Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

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 17 May 2022 with a comparison to the same period over the previous 2 years.

Data Structures
England > East of England
6 months to
17 May 2022		 Same period 2021 Same period 2020
Rank 134 148 182
Rank change year-on-year +14 +34 +80
Permanent jobs citing Data Structures 151 46 40
As % of all permanent jobs advertised in the East of England 2.28% 1.20% 0.89%
As % of the Miscellaneous category 4.59% 3.19% 2.24%
Number of salaries quoted 36 25 18
10th Percentile £28,700 £37,500 £32,000
25th Percentile £40,000 £42,500 £32,500
Median annual salary (50th Percentile) £46,500 £65,000 £45,816
Median % change year-on-year -28.46% +41.87% -0.40%
75th Percentile £52,500 £68,750 £66,563
90th Percentile - £85,000 £80,000
England median annual salary £65,000 £65,000 £65,000
% change year-on-year - - +4.00%

Data Structures is in the General and Transferable 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 Skills
East of England
Permanent vacancies with a requirement for generic IT skills 3,288 1,442 1,785
As % of all permanent IT jobs advertised in the East of England 49.69% 37.55% 39.57%
Number of salaries quoted 1,007 721 1,235
10th Percentile £28,400 £29,356 £27,500
25th Percentile £36,500 £36,250 £36,250
Median annual salary (50th Percentile) £50,000 £52,500 £47,500
Median % change year-on-year -4.76% +10.53% -5.00%
75th Percentile £65,000 £63,750 £60,000
90th Percentile £75,000 £77,500 £75,000
England median annual salary £62,500 £57,500 £57,000
% change year-on-year +8.70% +0.88% +3.64%

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 17 May 2022.

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 17 May 2022. 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
Jobs
Hertfordshire +3 52 £50,000 +27.39% 2
Cambridgeshire -39 45 £46,500 -41.88% 7
Essex -14 32 £46,500 +3.33% 1
Bedfordshire -12 17 £45,000 -33.33% 2
Suffolk - 5 - -
Norfolk - 1 £33,000 -
Data Structures
England

For the 6 months to 17 May 2022, 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 95 (62.91%) Algorithms
2 93 (61.59%) Python
3 84 (55.63%) JavaScript
4 83 (54.97%) Software Engineering
5 72 (47.68%) Java
6 71 (47.02%) Computer Science
7 68 (45.03%) Agile
8 67 (44.37%) HTML
9 66 (43.71%) Degree
9 66 (43.71%) Serverless
10 65 (43.05%) Mentoring
11 61 (40.40%) AWS
11 61 (40.40%) CSS
12 60 (39.74%) C++
13 52 (34.44%) C#
13 52 (34.44%) TDD
14 50 (33.11%) JIRA
14 50 (33.11%) Data Science
15 49 (32.45%) Vue.js
16 48 (31.79%) Computer Science Degree
16 48 (31.79%) CI/CD
17 47 (31.13%) C
18 45 (29.80%) Continuous Integration
18 45 (29.80%) DevOps
18 45 (29.80%) GCP
19 44 (29.14%) Risk Management
20 41 (27.15%) Artificial Intelligence
21 40 (26.49%) AngularJS
22 38 (25.17%) Jenkins
22 38 (25.17%) HTML5

