Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 18 October 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 18 October 2021 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
18 Oct 2021		 Same period 2020 Same period 2019
Rank 183 113 201
Rank change year-on-year -70 +88 +59
Permanent jobs citing Data Structures 53 19 69
As % of all permanent jobs advertised in the East of England 0.96% 1.06% 1.00%
As % of the Miscellaneous category 2.38% 2.87% 2.64%
Number of salaries quoted 19 19 16
10th Percentile £29,414 £57,500 £34,802
25th Percentile £29,582 £58,125 £57,188
Median annual salary (50th Percentile) £45,000 £70,000 £62,500
Median % change year-on-year -35.71% +12.00% +13.64%
75th Percentile £62,500 £90,000 £85,000
90th Percentile £67,750 £120,000 £93,750
England median annual salary £67,500 £62,500 £65,000
% change year-on-year +8.00% -3.85% +4.00%

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 2,230 663 2,617
As % of all permanent IT jobs advertised in the East of England 40.59% 37.06% 37.87%
Number of salaries quoted 917 511 1,837
10th Percentile £27,000 £29,500 £27,269
25th Percentile £34,472 £37,750 £35,428
Median annual salary (50th Percentile) £50,000 £50,000 £50,000
75th Percentile £63,750 £67,500 £61,250
90th Percentile £76,250 £92,500 £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 18 October 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 18 October 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 -66 19 £45,000 -35.71% 4
Hertfordshire - 16 £46,250 - 2
Essex - 7 £52,500 -
Bedfordshire - 7 £65,000 -
Norfolk - 4 £31,973 - 1
Data Structures
England

For the 6 months to 18 October 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 29 (54.72%) Agile Software Development
2 24 (45.28%) Python
3 22 (41.51%) Social Skills
4 20 (37.74%) Java
5 16 (30.19%) Software Engineering
6 15 (28.30%) SQL
6 15 (28.30%) DevOps
6 15 (28.30%) Algorithms
7 14 (26.42%) Analytical Skills
8 13 (24.53%) Azure
8 13 (24.53%) Oracle
8 13 (24.53%) Stakeholder Management
9 12 (22.64%) Test Automation
10 11 (20.75%) Scrum
10 11 (20.75%) C++
10 11 (20.75%) ETL
11 10 (18.87%) C
11 10 (18.87%) OO
11 10 (18.87%) Management Information System
11 10 (18.87%) Relational Database
11 10 (18.87%) Self-Motivation
12 9 (16.98%) Continuous Delivery
12 9 (16.98%) Social Media
12 9 (16.98%) Facebook
12 9 (16.98%) .NET
12 9 (16.98%) MySQL
13 8 (15.09%) Data Warehouse
13 8 (15.09%) OOP
13 8 (15.09%) Degree
13 8 (15.09%) Computer Science

