Period
to 6 April 2020

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 6 April 2020 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
6 Apr 2020
Same period 2019 Same period 2018
Rank 193 263 255
Rank change year-on-year +70 -8 +32
Permanent jobs citing Data Structures 53 35 122
As % of all permanent jobs advertised in the East of England 0.94% 0.41% 0.95%
As % of the Miscellaneous category 2.24% 1.03% 2.41%
Number of salaries quoted 19 19 86
Median annual salary £44,632 £46,000 £55,000
Median salary % change year-on-year -2.97% -16.36% +10.00%
10th Percentile £32,000 £29,000 £40,000
90th Percentile £80,000 £85,000 £65,000
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +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 2,370 3,408 5,060
As % of all permanent IT jobs advertised in the East of England 42.22% 40.06% 39.53%
Number of salaries quoted 1,634 2,511 3,777
Median annual salary £47,500 £47,500 £50,000
Median salary % change year-on-year - -5.00% +11.11%
10th Percentile £27,750 £26,750 £27,500
90th Percentile £77,500 £73,750 £71,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +0.37%

Data Structures
Job Vacancy Trend in the East of England

Job postings citing Data Structures as a proportion 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

3-month moving average salary quoted in 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

Salary distribution for jobs citing Data Structures in the East of England over the 6 months to 6 April 2020.

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 6 April 2020. 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 +55 25 £43,250 -5.98% 4
Bedfordshire +28 16 £35,000 -56.25%
Essex - 7 £44,632 - 3
Hertfordshire +20 5 £80,000 +166.67% 2
Data Structures
England

For the 6 months to 6 April 2020, 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 22 (41.51%) Agile Software Development
2 21 (39.62%) Algorithms
3 19 (35.85%) Business Intelligence
4 17 (32.08%) ETL
4 17 (32.08%) Analytical Skills
5 16 (30.19%) SQL
6 15 (28.30%) Data Modelling
6 15 (28.30%) Validation
7 14 (26.42%) Data Analysis
7 14 (26.42%) Problem-Solving
8 13 (24.53%) Visualisation
8 13 (24.53%) Data Quality
8 13 (24.53%) Analytics
9 12 (22.64%) Migration
9 12 (22.64%) Scrum
10 11 (20.75%) Computer Science
10 11 (20.75%) User Acceptance Testing
10 11 (20.75%) Data Mapping
10 11 (20.75%) C++
10 11 (20.75%) Inmon Methodology
10 11 (20.75%) Kimball Methodology
10 11 (20.75%) Stakeholder Engagement
10 11 (20.75%) Waterfall
10 11 (20.75%) Data Migration
10 11 (20.75%) Logical Data Model
10 11 (20.75%) Physical Data Model
11 10 (18.87%) Test Automation
11 10 (18.87%) Tableau
11 10 (18.87%) Software Engineering
11 10 (18.87%) TDD

