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

Data Structures
England > East Midlands
6 months to
20 Jun 2018
Same period 2017 Same period 2016
Rank 160 173 216
Rank change year-on-year +13 +43 +38
Permanent jobs citing Data Structures 59 64 39
As % of all permanent IT jobs advertised in the East Midlands 1.14% 1.15% 0.61%
As % of the Miscellaneous category 2.89% 2.70% 1.51%
Number of salaries quoted 42 57 19
East Midlands median annual salary £50,000 £36,000 £40,000
Median salary % change year-on-year +38.89% -10.00% -15.79%
10th Percentile £33,000 £30,000 £27,500
90th Percentile £75,000 £52,500 £80,000
England median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 2,038 2,368 2,587
As % of all permanent IT jobs advertised in the East Midlands 39.45% 42.66% 40.33%
Number of salaries quoted 1,699 1,882 2,011
East Midlands median annual salary £42,500 £40,000 £38,500
Median salary % change year-on-year +6.25% +3.90% -3.75%
10th Percentile £25,000 £22,500 £22,625
90th Percentile £67,500 £60,000 £57,500
England median annual salary £50,000 £49,602 £50,000
% change year-on-year +0.80% -0.80% +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 June 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 June 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 +34 33 £55,000 +15.79% 3
Northamptonshire -16 8 - -
Lincolnshire - 3 £28,500 -
Leicestershire -31 2 £45,000 +28.57%
Derbyshire - 1 £33,000 -
Rutland - 1 £40,000 -
Data Structures
England

For the 6 months to 20 June 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 37 (62.71%) C#
1 37 (62.71%) Algorithms
2 34 (57.63%) JavaScript
3 33 (55.93%) Windows
3 33 (55.93%) Microsoft Azure
4 32 (54.24%) Linux
4 32 (54.24%) PHP
5 31 (52.54%) OO
5 31 (52.54%) Java
5 31 (52.54%) Python
5 31 (52.54%) Amazon AWS
5 31 (52.54%) Opscode Chef
5 31 (52.54%) Ruby
6 30 (50.85%) Software Engineering
6 30 (50.85%) BDD
6 30 (50.85%) NoSQL
6 30 (50.85%) TDD
7 29 (49.15%) Shell Script
7 29 (49.15%) Configuration Management
7 29 (49.15%) Perl
7 29 (49.15%) Puppet
7 29 (49.15%) PowerShell
8 28 (47.46%) Software Testing
8 28 (47.46%) Jenkins
8 28 (47.46%) DevOps
8 28 (47.46%) Site Reliability Engineering
9 26 (44.07%) Agile Software Development
10 25 (42.37%) Coaching
11 22 (37.29%) SQL
12 21 (35.59%) Scrum

