Period
to 24 January 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the East of England. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 24 January 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
24 Jan 2019
Same period 2018 Same period 2017
Rank 270 250 288
Rank change year-on-year -20 +38 -38
Permanent jobs citing Data Structures 52 104 67
As % of all permanent IT jobs advertised in the East of England 0.55% 0.87% 0.54%
As % of the Miscellaneous category 1.29% 2.14% 1.46%
Number of salaries quoted 32 58 54
East of England median annual salary £50,000 £60,000 £50,000
Median salary % change year-on-year -16.67% +20.00% +11.11%
10th Percentile £30,000 £40,000 £18,000
90th Percentile £77,000 £65,000 £78,750
England median annual salary £62,500 £60,000 £62,500
% change year-on-year +4.17% -4.00% +4.17%

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 of England with a requirement for generic IT skills.

All Generic IT Skills
East of England
Permanent vacancies with a requirement for generic IT skills 4,030 4,859 4,580
As % of all permanent IT jobs advertised in the East of England 42.75% 40.54% 36.64%
Number of salaries quoted 2,924 3,733 3,699
East of England median annual salary £47,500 £48,500 £45,000
Median salary % change year-on-year -2.06% +7.78% -
10th Percentile £26,250 £27,500 £25,500
90th Percentile £72,500 £71,250 £70,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

Data Structures
Job Vacancy Trend in the East of England

Job postings citing Data Structures as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Data Structures in the East of England

Data Structures
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in the East of England.

Salary trend for Data Structures in the East of England

Data Structures
Salary Histogram in the East of England

The salary distribution of IT jobs citing Data Structures in the East of England over the 6 months to 24 January 2019.

Salary histogram for Data Structures in the East of England

Data Structures
Job Locations in the East of England

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 of England region over the 6 months to 24 January 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
Cambridgeshire -3 38 £57,500 +15.00% 7
Hertfordshire +40 10 £30,000 -42.86% 5
Suffolk +7 3 £80,000 +33.33%
Norfolk - 1 £38,000 -
Data Structures
England

For the 6 months to 24 January 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 of England region with a requirement for Data Structures.

1 23 (44.23%) Java
2 22 (42.31%) Amazon AWS
2 22 (42.31%) Algorithms
3 21 (40.38%) Software Engineering
4 20 (38.46%) Agile Software Development
5 16 (30.77%) Degree
5 16 (30.77%) Test Automation
6 14 (26.92%) XML
6 14 (26.92%) Linux
6 14 (26.92%) Docker
7 13 (25.00%) Analytical Skills
7 13 (25.00%) HTML
8 12 (23.08%) SQL Server
8 12 (23.08%) JSON
9 11 (21.15%) Computer Science
9 11 (21.15%) CRM
9 11 (21.15%) Salesforce.com
9 11 (21.15%) Problem-Solving
10 10 (19.23%) Microsoft
10 10 (19.23%) Web Services
10 10 (19.23%) Microsoft Azure
11 9 (17.31%) Red Hat Enterprise Linux
11 9 (17.31%) SaaS
11 9 (17.31%) Data Management
11 9 (17.31%) Red Hat
11 9 (17.31%) Virtual Team
11 9 (17.31%) Salesforce.com CRM
12 8 (15.38%) Computer Science Degree
12 8 (15.38%) SQL
12 8 (15.38%) Unit Testing

