Period
to 11 November 2019

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 11 November 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
11 Nov 2019
Same period 2018 Same period 2017
Rank 160 190 207
Rank change year-on-year +30 +17 +12
Permanent jobs citing Data Structures 33 34 26
As % of all permanent IT jobs advertised in the East Midlands 0.84% 0.74% 0.50%
As % of the Miscellaneous category 2.15% 1.92% 1.36%
Number of salaries quoted 28 24 22
East Midlands median annual salary £37,500 £45,000 £48,750
Median salary % change year-on-year -16.67% -7.69% -2.50%
10th Percentile £31,250 £34,000 £31,250
90th Percentile £45,375 £65,000 £62,500
England median annual salary £65,000 £62,500 £55,000
% change year-on-year +4.00% +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 1,538 1,772 1,916
As % of all permanent IT jobs advertised in the East Midlands 39.08% 38.45% 37.00%
Number of salaries quoted 1,285 1,365 1,557
East Midlands median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £26,250 £25,000 £23,000
90th Percentile £72,500 £67,000 £61,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

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 11 November 2019.

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 11 November 2019. 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
Leicestershire +15 14 £37,500 -16.67% 1
Lincolnshire +14 14 £32,500 +14.04% 3
Derbyshire - 5 £37,500 -
Data Structures
England

For the 6 months to 11 November 2019, 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 17 (51.52%) PHP
1 17 (51.52%) MySQL
2 15 (45.45%) JavaScript
2 15 (45.45%) Algorithms
3 14 (42.42%) Wireframes
3 14 (42.42%) AngularJS
3 14 (42.42%) Linux
3 14 (42.42%) OOP
3 14 (42.42%) Apache
3 14 (42.42%) SQL
3 14 (42.42%) MVC
3 14 (42.42%) LAMP
3 14 (42.42%) Unit Testing
4 13 (39.39%) Finance
4 13 (39.39%) Tableau
4 13 (39.39%) PHPUnit
4 13 (39.39%) Decision-Making
5 12 (36.36%) RESTful
5 12 (36.36%) Marketing
6 9 (27.27%) Python
6 9 (27.27%) AWS
7 8 (24.24%) Azure
7 8 (24.24%) Google
7 8 (24.24%) Talend
7 8 (24.24%) Looker
7 8 (24.24%) GCP
7 8 (24.24%) Snowplow
7 8 (24.24%) Data Modelling
7 8 (24.24%) ETL
7 8 (24.24%) Business Intelligence

