Period
to 23 February 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 23 February 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
23 Feb 2018
Same period 2017 Same period 2016
Rank 190 181 228
Rank change year-on-year -9 +47 +8
Permanent jobs citing Data Structures 47 63 34
As % of all permanent IT jobs advertised in the East Midlands 0.88% 1.03% 0.49%
As % of the Miscellaneous category 2.36% 2.75% 1.21%
Number of salaries quoted 28 52 30
East Midlands median annual salary £50,000 £35,000 £37,000
Median salary % change year-on-year +42.86% -5.41% -15.91%
10th Percentile £42,500 £27,500 £27,500
90th Percentile £75,000 £75,000 £75,000
England median annual salary £60,000 £60,000 £60,000

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 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 1,989 2,293 2,821
As % of all permanent IT jobs advertised in the East Midlands 37.35% 37.52% 40.99%
Number of salaries quoted 1,629 1,792 2,113
East Midlands median annual salary £40,000 £41,000 £40,000
Median salary % change year-on-year -2.44% +2.50% +2.56%
10th Percentile £25,000 £25,025 £22,750
90th Percentile £67,500 £65,000 £57,500
England median annual salary £50,000 £50,000 £50,000

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 23 February 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 23 February 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 +7 25 £50,000 -28.57% 1
Northamptonshire +15 7 - -
Leicestershire -13 4 £45,000 +28.57%
Derbyshire - 2 £31,500 -
Data Structures
England

For the 6 months to 23 February 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 32 (68.09%) Algorithms
2 31 (65.96%) Java
2 31 (65.96%) OO
3 29 (61.70%) JavaScript
3 29 (61.70%) Software Engineering
4 28 (59.57%) Ruby
4 28 (59.57%) Perl
4 28 (59.57%) PHP
4 28 (59.57%) Linux
4 28 (59.57%) Python
4 28 (59.57%) Shell Script
5 27 (57.45%) Windows
5 27 (57.45%) C#
6 26 (55.32%) Configuration Management
6 26 (55.32%) PowerShell
6 26 (55.32%) Microsoft Azure
6 26 (55.32%) Amazon AWS
6 26 (55.32%) DevOps
6 26 (55.32%) Opscode Chef
6 26 (55.32%) Puppet
7 25 (53.19%) BDD
7 25 (53.19%) NoSQL
7 25 (53.19%) Jenkins
7 25 (53.19%) Software Testing
7 25 (53.19%) TDD
8 22 (46.81%) Coaching
9 17 (36.17%) Agile Software Development
9 17 (36.17%) SQL
10 16 (34.04%) Scrum
11 15 (31.91%) Test Automation

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 13 (27.66%) Apache
1 13 (27.66%) IIS
Applications
1 2 (4.26%) Microsoft Office
Business Applications
1 1 (2.13%) Dynamics AX
Cloud Services
1 26 (55.32%) Amazon AWS
1 26 (55.32%) Microsoft Azure
2 1 (2.13%) Google Cloud Platform
2 1 (2.13%) Google Play
2 1 (2.13%) Office 365
Database & Business Intelligence
1 25 (53.19%) NoSQL
2 10 (21.28%) SQL Server
3 9 (19.15%) MongoDB
3 9 (19.15%) MySQL
4 2 (4.26%) SQL Server Reporting Services
5 1 (2.13%) BigQuery
5 1 (2.13%) QlikView
5 1 (2.13%) SQL Server Analysis Services
5 1 (2.13%) SQL Server Integration Services
Development Applications
1 25 (53.19%) Jenkins
General
1 6 (12.77%) Retail
2 3 (6.38%) Finance
Job Titles
1 10 (21.28%) Analyst
1 10 (21.28%) DevOps Engineer
2 9 (19.15%) Software Engineer
3 8 (17.02%) DBA
4 7 (14.89%) Developer
4 7 (14.89%) Technical Manager
5 6 (12.77%) Data Analyst
5 6 (12.77%) Data Quality Analyst
5 6 (12.77%) DevOps Manager
5 6 (12.77%) ETL Analyst
5 6 (12.77%) Quality Analyst
5 6 (12.77%) SQL Analyst
5 6 (12.77%) SQL Data Analyst
6 4 (8.51%) Systems Engineer
7 3 (6.38%) Java Developer
7 3 (6.38%) Operations Engineer
7 3 (6.38%) Senior Developer
8 2 (4.26%) Senior UI Developer
8 2 (4.26%) Site Engineer
8 2 (4.26%) UI Developer
Libraries, Frameworks & Software Standards
1 8 (17.02%) Middleware
2 1 (2.13%) .NET
2 1 (2.13%) Ajax
2 1 (2.13%) ASP.NET
2 1 (2.13%) CSS
2 1 (2.13%) jQuery
2 1 (2.13%) Spring
2 1 (2.13%) Spring Boot
2 1 (2.13%) XML
Miscellaneous
1 32 (68.09%) Algorithms
2 8 (17.02%) Analytical Skills
2 8 (17.02%) Clustering
2 8 (17.02%) Replication
3 2 (4.26%) Fintech
3 2 (4.26%) Mobile App
3 2 (4.26%) User Experience
4 1 (2.13%) FMCG
4 1 (2.13%) Greenfield Project
4 1 (2.13%) iPad
4 1 (2.13%) iPhone
4 1 (2.13%) Management Information System
4 1 (2.13%) Reference Data
Operating Systems
1 28 (59.57%) Linux
2 27 (57.45%) Windows
3 2 (4.26%) Unix
4 1 (2.13%) Android
4 1 (2.13%) Apple iOS
Processes & Methodologies
1 31 (65.96%) OO
2 29 (61.70%) Software Engineering
3 26 (55.32%) Configuration Management
3 26 (55.32%) DevOps
4 25 (53.19%) BDD
4 25 (53.19%) Software Testing
4 25 (53.19%) TDD
5 22 (46.81%) Coaching
6 17 (36.17%) Agile Software Development
7 16 (34.04%) Scrum
8 15 (31.91%) Test Automation
9 13 (27.66%) Pair Programming
10 12 (25.53%) OOD
10 12 (25.53%) Performance Monitoring
10 12 (25.53%) System Testing
11 9 (19.15%) Innovative Thinking
11 9 (19.15%) Open Source
12 8 (17.02%) Performance Tuning
13 6 (12.77%) Data Governance
13 6 (12.77%) Multichannel Retail
Programming Languages
1 31 (65.96%) Java
2 29 (61.70%) JavaScript
3 28 (59.57%) Perl
3 28 (59.57%) PHP
3 28 (59.57%) Python
3 28 (59.57%) Ruby
3 28 (59.57%) Shell Script
4 27 (57.45%) C#
5 26 (55.32%) PowerShell
6 17 (36.17%) SQL
7 1 (2.13%) Apple Swift
7 1 (2.13%) Objective-C
7 1 (2.13%) VBA
7 1 (2.13%) X++
Quality Assurance & Compliance
1 6 (12.77%) Data Quality
2 1 (2.13%) QA
Systems Management
1 26 (55.32%) Opscode Chef
1 26 (55.32%) Puppet
2 13 (27.66%) Ansible
Vendors
1 8 (17.02%) Oracle
2 6 (12.77%) Talend
3 2 (4.26%) Google
3 2 (4.26%) Microsoft
3 2 (4.26%) Tableau
4 1 (2.13%) Capita
4 1 (2.13%) Reuters