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 3 (5.66%) Apache Spark
2 2 (3.77%) CMS
2 2 (3.77%) Umbraco
3 1 (1.89%) Elasticsearch
Applications
1 4 (7.55%) Microsoft Office
1 4 (7.55%) MS Visio
2 1 (1.89%) Microsoft Excel
2 1 (1.89%) Microsoft Project
Cloud Services
1 7 (13.21%) Azure
2 5 (9.43%) AWS
3 4 (7.55%) Cloud Computing
3 4 (7.55%) Power Platform
4 3 (5.66%) Amazon EMR
4 3 (5.66%) Amazon S3
4 3 (5.66%) Amazon SQS
4 3 (5.66%) Azure Data Factory
Communications & Networking
1 2 (3.77%) TCP/IP
2 1 (1.89%) Internet
Database & Business Intelligence
1 9 (16.98%) PostgreSQL
1 9 (16.98%) SQL Server
2 8 (15.09%) Data Warehouse
3 7 (13.21%) OLAP
4 6 (11.32%) MongoDB
4 6 (11.32%) NoSQL
5 5 (9.43%) Enterprise Data Warehouse
6 4 (7.55%) Power BI
6 4 (7.55%) Relational Database
7 3 (5.66%) Amazon Aurora
7 3 (5.66%) Amazon Redshift
7 3 (5.66%) Apache Hive
7 3 (5.66%) Electronic Patient Records
7 3 (5.66%) Microsoft Analysis Services
7 3 (5.66%) MySQL
7 3 (5.66%) Oracle BI EE
7 3 (5.66%) SQL Server Analysis Services
7 3 (5.66%) SQL Server Integration Services
7 3 (5.66%) SQL Server Reporting Services
7 3 (5.66%) Star Schema
Development Applications
1 7 (13.21%) Git (software)
2 4 (7.55%) Jenkins
3 3 (5.66%) Sonatype Nexus
4 2 (3.77%) JIRA
5 1 (1.89%) GoCD
5 1 (1.89%) Grunt
5 1 (1.89%) gulp
5 1 (1.89%) Subversion
5 1 (1.89%) webpack
General
1 7 (13.21%) Legal
2 5 (9.43%) Games
3 3 (5.66%) Finance
4 1 (1.89%) Law
4 1 (1.89%) Retail
Job Titles
1 16 (30.19%) Analyst
2 12 (22.64%) Data Analyst
3 11 (20.75%) Data Modeller
4 10 (18.87%) Developer
5 9 (16.98%) Data Engineer
6 6 (11.32%) Principal Engineer
7 4 (7.55%) Business Analyst
7 4 (7.55%) Business Intelligence Analyst
7 4 (7.55%) Business Intelligence Business Analyst
7 4 (7.55%) Test Automation Engineer
7 4 (7.55%) Test Engineer
8 3 (5.66%) Business Intelligence Developer
8 3 (5.66%) Product Manager
8 3 (5.66%) Senior Data Engineer
8 3 (5.66%) Senior Software Tester
8 3 (5.66%) Senior Tester
8 3 (5.66%) Software Engineer
8 3 (5.66%) Software Tester
8 3 (5.66%) Tester
9 2 (3.77%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 7 (13.21%) Gherkin
1 7 (13.21%) REST
1 7 (13.21%) SOAP
2 6 (11.32%) D3.js
3 5 (9.43%) CSS
3 5 (9.43%) HTML
4 4 (7.55%) AngularJS
5 3 (5.66%) JSON
6 2 (3.77%) .NET
6 2 (3.77%) HTML5
6 2 (3.77%) React
6 2 (3.77%) XML
7 1 (1.89%) Angular 2
7 1 (1.89%) ASP.NET MVC
7 1 (1.89%) LLVM
7 1 (1.89%) Node.js
7 1 (1.89%) OpenGL ES
7 1 (1.89%) Pixi.js
7 1 (1.89%) Redux
7 1 (1.89%) Vulkan
Miscellaneous
1 21 (39.62%) Algorithms
2 17 (32.08%) Analytical Skills
3 7 (13.21%) Virtual Team
4 4 (7.55%) Self-Motivation
5 3 (5.66%) Smartphone
6 2 (3.77%) User Experience
7 1 (1.89%) Client/Server
7 1 (1.89%) Enterprise Software
7 1 (1.89%) Internet of Things
7 1 (1.89%) iPhone
7 1 (1.89%) Linux Command Line
7 1 (1.89%) Mobile App
7 1 (1.89%) Online Games
Operating Systems
1 3 (5.66%) Unix
2 2 (3.77%) Android
2 2 (3.77%) Linux
3 1 (1.89%) Windows
Processes & Methodologies
1 22 (41.51%) Agile Software Development
2 19 (35.85%) Business Intelligence
3 17 (32.08%) ETL
4 15 (28.30%) Data Modelling
4 15 (28.30%) Validation
5 14 (26.42%) Data Analysis
5 14 (26.42%) Problem-Solving
6 13 (24.53%) Analytics
6 13 (24.53%) Visualisation
7 12 (22.64%) Migration
7 12 (22.64%) Scrum
8 11 (20.75%) Computer Science
8 11 (20.75%) Data Mapping
8 11 (20.75%) Data Migration
8 11 (20.75%) Inmon Methodology
8 11 (20.75%) Kimball Methodology
8 11 (20.75%) Logical Data Model
8 11 (20.75%) Stakeholder Engagement
8 11 (20.75%) User Acceptance Testing
8 11 (20.75%) Waterfall
Programming Languages
1 16 (30.19%) SQL
2 11 (20.75%) C++
3 9 (16.98%) Python
4 7 (13.21%) Go
4 7 (13.21%) Scala
5 5 (9.43%) C
6 4 (7.55%) Java
6 4 (7.55%) JavaScript
7 3 (5.66%) T-SQL
8 2 (3.77%) C#
9 1 (1.89%) Bash Shell
9 1 (1.89%) Embedded C
9 1 (1.89%) ES6
9 1 (1.89%) Perl
Qualifications
1 9 (16.98%) Degree
Quality Assurance & Compliance
1 13 (24.53%) Data Quality
2 7 (13.21%) QA
3 3 (5.66%) CDISC
3 3 (5.66%) HL7
System Software
1 1 (1.89%) Docker
Systems Management
1 1 (1.89%) Kubernetes
Vendors
1 10 (18.87%) Tableau
2 7 (13.21%) WorldPay
3 3 (5.66%) MicroStrategy
3 3 (5.66%) Talend
4 2 (3.77%) Capita
4 2 (3.77%) Liquidlogic
5 1 (1.89%) CA Agile Central
5 1 (1.89%) hybris
5 1 (1.89%) Oracle