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 15 (25.42%) Apache
2 12 (20.34%) IIS
3 1 (1.69%) SAS
Applications
1 8 (13.56%) Microsoft Office
2 4 (6.78%) Microsoft Excel
Business Applications
1 10 (16.95%) Dynamics AX
Cloud Services
1 33 (55.93%) Microsoft Azure
2 31 (52.54%) Amazon AWS
3 6 (10.17%) Dynamics 365
4 4 (6.78%) Office 365
5 3 (5.08%) npm
6 2 (3.39%) Google Cloud Platform
Database & Business Intelligence
1 30 (50.85%) NoSQL
2 17 (28.81%) SQL Server
3 11 (18.64%) SQL Server Reporting Services
4 10 (16.95%) MySQL
5 9 (15.25%) MongoDB
6 6 (10.17%) Power BI
7 3 (5.08%) MariaDB
7 3 (5.08%) Oracle Reports
8 2 (3.39%) Data Warehouse
9 1 (1.69%) BusinessObjects
9 1 (1.69%) Hadoop
9 1 (1.69%) QlikView
9 1 (1.69%) RDBMS
9 1 (1.69%) Relational Database
9 1 (1.69%) SQL Server Analysis Services
9 1 (1.69%) SQL Server Integration Services
Development Applications
1 28 (47.46%) Jenkins
2 5 (8.47%) Git (software)
3 4 (6.78%) Visual Studio
4 3 (5.08%) Bitbucket
4 3 (5.08%) Grunt
4 3 (5.08%) PHPUnit
4 3 (5.08%) PuPHPet
4 3 (5.08%) Vagrant
4 3 (5.08%) webpack
5 2 (3.39%) Mercurial
5 2 (3.39%) Protractor
5 2 (3.39%) Selenium
General
1 12 (20.34%) Finance
2 7 (11.86%) Retail
3 3 (5.08%) Legal
4 1 (1.69%) Banking
4 1 (1.69%) Marketing
Job Titles
1 16 (27.12%) DevOps Engineer
2 13 (22.03%) Developer
3 12 (20.34%) Analyst
4 9 (15.25%) Operations Engineer
5 8 (13.56%) Linux/Unix DevOps
6 7 (11.86%) DBA
6 7 (11.86%) Site Reliability Engineer
6 7 (11.86%) Software Engineer
7 6 (10.17%) Data Analyst
7 6 (10.17%) DevOps Manager
7 6 (10.17%) Dynamics AX Developer
7 6 (10.17%) Linux DevOps Engineer
7 6 (10.17%) Linux Engineer
7 6 (10.17%) SQL Analyst
7 6 (10.17%) SQL Data Analyst
7 6 (10.17%) Technical Manager
8 5 (8.47%) Full Stack Developer
9 4 (6.78%) Support Analyst
10 3 (5.08%) Systems Engineer
10 3 (5.08%) Technical Support
Libraries, Frameworks & Software Standards
1 12 (20.34%) Middleware
2 8 (13.56%) .NET
3 5 (8.47%) JSON
3 5 (8.47%) REST
3 5 (8.47%) RESTful
3 5 (8.47%) SOAP
3 5 (8.47%) Web Services
4 3 (5.08%) AngularJS
4 3 (5.08%) LAMP
4 3 (5.08%) Node.js
4 3 (5.08%) Symfony
5 2 (3.39%) ASP.NET Web API
5 2 (3.39%) ASP.NET Web Forms
5 2 (3.39%) CSS
5 2 (3.39%) HTML
6 1 (1.69%) Kafka
Miscellaneous
1 37 (62.71%) Algorithms
2 11 (18.64%) Analytical Skills
3 7 (11.86%) Clustering
3 7 (11.86%) Replication
4 6 (10.17%) Taxonomies
5 1 (1.69%) Fintech
Operating Systems
1 33 (55.93%) Windows
2 32 (54.24%) Linux
3 3 (5.08%) CentOS
3 3 (5.08%) Red Hat Enterprise Linux
Processes & Methodologies
1 31 (52.54%) OO
2 30 (50.85%) BDD
2 30 (50.85%) Software Engineering
2 30 (50.85%) TDD
3 29 (49.15%) Configuration Management
4 28 (47.46%) DevOps
4 28 (47.46%) Site Reliability Engineering
4 28 (47.46%) Software Testing
5 26 (44.07%) Agile Software Development
6 25 (42.37%) Coaching
7 21 (35.59%) Scrum
8 20 (33.90%) Test Automation
9 16 (27.12%) OOD
9 16 (27.12%) Performance Monitoring
9 16 (27.12%) System Testing
10 13 (22.03%) Innovative Thinking
10 13 (22.03%) Open Source
11 12 (20.34%) Pair Programming
12 11 (18.64%) ERP
13 9 (15.25%) Business Intelligence
Programming Languages
1 37 (62.71%) C#
2 34 (57.63%) JavaScript
3 32 (54.24%) PHP
4 31 (52.54%) Java
4 31 (52.54%) Python
4 31 (52.54%) Ruby
5 29 (49.15%) Perl
5 29 (49.15%) PowerShell
5 29 (49.15%) Shell Script
6 22 (37.29%) SQL
7 9 (15.25%) X++
Qualifications
1 1 (1.69%) Degree
Quality Assurance & Compliance
1 6 (10.17%) Data Quality
Systems Management
1 31 (52.54%) Opscode Chef
2 29 (49.15%) Puppet
3 17 (28.81%) Ansible
Vendors
1 11 (18.64%) Microsoft
2 10 (16.95%) Oracle
3 4 (6.78%) Google
4 3 (5.08%) Red Hat
5 2 (3.39%) Tableau
6 1 (1.69%) Ab Initio
6 1 (1.69%) Alteryx
6 1 (1.69%) Informatica