Period
to 20 August 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 20 August 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
20 Aug 2018
Same period 2017 Same period 2016
Rank 185 194 196
Rank change year-on-year +9 +2 +42
Permanent jobs citing Data Structures 47 34 57
As % of all permanent IT jobs advertised in the East Midlands 0.96% 0.64% 0.88%
As % of the Miscellaneous category 2.47% 1.49% 2.23%
Number of salaries quoted 35 33 35
East Midlands median annual salary £45,000 £37,500 £46,000
Median salary % change year-on-year +20.00% -18.48% -3.16%
10th Percentile £31,350 £30,000 £26,537
90th Percentile £65,000 £60,500 £78,000
England median annual salary £60,000 £55,000 £60,000
% change year-on-year +9.09% -8.33% +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 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 1,904 2,289 2,557
As % of all permanent IT jobs advertised in the East Midlands 38.94% 43.03% 39.66%
Number of salaries quoted 1,560 1,854 2,047
East Midlands median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £25,000 £23,000 £22,250
90th Percentile £67,500 £61,250 £57,950
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 20 August 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 20 August 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 +41 26 £50,000 +2.56% 4
Northamptonshire -5 11 £75,000 +108.33% 3
Leicestershire -21 3 £45,000 +20.00% 1
Lincolnshire - 3 £28,500 -
Derbyshire - 1 £33,000 -
Rutland - 1 £40,000 -
Data Structures
England

For the 6 months to 20 August 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 21 (44.68%) SQL
2 18 (38.30%) C#
2 18 (38.30%) Business Intelligence
3 17 (36.17%) Agile Software Development
3 17 (36.17%) Analytical Skills
4 16 (34.04%) ERP
5 15 (31.91%) Microsoft
5 15 (31.91%) Finance
5 15 (31.91%) Scrum
5 15 (31.91%) SQL Server Reporting Services
5 15 (31.91%) Power BI
6 14 (29.79%) Dynamics AX
6 14 (29.79%) Microsoft Azure
6 14 (29.79%) NoSQL
6 14 (29.79%) Python
6 14 (29.79%) Java
6 14 (29.79%) SQL Server
7 13 (27.66%) JavaScript
7 13 (27.66%) TDD
8 12 (25.53%) JSON
8 12 (25.53%) X++
8 12 (25.53%) .NET
9 11 (23.40%) Algorithms
9 11 (23.40%) Data Quality
10 10 (21.28%) Analytics
10 10 (21.28%) Dynamics 365
10 10 (21.28%) Retail
10 10 (21.28%) Strategic Planning
10 10 (21.28%) Test Automation
10 10 (21.28%) Release Management

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 6 (12.77%) Apache Spark
2 3 (6.38%) Apache
3 1 (2.13%) SAS
Applications
1 7 (14.89%) Microsoft Office
2 4 (8.51%) Microsoft Excel
Business Applications
1 14 (29.79%) Dynamics AX
Cloud Services
1 14 (29.79%) Microsoft Azure
2 10 (21.28%) Dynamics 365
3 9 (19.15%) Amazon AWS
4 5 (10.64%) npm
5 3 (6.38%) Google Cloud Platform
5 3 (6.38%) Office 365
6 1 (2.13%) IBM Cloud
Database & Business Intelligence
1 15 (31.91%) Power BI
1 15 (31.91%) SQL Server Reporting Services
2 14 (29.79%) NoSQL
2 14 (29.79%) SQL Server
3 7 (14.89%) Hadoop
4 6 (12.77%) Big Data
5 3 (6.38%) Data Warehouse
5 3 (6.38%) MariaDB
5 3 (6.38%) MySQL
5 3 (6.38%) Oracle Reports
6 2 (4.26%) Data Mining
6 2 (4.26%) MongoDB
7 1 (2.13%) BigQuery
7 1 (2.13%) BusinessObjects
7 1 (2.13%) QlikView
7 1 (2.13%) RDBMS
7 1 (2.13%) Relational Database
