
8 9 (23.08%) Apache Spark
8 9 (23.08%) REST
8 9 (23.08%) Big Data
8 9 (23.08%) Cloudera

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 9 (23.08%) Apache Spark
2 2 (5.13%) Apache
Applications
1 3 (7.69%) Microsoft Office
2 2 (5.13%) Microsoft Excel
Business Applications
1 12 (30.77%) Dynamics AX
Cloud Services
1 10 (25.64%) Dynamics 365
1 10 (25.64%) Microsoft Azure
2 4 (10.26%) npm
3 3 (7.69%) Amazon AWS
4 2 (5.13%) Google Cloud Platform
4 2 (5.13%) IBM Cloud
5 1 (2.56%) Office 365
Database & Business Intelligence
1 17 (43.59%) Power BI
2 12 (30.77%) SQL Server
2 12 (30.77%) SQL Server Reporting Services
3 10 (25.64%) Hadoop
3 10 (25.64%) NoSQL
4 9 (23.08%) Big Data
5 4 (10.26%) Data Mining
5 4 (10.26%) Data Warehouse
6 2 (5.13%) BigQuery
6 2 (5.13%) MariaDB
6 2 (5.13%) MySQL
6 2 (5.13%) Oracle Reports
6 2 (5.13%) PostgreSQL
6 2 (5.13%) Star Schema
7 1 (2.56%) RDBMS
7 1 (2.56%) Relational Database
Development Applications
1 7 (17.95%) Visual Studio
2 4 (10.26%) Git (software)
2 4 (10.26%) webpack
3 2 (5.13%) Bitbucket
3 2 (5.13%) Grunt
3 2 (5.13%) PHPUnit
3 2 (5.13%) Protractor
3 2 (5.13%) PuPHPet
3 2 (5.13%) Selenium
3 2 (5.13%) Subversion
3 2 (5.13%) Vagrant
4 1 (2.56%) Jenkins
General
1 11 (28.21%) Finance
2 8 (20.51%) Retail
3 6 (15.38%) Legal
4 4 (10.26%) French Language
4 4 (10.26%) German Language
4 4 (10.26%) Marketing
5 1 (2.56%) Banking
5 1 (2.56%) Electronics
5 1 (2.56%) Manufacturing
Job Titles
1 16 (41.03%) Developer
2 10 (25.64%) Dynamics AX Developer
3 7 (17.95%) Big Data Engineer
3 7 (17.95%) Data Engineer
4 4 (10.26%) Analyst
4 4 (10.26%) Analytics Consultant
4 4 (10.26%) Architect
4 4 (10.26%) Consultant
4 4 (10.26%) Data Consultant
4 4 (10.26%) Development Engineer
4 4 (10.26%) Full Stack Developer
4 4 (10.26%) Hadoop Engineer
4 4 (10.26%) Lead Architect
5 3 (7.69%) Data Analyst
5 3 (7.69%) SQL Analyst
5 3 (7.69%) SQL Data Analyst
6 2 (5.13%) C# Developer
6 2 (5.13%) Database Developer
6 2 (5.13%) Designer
6 2 (5.13%) PostgreSQL Developer
Libraries, Frameworks & Software Standards
1 13 (33.33%) JSON
2 12 (30.77%) .NET
3 9 (23.08%) REST
3 9 (23.08%) SOAP
3 9 (23.08%) Web Services
4 6 (15.38%) RESTful
5 3 (7.69%) Kafka
6 2 (5.13%) AngularJS
6 2 (5.13%) ASP.NET Web API
6 2 (5.13%) ASP.NET Web Forms
6 2 (5.13%) CSS
6 2 (5.13%) DOM
6 2 (5.13%) HTML
6 2 (5.13%) Immutable.js
6 2 (5.13%) LAMP
6 2 (5.13%) Node.js
6 2 (5.13%) React
6 2 (5.13%) Redux
6 2 (5.13%) Symfony
6 2 (5.13%) XML
Miscellaneous
1 15 (38.46%) Analytical Skills
2 3 (7.69%) Algorithms
2 3 (7.69%) Taxonomies
3 2 (5.13%) Computer Science
3 2 (5.13%) Reference Data
3 2 (5.13%) Self-Motivation
Operating Systems
1 5 (12.82%) Linux
2 2 (5.13%) CentOS
2 2 (5.13%) Red Hat Enterprise Linux
2 2 (5.13%) Windows
Processes & Methodologies
1 19 (48.72%) Business Intelligence
2 13 (33.33%) Analytics
2 13 (33.33%) ERP
3 10 (25.64%) Release Management
3 10 (25.64%) Scrum
3 10 (25.64%) Strategic Planning
3 10 (25.64%) TDD
4 9 (23.08%) Logistics
4 9 (23.08%) MVC
5 8 (20.51%) Agile Software Development
6 7 (17.95%) Big Data Analytics
6 7 (17.95%) Computational Intelligence
6 7 (17.95%) Data Analytics
6 7 (17.95%) Data Development
6 7 (17.95%) Data Visualisation
6 7 (17.95%) Deep Learning
6 7 (17.95%) Machine Learning
6 7 (17.95%) MapReduce
6 7 (17.95%) Telematics
6 7 (17.95%) Visualisation
Programming Languages
1 17 (43.59%) SQL
2 13 (33.33%) C#
3 12 (30.77%) Java
3 12 (30.77%) Python
4 10 (25.64%) X++
5 7 (17.95%) JavaScript
5 7 (17.95%) MATLAB
5 7 (17.95%) R
5 7 (17.95%) Scala
6 3 (7.69%) PHP
7 1 (2.56%) Perl
7 1 (2.56%) PowerShell
7 1 (2.56%) Ruby
7 1 (2.56%) Shell Script
Qualifications
1 6 (15.38%) Degree
Quality Assurance & Compliance
1 10 (25.64%) Data Quality
2 2 (5.13%) QA
System Software
1 2 (5.13%) Docker
Systems Management
1 1 (2.56%) Ansible
1 1 (2.56%) Opscode Chef
1 1 (2.56%) Puppet
Vendors
1 12 (30.77%) Microsoft
2 9 (23.08%) Cloudera
3 7 (17.95%) Tableau
4 4 (10.26%) Google
4 4 (10.26%) Oracle
5 2 (5.13%) MapR
5 2 (5.13%) Red Hat
6 1 (2.56%) Ab Initio
6 1 (2.56%) Informatica
6 1 (2.56%) Talend