Period
to 27 July 2021

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 27 July 2021 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
27 Jul 2021
Same period 2020 Same period 2019
Rank 163 147 240
Rank change year-on-year -16 +93 +12
Permanent jobs citing Data Structures 51 31 44
As % of all permanent jobs advertised in the East of England 1.08% 0.98% 0.59%
As % of the Miscellaneous category 2.76% 2.44% 1.67%
Number of salaries quoted 24 20 15
10th Percentile £30,875 £32,450 £29,400
25th Percentile £37,500 £41,974 £30,000
Median annual salary (50th Percentile) £45,000 £60,000 £46,000
Median % change year-on-year -25.00% +30.43% -16.36%
75th Percentile £72,813 £69,688 £82,500
90th Percentile £85,000 £72,500 £85,000
England median annual salary £65,000 £62,500 £65,000
% change year-on-year +4.00% -3.85% +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 1,851 1,269 2,640
As % of all permanent IT jobs advertised in the East of England 39.15% 39.92% 35.44%
Number of salaries quoted 830 938 1,934
10th Percentile £27,500 £27,500 £27,500
25th Percentile £36,250 £36,250 £36,250
Median annual salary (50th Percentile) £50,000 £47,500 £50,000
Median % change year-on-year +5.26% -5.00% +5.26%
75th Percentile £63,750 £62,500 £62,500
90th Percentile £77,500 £78,750 £75,000
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

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 27 July 2021.

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 27 July 2021. 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 -36 32 £80,000 +33.33% 1
Hertfordshire -8 8 £40,000 -36.00% 3
Essex +6 5 £45,000 +0.82% 2
Bedfordshire -6 4 £66,250 +89.29%
Norfolk - 2 £31,973 -
Data Structures
England

For the 6 months to 27 July 2021, 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 30 (58.82%) Java
2 25 (49.02%) SQL
3 23 (45.10%) Oracle
3 23 (45.10%) Python
4 19 (37.25%) CSS
4 19 (37.25%) HTML
5 17 (33.33%) C#
5 17 (33.33%) JavaScript
6 16 (31.37%) Microsoft
6 16 (31.37%) Games
6 16 (31.37%) Software Testing
7 14 (27.45%) Agile Software Development
7 14 (27.45%) OO
8 13 (25.49%) OOP
8 13 (25.49%) OCP
8 13 (25.49%) OCA
8 13 (25.49%) Oracle Certification
8 13 (25.49%) Java SE
8 13 (25.49%) CIW
8 13 (25.49%) HTML5
8 13 (25.49%) CSS3
8 13 (25.49%) Functional Programming
8 13 (25.49%) Algorithms
8 13 (25.49%) Java 8
9 11 (21.57%) Kubernetes
9 11 (21.57%) Software Engineering
10 10 (19.61%) Test Automation
10 10 (19.61%) Social Skills
11 9 (17.65%) Analytical Skills
11 9 (17.65%) ETL

