Period
to 19 November 2018

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 19 November 2018 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 257 250 295
Rank change year-on-year -7 +45 -24
Permanent jobs citing Data Structures 74 107 73
As % of all permanent IT jobs advertised in the East of England 0.73% 0.90% 0.56%
As % of the Miscellaneous category 1.59% 1.91% 1.33%
Number of salaries quoted 60 67 56
East of England median annual salary £50,000 £52,500 £50,000
Median salary % change year-on-year -4.76% +5.00% +25.00%
10th Percentile £32,500 £36,250 £23,750
90th Percentile £72,500 £71,750 £78,750
England median annual salary £62,500 £55,000 £60,000
% change year-on-year +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 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 4,659 5,592 5,496
As % of all permanent IT jobs advertised in the East of England 45.87% 46.85% 41.79%
Number of salaries quoted 3,494 4,402 4,474
East of England median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £26,250 £26,250 £25,000
90th Percentile £72,500 £71,250 £70,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

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 19 November 2018.

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 19 November 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
Cambridgeshire +18 53 £60,000 +20.00% 16
Hertfordshire +1 11 £38,750 -29.55% 3
Essex -1 5 £60,000 +50.00% 1
Norfolk +11 3 £38,000 +1.33%
Bedfordshire -2 2 £35,000 -55.13%
Data Structures
England

For the 6 months to 19 November 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 of England region with a requirement for Data Structures.

1 37 (50.00%) Java
2 32 (43.24%) Agile Software Development
2 32 (43.24%) Software Engineering
3 31 (41.89%) Algorithms
4 22 (29.73%) Amazon AWS
5 18 (24.32%) SQL Server
5 18 (24.32%) HTML
5 18 (24.32%) SQL
5 18 (24.32%) Web Services
5 18 (24.32%) Unit Testing
6 17 (22.97%) Degree
6 17 (22.97%) Microsoft
6 17 (22.97%) Microsoft Azure
7 16 (21.62%) NoSQL
7 16 (21.62%) JSON
8 15 (20.27%) Test Automation
8 15 (20.27%) Docker
9 14 (18.92%) Analytical Skills
10 13 (17.57%) Multithreading
10 13 (17.57%) MongoDB
10 13 (17.57%) Continuous Integration
11 11 (14.86%) jQuery
11 11 (14.86%) Computer Science
11 11 (14.86%) Data Management
11 11 (14.86%) SQL Server Reporting Services
11 11 (14.86%) T-SQL
11 11 (14.86%) C#
11 11 (14.86%) CSS
11 11 (14.86%) JavaScript
11 11 (14.86%) SDLC