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 14 (42.42%) Apache
Applications
1 1 (3.03%) Microsoft Excel
1 1 (3.03%) Microsoft Office
1 1 (3.03%) Simulink
1 1 (3.03%) Stateflow
Cloud Services
1 9 (27.27%) AWS
2 8 (24.24%) Azure
2 8 (24.24%) GCP
3 3 (9.09%) npm
4 1 (3.03%) AWS Elastic Beanstalk
4 1 (3.03%) AWS Lambda
4 1 (3.03%) Heroku
4 1 (3.03%) Serverless
Communications & Networking
1 1 (3.03%) Ethernet
1 1 (3.03%) FlexRay
1 1 (3.03%) HTTP
Database & Business Intelligence
1 17 (51.52%) MySQL
2 8 (24.24%) Looker
3 3 (9.09%) MariaDB
4 1 (3.03%) Data Lake
4 1 (3.03%) NoSQL
Development Applications
1 13 (39.39%) PHPUnit
2 5 (15.15%) Git (software)
3 3 (9.09%) Grunt
3 3 (9.09%) PuPHPet
3 3 (9.09%) Vagrant
3 3 (9.09%) webpack
4 1 (3.03%) Bitbucket
4 1 (3.03%) fastlane
4 1 (3.03%) GoCD
4 1 (3.03%) Jenkins
4 1 (3.03%) Travis CI
General
1 13 (39.39%) Finance
2 12 (36.36%) Marketing
3 7 (21.21%) Retail
4 3 (9.09%) Manufacturing
5 2 (6.06%) Banking
6 1 (3.03%) Automotive
6 1 (3.03%) German Language
Job Titles
1 25 (75.76%) Developer
2 14 (42.42%) PHP Developer
3 6 (18.18%) Business Developer
3 6 (18.18%) Business Intelligence Developer
4 5 (15.15%) Analyst
4 5 (15.15%) Commercial Analyst
4 5 (15.15%) Full Stack Developer
5 4 (12.12%) PHP Web Developer
5 4 (12.12%) Senior Developer
5 4 (12.12%) Web Developer
6 3 (9.09%) Senior Full Stack Developer
7 1 (3.03%) AWS Engineer
7 1 (3.03%) Data Engineer
7 1 (3.03%) iOS Developer
7 1 (3.03%) Node.js Developer
7 1 (3.03%) Senior PHP Developer
7 1 (3.03%) Senior Software Engineer
7 1 (3.03%) Software Engineer
Libraries, Frameworks & Software Standards
1 14 (42.42%) AngularJS
1 14 (42.42%) LAMP
2 12 (36.36%) RESTful
3 4 (12.12%) Node.js
4 3 (9.09%) Ajax
4 3 (9.09%) CSS
4 3 (9.09%) HTML
4 3 (9.09%) jQuery
4 3 (9.09%) JSON
4 3 (9.09%) RabbitMQ
4 3 (9.09%) Symfony
4 3 (9.09%) XML
4 3 (9.09%) ZeroMQ
5 1 (3.03%) Cocoa
5 1 (3.03%) GraphQL
5 1 (3.03%) Laravel
5 1 (3.03%) React
5 1 (3.03%) REST
5 1 (3.03%) Silex
5 1 (3.03%) TensorFlow
Miscellaneous
1 15 (45.45%) Algorithms
2 4 (12.12%) Greenfield Project
3 3 (9.09%) Clustering
3 3 (9.09%) Life Science
3 3 (9.09%) User Experience
4 2 (6.06%) Mobile App
5 1 (3.03%) CUDA
5 1 (3.03%) Management Information System
Operating Systems
1 14 (42.42%) Linux
2 3 (9.09%) CentOS
2 3 (9.09%) Red Hat Enterprise Linux
3 1 (3.03%) Apple iOS
Processes & Methodologies
1 14 (42.42%) MVC
1 14 (42.42%) OOP
1 14 (42.42%) Unit Testing
1 14 (42.42%) Wireframes
2 13 (39.39%) Decision-Making
3 8 (24.24%) Business Analysis
3 8 (24.24%) Business Intelligence
3 8 (24.24%) Data Management
3 8 (24.24%) Data Modelling
3 8 (24.24%) ETL
4 7 (21.21%) Agile Software Development
4 7 (21.21%) Analytics
4 7 (21.21%) Data Governance
4 7 (21.21%) Data Science
4 7 (21.21%) Digital Analytics
4 7 (21.21%) Digital Marketing
4 7 (21.21%) ERP
4 7 (21.21%) Logistics
5 5 (15.15%) Data Visualisation
5 5 (15.15%) Visualisation
Programming Languages
1 17 (51.52%) PHP
2 15 (45.45%) JavaScript
3 14 (42.42%) SQL
4 9 (27.27%) Python
5 5 (15.15%) PHP 5
6 3 (9.09%) PHP 7
7 2 (6.06%) C
8 1 (3.03%) Apple Swift
8 1 (3.03%) C#
8 1 (3.03%) C++
8 1 (3.03%) Java
8 1 (3.03%) MATLAB
8 1 (3.03%) Objective-C
8 1 (3.03%) TypeScript
Qualifications
1 1 (3.03%) Computer Science Degree
1 1 (3.03%) Degree
Quality Assurance & Compliance
1 7 (21.21%) GDPR
2 1 (3.03%) ISO 26262
2 1 (3.03%) MISRA
Vendors
1 13 (39.39%) Tableau
2 8 (24.24%) Google
2 8 (24.24%) MicroStrategy
2 8 (24.24%) Snowplow
2 8 (24.24%) Talend
3 3 (9.09%) Red Hat
4 2 (6.06%) Oracle
5 1 (3.03%) Apple
5 1 (3.03%) NVIDIA
5 1 (3.03%) Zend