Data Structures
Co-occurring IT Skills in the East of England 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 4 (7.69%) Cloud Foundry
2 3 (5.77%) Elasticsearch
3 2 (3.85%) SAS
Applications
1 3 (5.77%) Microsoft Excel
2 2 (3.85%) Microsoft Office
Business Applications
1 9 (17.31%) Salesforce.com CRM
2 1 (1.92%) Dynamics CRM
Cloud Services
1 22 (42.31%) Amazon AWS
2 10 (19.23%) Microsoft Azure
3 9 (17.31%) SaaS
4 6 (11.54%) Firebase
4 6 (11.54%) Google Cloud Platform
5 3 (5.77%) AWS Lambda
5 3 (5.77%) Cloud Computing
5 3 (5.77%) Serverless
6 1 (1.92%) Dynamics 365
Communications & Networking
1 1 (1.92%) Software-Defined Networking
1 1 (1.92%) SSL
Database & Business Intelligence
1 12 (23.08%) SQL Server
2 6 (11.54%) MongoDB
2 6 (11.54%) SQL Server Integration Services
3 5 (9.62%) Relational Database
4 4 (7.69%) Data Warehouse
4 4 (7.69%) NoSQL
4 4 (7.69%) SQL Server Reporting Services
5 3 (5.77%) Data Lake
5 3 (5.77%) HBase
5 3 (5.77%) QlikView
5 3 (5.77%) RDBMS
6 2 (3.85%) Base SAS
6 2 (3.85%) Microsoft Analysis Services
6 2 (3.85%) SQL Server 2008
6 2 (3.85%) SQL Server Analysis Services
7 1 (1.92%) Amazon Redshift
7 1 (1.92%) Cosmos DB
7 1 (1.92%) Power BI
Development Applications
1 3 (5.77%) Git (software)
2 1 (1.92%) Gradle
2 1 (1.92%) Jenkins
2 1 (1.92%) JUnit
2 1 (1.92%) Maven
2 1 (1.92%) Selenium
2 1 (1.92%) Travis CI
General
1 5 (9.62%) Finance
2 2 (3.85%) Marketing
2 2 (3.85%) Pharmaceutical
3 1 (1.92%) Banking
Job Titles
1 20 (38.46%) Software Engineer
2 12 (23.08%) Analyst
3 9 (17.31%) Support Analyst
4 8 (15.38%) Applications Support
4 8 (15.38%) Applications Support Analyst
5 5 (9.62%) Developer
5 5 (9.62%) Senior Software Tester
5 5 (9.62%) Senior Tester
5 5 (9.62%) Software Tester
5 5 (9.62%) Tester
6 4 (7.69%) Architect
6 4 (7.69%) Data Architect
6 4 (7.69%) Java Engineer
6 4 (7.69%) Java Software Engineer
6 4 (7.69%) Senior Software Engineer
7 3 (5.77%) AWS Architect
7 3 (5.77%) Business Intelligence Analyst
7 3 (5.77%) C# Developer
7 3 (5.77%) Lead Software Engineer
8 2 (3.85%) Data Engineer
Libraries, Frameworks & Software Standards
1 14 (26.92%) XML
2 13 (25.00%) HTML
3 12 (23.08%) JSON
4 10 (19.23%) Web Services
5 7 (13.46%) REST
6 6 (11.54%) RESTful
6 6 (11.54%) TensorFlow
7 5 (9.62%) Gherkin
7 5 (9.62%) SOAP
8 4 (7.69%) CSS
8 4 (7.69%) jQuery
8 4 (7.69%) Node.js
9 2 (3.85%) Hibernate
9 2 (3.85%) JDBC
9 2 (3.85%) JPA
9 2 (3.85%) LESS
9 2 (3.85%) Polymer
9 2 (3.85%) Spring
9 2 (3.85%) Web Components
10 1 (1.92%) AngularJS
Miscellaneous
1 22 (42.31%) Algorithms
2 13 (25.00%) Analytical Skills
3 9 (17.31%) Virtual Team
4 4 (7.69%) Enterprise Cloud
5 3 (5.77%) Enterprise Software
6 1 (1.92%) Blog
6 1 (1.92%) Life Science
6 1 (1.92%) Management Information System
6 1 (1.92%) PKI
Operating Systems
1 14 (26.92%) Linux
2 9 (17.31%) Red Hat Enterprise Linux
3 5 (9.62%) Windows
Processes & Methodologies
1 21 (40.38%) Software Engineering
2 20 (38.46%) Agile Software Development
3 16 (30.77%) Test Automation
4 11 (21.15%) Computer Science
4 11 (21.15%) CRM
4 11 (21.15%) Problem-Solving
5 9 (17.31%) Data Management
6 8 (15.38%) Unit Testing
7 7 (13.46%) Continuous Integration
7 7 (13.46%) TDD
8 6 (11.54%) Analytics
8 6 (11.54%) Data Modelling
8 6 (11.54%) DevOps
8 6 (11.54%) ETL
8 6 (11.54%) Machine Learning
8 6 (11.54%) Multithreading
8 6 (11.54%) Scrum
9 5 (9.62%) API Testing
9 5 (9.62%) Biometrics
9 5 (9.62%) Defect Tracking
Programming Languages
1 23 (44.23%) Java
2 8 (15.38%) SQL
3 7 (13.46%) Python
4 6 (11.54%) Kotlin
5 5 (9.62%) JavaScript
6 3 (5.77%) C#
6 3 (5.77%) C++
6 3 (5.77%) T-SQL
7 1 (1.92%) Groovy
7 1 (1.92%) Perl
7 1 (1.92%) Ruby
Qualifications
1 16 (30.77%) Degree
2 8 (15.38%) Computer Science Degree
Quality Assurance & Compliance
1 5 (9.62%) QA
2 2 (3.85%) Data Quality
3 1 (1.92%) GDPR
System Software
1 14 (26.92%) Docker
2 1 (1.92%) Active Directory
Systems Management
1 7 (13.46%) Kubernetes
2 2 (3.85%) Ansible
3 1 (1.92%) Opscode Chef
3 1 (1.92%) Puppet
3 1 (1.92%) Single Sign-On
Vendors
1 11 (21.15%) Salesforce.com
2 10 (19.23%) Microsoft
3 9 (17.31%) Red Hat
4 6 (11.54%) Google
5 5 (9.62%) WorldPay
6 3 (5.77%) Alteryx
7 1 (1.92%) Tableau