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 5 (9.43%) Apache Spark
2 2 (3.77%) NServiceBus
3 1 (1.89%) IIS
3 1 (1.89%) SharePoint
Applications
1 6 (11.32%) Microsoft Excel
2 2 (3.77%) Microsoft Office
3 1 (1.89%) Microsoft PowerPoint
Business Applications
1 2 (3.77%) Oracle EBS R12
2 1 (1.89%) HFM
2 1 (1.89%) NetSuite
2 1 (1.89%) Oracle Applications
Cloud Services
1 13 (24.53%) Azure
2 8 (15.09%) GCP
2 8 (15.09%) Power Platform
2 8 (15.09%) PowerApps
3 7 (13.21%) AWS
4 5 (9.43%) Amazon CloudWatch
4 5 (9.43%) Amazon EMR
4 5 (9.43%) Amazon S3
4 5 (9.43%) Amazon SQS
4 5 (9.43%) Twilio
5 3 (5.66%) Microsoft 365
5 3 (5.66%) SaaS
6 2 (3.77%) Azure Data Factory
6 2 (3.77%) GitHub
6 2 (3.77%) Power Automate
6 2 (3.77%) Snowflake
7 1 (1.89%) Azure Synapse Analytics
7 1 (1.89%) Dynamics 365
7 1 (1.89%) Google Analytics
7 1 (1.89%) Google Data Studio
Communications & Networking
1 2 (3.77%) TCP/IP
2 1 (1.89%) Firewall
2 1 (1.89%) Network Security
2 1 (1.89%) SAN
Database & Business Intelligence
1 10 (18.87%) Relational Database
2 9 (16.98%) MySQL
3 8 (15.09%) Data Warehouse
3 8 (15.09%) Power BI
4 6 (11.32%) SQL Server
5 5 (9.43%) Amazon Aurora
5 5 (9.43%) Amazon Redshift
5 5 (9.43%) Apache Hive
5 5 (9.43%) Electronic Patient Records
5 5 (9.43%) PostgreSQL
5 5 (9.43%) Star Schema
6 3 (5.66%) BigQuery
6 3 (5.66%) Data Lake
7 2 (3.77%) Metadata
7 2 (3.77%) Oracle ODI
7 2 (3.77%) Oracle Reports
8 1 (1.89%) Data Mining
8 1 (1.89%) Tableau
Development Applications
1 7 (13.21%) Git (software)
2 5 (9.43%) Jenkins
2 5 (9.43%) Sonatype Nexus
3 3 (5.66%) Eclipse
3 3 (5.66%) JIRA
3 3 (5.66%) Maven
3 3 (5.66%) Selenium
3 3 (5.66%) TestNG
3 3 (5.66%) WebDriver
4 2 (3.77%) GitLab
General
1 22 (41.51%) Social Skills
2 14 (26.42%) Analytical Skills
3 7 (13.21%) Games
3 7 (13.21%) Manufacturing
3 7 (13.21%) Marketing
4 6 (11.32%) Law
5 5 (9.43%) Finance
6 4 (7.55%) Pharmaceutical
7 3 (5.66%) Legal
7 3 (5.66%) Local Government
8 2 (3.77%) Inclusion and Diversity
9 1 (1.89%) Documentation Skills
9 1 (1.89%) Electronics
9 1 (1.89%) Presentation Skills
9 1 (1.89%) Publishing
9 1 (1.89%) Retail
9 1 (1.89%) Telecoms
Job Titles
1 13 (24.53%) Analyst
2 9 (16.98%) Software Engineer
3 6 (11.32%) Developer
3 6 (11.32%) Senior Software Engineer
4 5 (9.43%) Communications Specialist
5 4 (7.55%) Data Analyst
6 3 (5.66%) Applications Developer
6 3 (5.66%) Architect
6 3 (5.66%) Automation Engineer
6 3 (5.66%) Data Architect
6 3 (5.66%) DevOps Automation Engineer
6 3 (5.66%) DevOps Engineer
6 3 (5.66%) Software Analyst
6 3 (5.66%) Software Test Analyst
6 3 (5.66%) Test Analyst
6 3 (5.66%) Web Applications Developer
6 3 (5.66%) Web Developer
7 2 (3.77%) DataOps Engineer
7 2 (3.77%) Python Engineer
7 2 (3.77%) Software Manager
Libraries, Frameworks & Software Standards
1 9 (16.98%) .NET
2 6 (11.32%) HTML
2 6 (11.32%) Kafka
2 6 (11.32%) Velocity
3 5 (9.43%) Elastic Stack
4 4 (7.55%) Oracle Fusion
4 4 (7.55%) RabbitMQ
4 4 (7.55%) REST
4 4 (7.55%) SOAP
5 3 (5.66%) Vue.js
6 2 (3.77%) .NET Core
6 2 (3.77%) ASP.NET Web API
6 2 (3.77%) GraphQL
6 2 (3.77%) JSON
7 1 (1.89%) AngularJS
7 1 (1.89%) React
7 1 (1.89%) UDDI
7 1 (1.89%) Web Services
7 1 (1.89%) WSDL
7 1 (1.89%) XML
Miscellaneous
1 15 (28.30%) Algorithms
2 10 (18.87%) Management Information System
2 10 (18.87%) Self-Motivation
3 9 (16.98%) Social Media
4 4 (7.55%) Cloud Native
4 4 (7.55%) CMDB
4 4 (7.55%) Life Science
4 4 (7.55%) User Experience
5 3 (5.66%) NHS
6 2 (3.77%) Foreign Exchange (FX)
6 2 (3.77%) Robotics
6 2 (3.77%) Tandem
7 1 (1.89%) Data Centre
Operating Systems
1 5 (9.43%) Linux
2 3 (5.66%) Unix
3 2 (3.77%) Robot Operating System
4 1 (1.89%) Windows
4 1 (1.89%) Windows Server
Processes & Methodologies
1 29 (54.72%) Agile Software Development
2 16 (30.19%) Software Engineering
3 15 (28.30%) DevOps
4 13 (24.53%) Stakeholder Management
5 12 (22.64%) Test Automation
6 11 (20.75%) ETL
6 11 (20.75%) Scrum
7 10 (18.87%) OO
8 9 (16.98%) Continuous Delivery
9 8 (15.09%) Computer Science
9 8 (15.09%) OOP
9 8 (15.09%) SDLC
10 7 (13.21%) Collaborative Working
10 7 (13.21%) Complexity Analysis
10 7 (13.21%) Data Management
10 7 (13.21%) Data Modelling
10 7 (13.21%) Problem-Solving
11 6 (11.32%) DevSecOps
11 6 (11.32%) Full Stack Development
11 6 (11.32%) Site Reliability Engineering
Programming Languages
1 24 (45.28%) Python
2 20 (37.74%) Java
3 15 (28.30%) SQL
4 11 (20.75%) C++
5 10 (18.87%) C
6 7 (13.21%) JavaScript
7 6 (11.32%) Go
7 6 (11.32%) Groovy
8 5 (9.43%) C#
9 4 (7.55%) PowerShell
9 4 (7.55%) VBA
10 1 (1.89%) Bash Shell
10 1 (1.89%) Scala
Qualifications
1 8 (15.09%) Degree
2 6 (11.32%) HND
3 3 (5.66%) ISTQB
3 3 (5.66%) ISTQB Foundation Certification
4 2 (3.77%) ACCA
4 2 (3.77%) CIMA
4 2 (3.77%) PhD
5 1 (1.89%) Master's Degree
Quality Assurance & Compliance
1 2 (3.77%) Sarbanes-Oxley
1 2 (3.77%) SLA
2 1 (1.89%) GDPR
2 1 (1.89%) ISO/IEC 27001
2 1 (1.89%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
2 1 (1.89%) NIST
System Software
1 4 (7.55%) Docker
2 3 (5.66%) Active Directory
3 1 (1.89%) VMware Infrastructure
Systems Management
1 4 (7.55%) Kubernetes
1 4 (7.55%) Prometheus
Vendors
1 13 (24.53%) Oracle
2 9 (16.98%) Facebook
3 6 (11.32%) Microsoft
4 5 (9.43%) Alibaba
4 5 (9.43%) MicroStrategy
4 5 (9.43%) SendGrid
4 5 (9.43%) Splunk
4 5 (9.43%) Talend
5 2 (3.77%) JD Edwards
6 1 (1.89%) Adobe
6 1 (1.89%) ANSYS
6 1 (1.89%) Bloomberg
6 1 (1.89%) Cisco
6 1 (1.89%) Ensighten
6 1 (1.89%) Google
6 1 (1.89%) HP
6 1 (1.89%) IBM
6 1 (1.89%) VMware