Period
to 10 December 2017

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 10 December 2017 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
10 Dec 2017
Same period 2016 Same period 2015
Rank 209 214 226
Rank change year-on-year +5 +12 +13
Permanent jobs citing Data Structures 22 53 39
As % of all permanent IT jobs advertised in the East Midlands 0.42% 0.83% 0.54%
As % of the Miscellaneous category 1.12% 2.21% 1.32%
Number of salaries quoted 15 43 32
East Midlands median annual salary £50,000 £46,000 £38,000
Median salary % change year-on-year +8.70% +21.05% -10.59%
10th Percentile £31,500 £26,537 £27,750
90th Percentile £65,500 £75,000 £75,000
England median annual salary £55,500 £62,500 £60,000
% change year-on-year -11.20% +4.17% +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 1965 2396 2953
As % of all permanent IT jobs advertised in the East Midlands 37.50% 37.67% 40.64%
Number of salaries quoted 1610 1897 2248
East Midlands median annual salary £40,000 £40,000 £40,000
10th Percentile £23,500 £23,750 £21,750
90th Percentile £62,500 £65,000 £58,750
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +6.67%

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 10 December 2017.

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 10 December 2017. 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 -6 9 £50,000 -28.57% 1
Northamptonshire +28 6 - -
Leicestershire +16 4 £45,000 +50.00% 1
Derbyshire -10 1 £30,000 +25.00%
Data Structures
England

For the 6 months to 10 December 2017, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the East Midlands region with a requirement for Data Structures.

1 10 (45.45%) Analytical Skills
2 9 (40.91%) Agile Software Development
3 8 (36.36%) JavaScript
3 8 (36.36%) SQL
4 7 (31.82%) Java
4 7 (31.82%) Retail
5 6 (27.27%) C#
6 5 (22.73%) Microsoft
6 5 (22.73%) Scrum
6 5 (22.73%) ETL
6 5 (22.73%) Talend Open Studio
6 5 (22.73%) Data Governance
6 5 (22.73%) Data Quality
6 5 (22.73%) Talend
6 5 (22.73%) Algorithms
6 5 (22.73%) Multichannel Retail
7 4 (18.18%) Mobile App
7 4 (18.18%) Telematics
7 4 (18.18%) Kanban
7 4 (18.18%) Business Intelligence
7 4 (18.18%) ERP
7 4 (18.18%) CSS
7 4 (18.18%) OO
7 4 (18.18%) Python
7 4 (18.18%) .NET
7 4 (18.18%) SQL Server
8 3 (13.64%) Visual Studio
8 3 (13.64%) HTML
8 3 (13.64%) JD Edwards
8 3 (13.64%) Finance