7 1 (2.13%) SQL Server Analysis Services
7 1 (2.13%) SQL Server Integration Services
7 1 (2.13%) Star Schema
Development Applications
1 7 (14.89%) Git (software)
1 7 (14.89%) Visual Studio
2 6 (12.77%) Jenkins
3 5 (10.64%) webpack
4 3 (6.38%) Bitbucket
4 3 (6.38%) Grunt
4 3 (6.38%) PHPUnit
4 3 (6.38%) PuPHPet
4 3 (6.38%) Vagrant
5 2 (4.26%) Mercurial
5 2 (4.26%) Protractor
5 2 (4.26%) Selenium
5 2 (4.26%) Subversion
General
1 15 (31.91%) Finance
2 10 (21.28%) Retail
3 6 (12.77%) Legal
4 3 (6.38%) French Language
4 3 (6.38%) German Language
4 3 (6.38%) Marketing
5 1 (2.13%) Banking
5 1 (2.13%) Manufacturing
Job Titles
1 17 (36.17%) Developer
2 11 (23.40%) Analyst
3 10 (21.28%) Dynamics AX Developer
4 6 (12.77%) Data Analyst
4 6 (12.77%) DevOps Engineer
4 6 (12.77%) Linux DevOps Engineer
4 6 (12.77%) Linux Engineer
4 6 (12.77%) Linux/Unix DevOps
4 6 (12.77%) Operations Engineer
4 6 (12.77%) SQL Analyst
4 6 (12.77%) SQL Data Analyst
5 5 (10.64%) Big Data Engineer
5 5 (10.64%) Data Engineer
5 5 (10.64%) Full Stack Developer
6 3 (6.38%) Architect
6 3 (6.38%) Development Engineer
6 3 (6.38%) Hadoop Engineer
6 3 (6.38%) Lead Architect
6 3 (6.38%) Support Analyst
7 2 (4.26%) Analytics Consultant
Libraries, Frameworks & Software Standards
1 12 (25.53%) .NET
1 12 (25.53%) JSON
2 9 (19.15%) REST
2 9 (19.15%) SOAP
2 9 (19.15%) Web Services
3 7 (14.89%) RESTful
4 6 (12.77%) Middleware
5 3 (6.38%) AngularJS
5 3 (6.38%) LAMP
5 3 (6.38%) Node.js
5 3 (6.38%) Symfony
6 2 (4.26%) ASP.NET Web API
6 2 (4.26%) ASP.NET Web Forms
6 2 (4.26%) CSS
6 2 (4.26%) DOM
6 2 (4.26%) HTML
6 2 (4.26%) Immutable.js
6 2 (4.26%) React
6 2 (4.26%) Redux
7 1 (2.13%) XML
Miscellaneous
1 17 (36.17%) Analytical Skills
2 11 (23.40%) Algorithms
3 6 (12.77%) Taxonomies
4 1 (2.13%) Computer Science
4 1 (2.13%) Reference Data
4 1 (2.13%) Self-Motivation
Operating Systems
1 9 (19.15%) Linux
1 9 (19.15%) Windows
2 3 (6.38%) CentOS
2 3 (6.38%) Red Hat Enterprise Linux
Processes & Methodologies
1 18 (38.30%) Business Intelligence
2 17 (36.17%) Agile Software Development
3 16 (34.04%) ERP
4 15 (31.91%) Scrum
5 13 (27.66%) TDD
6 10 (21.28%) Analytics
6 10 (21.28%) Release Management
6 10 (21.28%) Strategic Planning
6 10 (21.28%) Test Automation
7 9 (19.15%) Data Modelling
7 9 (19.15%) Logistics
7 9 (19.15%) MVC
8 8 (17.02%) BDD
9 7 (14.89%) Data Architecture
9 7 (14.89%) Open Source
10 6 (12.77%) Data Migration
10 6 (12.77%) Data Protection
10 6 (12.77%) Service Delivery
10 6 (12.77%) Software Testing
10 6 (12.77%) System Testing
Programming Languages
1 21 (44.68%) SQL
2 18 (38.30%) C#
3 14 (29.79%) Java
3 14 (29.79%) Python
4 13 (27.66%) JavaScript
5 12 (25.53%) X++
6 9 (19.15%) PHP
7 8 (17.02%) Ruby
8 6 (12.77%) Perl
8 6 (12.77%) PowerShell
8 6 (12.77%) Shell Script
9 5 (10.64%) MATLAB
9 5 (10.64%) R
9 5 (10.64%) Scala
Qualifications
1 4 (8.51%) Degree
Quality Assurance & Compliance
1 11 (23.40%) Data Quality
2 2 (4.26%) QA
Systems Management
1 8 (17.02%) Opscode Chef
2 6 (12.77%) Ansible
2 6 (12.77%) Puppet
Vendors
1 15 (31.91%) Microsoft
2 7 (14.89%) Tableau
3 6 (12.77%) Cloudera
4 5 (10.64%) Google
5 3 (6.38%) Oracle
5 3 (6.38%) Red Hat
6 1 (2.13%) Ab Initio
6 1 (2.13%) Alteryx
6 1 (2.13%) Informatica
6 1 (2.13%) MapR