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 8 (10.81%) Elasticsearch
2 5 (6.76%) Apache
2 5 (6.76%) Cloud Foundry
3 2 (2.70%) SAS
4 1 (1.35%) Apache Pig
4 1 (1.35%) Apache Spark
Applications
1 4 (5.41%) Microsoft Excel
2 2 (2.70%) Microsoft Office
Business Applications
1 7 (9.46%) Salesforce.com CRM
2 2 (2.70%) Dynamics CRM
Cloud Services
1 22 (29.73%) Amazon AWS
2 17 (22.97%) Microsoft Azure
3 8 (10.81%) Cloud Computing
3 8 (10.81%) SaaS
4 6 (8.11%) Firebase
4 6 (8.11%) Google Cloud Platform
5 2 (2.70%) Dynamics 365
Communications & Networking
1 4 (5.41%) FTP
2 1 (1.35%) 802.15
2 1 (1.35%) Internet
2 1 (1.35%) OpenFlow
2 1 (1.35%) ZigBee
Database & Business Intelligence
1 18 (24.32%) SQL Server
2 16 (21.62%) NoSQL
3 13 (17.57%) MongoDB
4 11 (14.86%) SQL Server Reporting Services
5 10 (13.51%) SQL Server Integration Services
6 8 (10.81%) Data Warehouse
6 8 (10.81%) HBase
7 7 (9.46%) Big Data
7 7 (9.46%) Relational Database
8 6 (8.11%) Hadoop
8 6 (8.11%) MySQL
9 5 (6.76%) PostgreSQL
9 5 (6.76%) SQL Server 2008
9 5 (6.76%) SQL Server Analysis Services
10 4 (5.41%) Enterprise Data Warehouse
10 4 (5.41%) RDBMS
11 3 (4.05%) Cosmos DB
11 3 (4.05%) Microsoft Analysis Services
12 2 (2.70%) Base SAS
12 2 (2.70%) SQL Server 2016
Development Applications
1 9 (12.16%) Git (software)
2 7 (9.46%) Maven
3 2 (2.70%) Gradle
3 2 (2.70%) JUnit
4 1 (1.35%) Jenkins
4 1 (1.35%) Selenium
4 1 (1.35%) Subversion
4 1 (1.35%) Travis CI
General
1 5 (6.76%) Finance
2 2 (2.70%) Banking
2 2 (2.70%) Pharmaceutical
2 2 (2.70%) Retail
3 1 (1.35%) Advertising
3 1 (1.35%) Marketing
3 1 (1.35%) Telecoms
Job Titles
1 31 (41.89%) Software Engineer
2 18 (24.32%) Developer
3 11 (14.86%) C# Developer
4 10 (13.51%) Analyst
5 7 (9.46%) Applications Support
5 7 (9.46%) Applications Support Analyst
5 7 (9.46%) Support Analyst
6 6 (8.11%) Architect
7 5 (6.76%) Java Engineer
7 5 (6.76%) Java Software Engineer
7 5 (6.76%) JavaScript Engineer
8 4 (5.41%) IT Architect
8 4 (5.41%) Machine Learning Engineer
8 4 (5.41%) Python Engineer
8 4 (5.41%) Python Software Engineer
8 4 (5.41%) Solutions Architect
9 3 (4.05%) Business Intelligence Developer
9 3 (4.05%) Lead Software Engineer
9 3 (4.05%) Senior Software Engineer
9 3 (4.05%) Software Architect
Libraries, Frameworks & Software Standards
1 18 (24.32%) HTML
1 18 (24.32%) Web Services
2 16 (21.62%) JSON
3 11 (14.86%) CSS
3 11 (14.86%) jQuery
4 10 (13.51%) XML
5 9 (12.16%) Spring
6 7 (9.46%) RESTful
7 6 (8.11%) REST
7 6 (8.11%) TensorFlow
8 5 (6.76%) Apache Commons
8 5 (6.76%) HTML5
8 5 (6.76%) Node.js
8 5 (6.76%) OSGi
8 5 (6.76%) SOAP
8 5 (6.76%) WSDL
9 4 (5.41%) .NET
9 4 (5.41%) AngularJS
9 4 (5.41%) Hibernate
10 3 (4.05%) LESS
Miscellaneous
1 31 (41.89%) Algorithms
2 14 (18.92%) Analytical Skills
3 11 (14.86%) Computer Science
4 5 (6.76%) Enterprise Cloud
5 4 (5.41%) Virtual Team
6 3 (4.05%) Enterprise Software
7 2 (2.70%) NHS
8 1 (1.35%) Analytical Mindset
8 1 (1.35%) Device Driver
8 1 (1.35%) Internet of Things
8 1 (1.35%) Management Information System
8 1 (1.35%) Smart City
Operating Systems
1 10 (13.51%) Windows
2 8 (10.81%) Linux
3 7 (9.46%) Red Hat Enterprise Linux
Processes & Methodologies
1 32 (43.24%) Agile Software Development
1 32 (43.24%) Software Engineering
2 18 (24.32%) Unit Testing
3 15 (20.27%) Test Automation
4 13 (17.57%) Continuous Integration
4 13 (17.57%) Multithreading
5 11 (14.86%) Data Management
5 11 (14.86%) Problem-Solving
5 11 (14.86%) SDLC
6 10 (13.51%) CRM
6 10 (13.51%) OOP
7 9 (12.16%) ETL
7 9 (12.16%) Machine Learning
7 9 (12.16%) Mathematical Modelling
7 9 (12.16%) Mathematics
8 8 (10.81%) Data Modelling
8 8 (10.81%) Microservices
8 8 (10.81%) MVC
9 7 (9.46%) Business Intelligence
9 7 (9.46%) Scrum
Programming Languages
1 37 (50.00%) Java
2 18 (24.32%) SQL
3 11 (14.86%) C#
3 11 (14.86%) JavaScript
3 11 (14.86%) T-SQL
4 10 (13.51%) Python
5 9 (12.16%) C++
6 6 (8.11%) Kotlin
7 1 (1.35%) C
7 1 (1.35%) Embedded C
7 1 (1.35%) Groovy
7 1 (1.35%) Java 8
7 1 (1.35%) PHP
7 1 (1.35%) R
7 1 (1.35%) Ruby
7 1 (1.35%) Scala
Qualifications
1 17 (22.97%) Degree
2 7 (9.46%) Computer Science Degree
3 1 (1.35%) Numerate Degree
Quality Assurance & Compliance
1 3 (4.05%) Data Quality
2 1 (1.35%) GDPR
System Software
1 15 (20.27%) Docker
Systems Management
1 6 (8.11%) Kubernetes
Vendors
1 17 (22.97%) Microsoft
2 8 (10.81%) Salesforce.com
3 7 (9.46%) Red Hat
4 6 (8.11%) Google
4 6 (8.11%) Oracle
5 1 (1.35%) IBM
5 1 (1.35%) Tableau