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 (5.88%) NServiceBus
2 2 (3.92%) Apache Spark
Applications
1 4 (7.84%) Microsoft Excel
2 1 (1.96%) Microsoft Office
2 1 (1.96%) Microsoft PowerPoint
Business Applications
1 1 (1.96%) NetSuite
1 1 (1.96%) Oracle EBS R12
Cloud Services
1 7 (13.73%) Azure
2 6 (11.76%) SaaS
3 4 (7.84%) AWS
3 4 (7.84%) GCP
4 3 (5.88%) Power Platform
4 3 (5.88%) PowerApps
5 2 (3.92%) Amazon CloudWatch
5 2 (3.92%) Amazon EMR
5 2 (3.92%) Amazon S3
5 2 (3.92%) Amazon SQS
5 2 (3.92%) Azure Data Factory
5 2 (3.92%) Snowflake
6 1 (1.96%) Dynamics 365
Communications & Networking
1 6 (11.76%) HTTP
Database & Business Intelligence
1 8 (15.69%) SQL Server
2 7 (13.73%) MySQL
3 5 (9.80%) Relational Database
4 4 (7.84%) Crystal Reports
4 4 (7.84%) Data Warehouse
4 4 (7.84%) SQL Server Reporting Services
5 3 (5.88%) Power BI
6 2 (3.92%) Amazon Aurora
6 2 (3.92%) Amazon Redshift
6 2 (3.92%) Apache Hive
6 2 (3.92%) BigQuery
6 2 (3.92%) Data Lake
6 2 (3.92%) Electronic Patient Records
6 2 (3.92%) Oracle ODI
6 2 (3.92%) PostgreSQL
6 2 (3.92%) Star Schema
7 1 (1.96%) Metadata
7 1 (1.96%) Oracle Reports
Development Applications
1 5 (9.80%) Git (software)
2 3 (5.88%) Eclipse
2 3 (5.88%) JIRA
2 3 (5.88%) Maven
2 3 (5.88%) Selenium
2 3 (5.88%) TestNG
2 3 (5.88%) WebDriver
3 2 (3.92%) Jenkins
3 2 (3.92%) Sonatype Nexus
General
1 16 (31.37%) Games
2 10 (19.61%) Social Skills
3 9 (17.65%) Analytical Skills
3 9 (17.65%) Manufacturing
4 5 (9.80%) Pharmaceutical
5 2 (3.92%) Inclusion and Diversity
5 2 (3.92%) Law
6 1 (1.96%) Documentation Skills
6 1 (1.96%) Electronics
6 1 (1.96%) Finance
6 1 (1.96%) Presentation Skills
6 1 (1.96%) Retail
Job Titles
1 14 (27.45%) Analyst
2 13 (25.49%) Games Tester
2 13 (25.49%) Software Tester
2 13 (25.49%) Tester
2 13 (25.49%) Trainee
2 13 (25.49%) Trainee Software Tester
2 13 (25.49%) Trainee Tester
3 6 (11.76%) Applications Support
3 6 (11.76%) Software Manager
4 4 (7.84%) Applications Support Analyst
4 4 (7.84%) ERP Analyst
4 4 (7.84%) ERP Support
4 4 (7.84%) Senior Analyst
4 4 (7.84%) Senior Applications Support
4 4 (7.84%) Senior Applications Support Analyst
4 4 (7.84%) Senior Support Analyst
4 4 (7.84%) Support Analyst
5 3 (5.88%) Platform Engineer
5 3 (5.88%) Software Engineering Manager
5 3 (5.88%) Software Test Analyst
Libraries, Frameworks & Software Standards
1 19 (37.25%) CSS
1 19 (37.25%) HTML
2 13 (25.49%) CSS3
2 13 (25.49%) HTML5
2 13 (25.49%) Java SE
3 9 (17.65%) .NET
4 8 (15.69%) Kafka
5 6 (11.76%) RESTful
6 5 (9.80%) RabbitMQ
7 3 (5.88%) .NET Core
7 3 (5.88%) ASP.NET Web API
7 3 (5.88%) GraphQL
7 3 (5.88%) Oracle Fusion
8 2 (3.92%) Elastic Stack
Miscellaneous
1 13 (25.49%) Algorithms
2 7 (13.73%) Social Media
3 5 (9.80%) Cloud Native
3 5 (9.80%) CMDB
3 5 (9.80%) Life Science
4 4 (7.84%) Management Information System
5 3 (5.88%) User Experience
6 1 (1.96%) NHS
Operating Systems
1 8 (15.69%) Linux
2 1 (1.96%) Unix
Processes & Methodologies
1 16 (31.37%) Software Testing
2 14 (27.45%) Agile Software Development
2 14 (27.45%) OO
3 13 (25.49%) Functional Programming
3 13 (25.49%) OOP
4 11 (21.57%) Software Engineering
5 10 (19.61%) Test Automation
6 9 (17.65%) ETL
7 8 (15.69%) DevOps
7 8 (15.69%) ERP
8 7 (13.73%) Continuous Delivery
9 6 (11.76%) Data Analysis
9 6 (11.76%) Microservices
9 6 (11.76%) Scrum
9 6 (11.76%) Stakeholder Management
10 5 (9.80%) Collaborative Working
10 5 (9.80%) Defensive Programming
10 5 (9.80%) Observability
10 5 (9.80%) SDLC
10 5 (9.80%) Validation
Programming Languages
1 30 (58.82%) Java
2 25 (49.02%) SQL
3 23 (45.10%) Python
4 17 (33.33%) C#
4 17 (33.33%) JavaScript
5 13 (25.49%) Java 8
6 5 (9.80%) VBA
7 2 (3.92%) C
7 2 (3.92%) C++
7 2 (3.92%) Groovy
8 1 (1.96%) Bash Shell
8 1 (1.96%) PowerShell
8 1 (1.96%) Scala
Qualifications
1 13 (25.49%) CIW
1 13 (25.49%) OCA
1 13 (25.49%) OCP
1 13 (25.49%) Oracle Certification
2 6 (11.76%) Degree
3 3 (5.88%) ISTQB
3 3 (5.88%) ISTQB Foundation Certification
4 1 (1.96%) ACCA
4 1 (1.96%) CIMA
4 1 (1.96%) Master's Degree
4 1 (1.96%) PhD
Quality Assurance & Compliance
1 4 (7.84%) Sarbanes-Oxley
2 1 (1.96%) GDPR
2 1 (1.96%) ISO/IEC 27001
2 1 (1.96%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
2 1 (1.96%) NIST
System Software
1 5 (9.80%) Docker
Systems Management
1 11 (21.57%) Kubernetes
2 5 (9.80%) Prometheus
Vendors
1 23 (45.10%) Oracle
2 16 (31.37%) Microsoft
3 7 (13.73%) Facebook
3 7 (13.73%) Instagram
4 4 (7.84%) JD Edwards
4 4 (7.84%) SAP
5 2 (3.92%) Alibaba
5 2 (3.92%) MicroStrategy
5 2 (3.92%) Splunk
5 2 (3.92%) Talend