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 2 (9.09%) Apache Spark
2 1 (4.55%) Elasticsearch
Applications
1 2 (9.09%) Microsoft Excel
1 2 (9.09%) Microsoft PowerPoint
2 1 (4.55%) Spreadsheet
Business Applications
1 3 (13.64%) Dynamics AX
Cloud Services
1 3 (13.64%) Dynamics 365
2 2 (9.09%) npm
3 1 (4.55%) Google Cloud Platform
3 1 (4.55%) Google Play
Database & Business Intelligence
1 4 (18.18%) SQL Server
2 3 (13.64%) SQL Server Analysis Services
2 3 (13.64%) SQL Server Reporting Services
3 2 (9.09%) Big Data
3 2 (9.09%) Hadoop
3 2 (9.09%) InterSystems Cache
3 2 (9.09%) MongoDB
3 2 (9.09%) NoSQL
3 2 (9.09%) RDBMS
3 2 (9.09%) Relational Database
4 1 (4.55%) Apache Hive
4 1 (4.55%) BigQuery
4 1 (4.55%) QlikView
Development Applications
1 5 (22.73%) Talend Open Studio
2 3 (13.64%) Team Foundation Server
2 3 (13.64%) Visual Studio
3 2 (9.09%) Babel
3 2 (9.09%) Git (software)
3 2 (9.09%) JIRA
3 2 (9.09%) Subversion
3 2 (9.09%) webpack
General
1 7 (31.82%) Retail
2 3 (13.64%) Finance
Job Titles
1 11 (50.00%) Developer
2 8 (36.36%) Analyst
3 6 (27.27%) Data Analyst
4 5 (22.73%) Data Quality Analyst
4 5 (22.73%) ETL Analyst
4 5 (22.73%) Quality Analyst
4 5 (22.73%) SQL Analyst
4 5 (22.73%) SQL Data Analyst
5 3 (13.64%) Dynamics AX Developer
5 3 (13.64%) Lead Developer
6 2 (9.09%) Analyst Developer
6 2 (9.09%) Architect
6 2 (9.09%) Java Architect
6 2 (9.09%) Java Developer
6 2 (9.09%) Java Technical Architect
6 2 (9.09%) Senior Developer
6 2 (9.09%) Senior UI Developer
6 2 (9.09%) Technical Architect
6 2 (9.09%) UI Developer
7 1 (4.55%) Big Data Analyst
Libraries, Frameworks & Software Standards
1 4 (18.18%) .NET
1 4 (18.18%) CSS
2 3 (13.64%) HTML
3 2 (9.09%) DOM
3 2 (9.09%) Immutable.js
3 2 (9.09%) J2EE
3 2 (9.09%) JSON
3 2 (9.09%) React
3 2 (9.09%) Redux
3 2 (9.09%) RESTful
4 1 (4.55%) Ajax
4 1 (4.55%) ASP.NET
4 1 (4.55%) jQuery
4 1 (4.55%) XML
Miscellaneous
1 10 (45.45%) Analytical Skills
2 5 (22.73%) Algorithms
3 4 (18.18%) Mobile App
4 2 (9.09%) Computer Science
4 2 (9.09%) Enterprise Software
4 2 (9.09%) User Experience
5 1 (4.55%) Fintech
5 1 (4.55%) FMCG
5 1 (4.55%) iPad
5 1 (4.55%) iPhone
5 1 (4.55%) Management Information System
5 1 (4.55%) Reference Data
Operating Systems
1 2 (9.09%) Linux
1 2 (9.09%) Unix
2 1 (4.55%) Android
2 1 (4.55%) Apple iOS
Processes & Methodologies
1 9 (40.91%) Agile Software Development
2 5 (22.73%) Data Governance
2 5 (22.73%) ETL
2 5 (22.73%) Multichannel Retail
2 5 (22.73%) Scrum
3 4 (18.18%) Business Intelligence
3 4 (18.18%) ERP
3 4 (18.18%) Kanban
3 4 (18.18%) OO
3 4 (18.18%) Telematics
4 3 (13.64%) Continuous Integration
4 3 (13.64%) Data Analysis
4 3 (13.64%) Data Migration
4 3 (13.64%) Migration
4 3 (13.64%) Multithreading
4 3 (13.64%) Stakeholder Management
4 3 (13.64%) Translating Business Requirements
5 2 (9.09%) Front End Development
5 2 (9.09%) Isomorphic JavaScript
5 2 (9.09%) Mobile Development
Programming Languages
1 8 (36.36%) JavaScript
1 8 (36.36%) SQL
2 7 (31.82%) Java
3 6 (27.27%) C#
4 4 (18.18%) Python
5 3 (13.64%) PowerShell
5 3 (13.64%) X++
6 2 (9.09%) C++
6 2 (9.09%) ECMAScript
6 2 (9.09%) Perl
6 2 (9.09%) PHP
6 2 (9.09%) R
6 2 (9.09%) Ruby
6 2 (9.09%) Shell Script
7 1 (4.55%) Apple Swift
7 1 (4.55%) C
7 1 (4.55%) Objective-C
7 1 (4.55%) VBA
Qualifications
1 2 (9.09%) Degree
1 2 (9.09%) Master's Degree
2 1 (4.55%) Computer Science Degree
2 1 (4.55%) Numerate Degree
2 1 (4.55%) PhD
Quality Assurance & Compliance
1 5 (22.73%) Data Quality
2 1 (4.55%) QA
Vendors
1 5 (22.73%) Microsoft
1 5 (22.73%) Talend
2 3 (13.64%) JD Edwards
2 3 (13.64%) Tableau
3 2 (9.09%) Google
4 1 (4.55%) Capita