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 14 (9.27%) Apache Spark
2 10 (6.62%) Apache
3 2 (1.32%) SAS
4 1 (0.66%) SharePoint
Applications
1 4 (2.65%) Microsoft Excel
1 4 (2.65%) Microsoft Office
Cloud Services
1 66 (43.71%) Serverless
2 61 (40.40%) AWS
3 45 (29.80%) GCP
4 32 (21.19%) Azure
5 21 (13.91%) Cloud Functions
6 16 (10.60%) AWS Lambda
7 14 (9.27%) OpenShift
8 10 (6.62%) Dialogflow
8 10 (6.62%) Google App Engine
8 10 (6.62%) Google Compute Engine
8 10 (6.62%) Power Platform
9 6 (3.97%) GitHub
10 3 (1.99%) Amazon EMR
10 3 (1.99%) Amazon S3
10 3 (1.99%) Amazon SQS
10 3 (1.99%) BrowserStack
10 3 (1.99%) Collibra
11 2 (1.32%) Azure Data Factory
12 1 (0.66%) Datadog
12 1 (0.66%) Google Data Studio
Communications & Networking
1 13 (8.61%) Internet
2 1 (0.66%) HTTP
2 1 (0.66%) Peer-to-Peer Networking
2 1 (0.66%) TCP/IP
Database & Business Intelligence
1 36 (23.84%) Relational Database
2 18 (11.92%) PostgreSQL
3 17 (11.26%) MySQL
4 16 (10.60%) SQL Server
5 12 (7.95%) MongoDB
6 11 (7.28%) Apache Cassandra
6 11 (7.28%) BigQuery
6 11 (7.28%) Flink
6 11 (7.28%) NoSQL
7 10 (6.62%) Cloud Spanner
7 10 (6.62%) Power BI
8 7 (4.64%) SQL Server Integration Services
8 7 (4.64%) SQL Server Reporting Services
9 6 (3.97%) Big Data
9 6 (3.97%) Tableau
10 3 (1.99%) Amazon Athena
10 3 (1.99%) Amazon Redshift
10 3 (1.99%) Apache Hive
10 3 (1.99%) Snowflake Schema
10 3 (1.99%) Star Schema
Development Applications
1 50 (33.11%) JIRA
2 38 (25.17%) Jenkins
3 14 (9.27%) Git (software)
4 11 (7.28%) Ant
4 11 (7.28%) Gradle
4 11 (7.28%) Maven
4 11 (7.28%) Subversion
5 4 (2.65%) GitLab
General
1 24 (15.89%) Finance
2 21 (13.91%) Manufacturing
3 16 (10.60%) Social Skills
4 13 (8.61%) Analytical Skills
5 10 (6.62%) Inclusion and Diversity
6 5 (3.31%) Legal
7 3 (1.99%) Advertising
7 3 (1.99%) Electronics
8 2 (1.32%) Marketing
9 1 (0.66%) Aerospace
9 1 (0.66%) Automotive
9 1 (0.66%) Aviation
9 1 (0.66%) Presentation Skills
9 1 (0.66%) Public Sector
9 1 (0.66%) Publishing
9 1 (0.66%) Retail
Job Titles
1 49 (32.45%) Software Engineer
2 34 (22.52%) Developer
3 21 (13.91%) Principal Engineer
4 19 (12.58%) Senior Developer
5 17 (11.26%) Analyst
5 17 (11.26%) Senior Software Engineer
6 15 (9.93%) Junior
7 13 (8.61%) Junior Software Engineer
8 12 (7.95%) Principal Software Engineer
8 12 (7.95%) Senior Analyst
9 11 (7.28%) Java Engineer
9 11 (7.28%) Senior Java Engineer
10 10 (6.62%) Cloud Engineer
11 8 (5.30%) Business Systems Analyst
11 8 (5.30%) Senior Business Systems Analyst
11 8 (5.30%) Senior Systems Analyst
11 8 (5.30%) Systems Analyst
12 7 (4.64%) Applications Developer
12 7 (4.64%) Data Analyst
13 5 (3.31%) SQL Developer
Libraries, Frameworks & Software Standards
1 67 (44.37%) HTML
2 61 (40.40%) CSS
3 49 (32.45%) Vue.js
4 40 (26.49%) AngularJS
5 38 (25.17%) HTML5
6 37 (24.50%) React
7 36 (23.84%) CSS3
8 33 (21.85%) WinForms
8 33 (21.85%) WPF
9 18 (11.92%) .NET
10 17 (11.26%) REST
11 14 (9.27%) SOAP
11 14 (9.27%) Web Services
12 13 (8.61%) RESTful
13 12 (7.95%) ASP.NET
14 11 (7.28%) JDBC
14 11 (7.28%) Velocity
15 10 (6.62%) Apache Beam
15 10 (6.62%) XML
16 4 (2.65%) Node.js
Miscellaneous
1 95 (62.91%) Algorithms
2 23 (15.23%) Life Science
3 14 (9.27%) Linux Command Line
4 13 (8.61%) User Experience
5 10 (6.62%) Legacy Applications
6 9 (5.96%) Management Information System
6 9 (5.96%) Mobile App
6 9 (5.96%) Renewable Energy
6 9 (5.96%) Self-Motivation
7 5 (3.31%) Cloud Native
8 3 (1.99%) FMCG
8 3 (1.99%) IoT
9 2 (1.32%) Educational Technology
9 2 (1.32%) Enterprise Software
9 2 (1.32%) Smartphone
9 2 (1.32%) Virtual Team
10 1 (0.66%) Bitcoin
10 1 (0.66%) Blockchain
10 1 (0.66%) Data Centre
10 1 (0.66%) Public Cloud
Operating Systems
1 16 (10.60%) Linux
2 14 (9.27%) Unix
3 1 (0.66%) Windows
Processes & Methodologies
1 83 (54.97%) Software Engineering
2 71 (47.02%) Computer Science
3 68 (45.03%) Agile
4 65 (43.05%) Mentoring
5 52 (34.44%) TDD
6 50 (33.11%) Data Science
7 48 (31.79%) CI/CD
8 45 (29.80%) Continuous Integration
8 45 (29.80%) DevOps
9 44 (29.14%) Risk Management
10 41 (27.15%) Artificial Intelligence
11 38 (25.17%) Workflow
12 36 (23.84%) Data Engineering
13 33 (21.85%) Continuous Deployment
13 33 (21.85%) Information Retrieval
13 33 (21.85%) Microservices
13 33 (21.85%) Natural Language Processing
13 33 (21.85%) Software Testing
14 30 (19.87%) Full Stack Development
15 25 (16.56%) Platform Engineering
Programming Languages
1 93 (61.59%) Python
2 84 (55.63%) JavaScript
3 72 (47.68%) Java
4 60 (39.74%) C++
5 52 (34.44%) C#
6 47 (31.13%) C
7 36 (23.84%) SQL
8 33 (21.85%) Objective-C
9 14 (9.27%) Perl
10 13 (8.61%) PowerShell
11 12 (7.95%) Ruby
12 11 (7.28%) PHP
12 11 (7.28%) Shell Script
13 5 (3.31%) Assembly Language
14 3 (1.99%) Bash
15 2 (1.32%) Data Analysis Expressions (DAX)
15 2 (1.32%) R
15 2 (1.32%) SAS Macro
15 2 (1.32%) T-SQL
16 1 (0.66%) VB
Qualifications
1 66 (43.71%) Degree
2 48 (31.79%) Computer Science Degree
3 4 (2.65%) Master's Degree
4 3 (1.99%) CIW
4 3 (1.99%) OCA
4 3 (1.99%) OCP
4 3 (1.99%) Oracle Certification
5 2 (1.32%) Numerate Degree
6 1 (0.66%) AWS Certification
6 1 (0.66%) HND
6 1 (0.66%) PhD
Quality Assurance & Compliance
1 35 (23.18%) Accessibility
2 5 (3.31%) Data Quality
3 2 (1.32%) CDISC
3 2 (1.32%) QA
System Software
1 13 (8.61%) Docker
Systems Management
1 29 (19.21%) Kubernetes
2 3 (1.99%) Kibana
3 1 (0.66%) Kustomize
3 1 (0.66%) Terraform
Vendors
1 22 (14.57%) Google
2 20 (13.25%) Microsoft
3 6 (3.97%) Twitter
4 5 (3.31%) ATG
5 3 (1.99%) Oracle
5 3 (1.99%) SAP
5 3 (1.99%) Talend
6 2 (1.32%) Palantir
7 1 (0.66%) Adobe
7 1 (0.66%) Ensighten
7 1 (0.66%) IBM
7 1 (0.66%) MuleSoft
7 1 (0.66%) Sage
7 1 (0.66%) Salesforce.com