Period
to

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the South East. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 May 2022 with a comparison to the same period over the previous 2 years.

Data Structures
England > South East
6 months to
18 May 2022
Same period 2021 Same period 2020
Rank 206 265 343
Rank change year-on-year +59 +78 +18
Permanent jobs citing Data Structures 304 119 77
As % of all permanent jobs advertised in the South East 1.53% 0.90% 0.45%
As % of the Miscellaneous category 3.91% 2.60% 1.38%
Number of salaries quoted 92 77 65
10th Percentile £32,500 £35,750 £34,850
25th Percentile £42,500 £46,250 £43,750
Median annual salary (50th Percentile) £60,000 £57,500 £57,500
Median % change year-on-year +4.35% - +4.55%
75th Percentile £68,750 £68,750 £67,500
90th Percentile £74,750 £77,500 £78,000
England median annual salary £64,500 £65,000 £65,000
% change year-on-year -0.77% - +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 South East with a requirement for generic IT skills.

All Generic Skills
South East
Permanent vacancies with a requirement for generic IT skills 7,772 4,574 5,583
As % of all permanent IT jobs advertised in the South East 39.00% 34.43% 32.34%
Number of salaries quoted 4,358 3,131 4,516
10th Percentile £31,250 £31,500 £31,250
25th Percentile £42,500 £40,000 £38,500
Median annual salary (50th Percentile) £55,000 £52,500 £52,500
Median % change year-on-year +4.76% - +5.00%
75th Percentile £73,750 £65,000 £65,000
90th Percentile £86,250 £77,500 £78,750
England median annual salary £62,500 £57,500 £57,430
% change year-on-year +8.70% +0.12% +4.42%

Data Structures
Job Vacancy Trend in the South East

Job postings citing Data Structures as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for Data Structures in the South East

Data Structures
Salary Trend in the South East

3-month moving average salary quoted in jobs citing Data Structures in the South East.

Salary trend for Data Structures in the South East

Data Structures
Salary Histogram in the South East

Salary distribution for jobs citing Data Structures in the South East over the 6 months to 18 May 2022.

Salary histogram for Data Structures in the South East

Data Structures
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the South East region over the 6 months to 18 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
Thames Valley -20 103 £62,500 +8.70% 12
Surrey -1 61 £52,500 -41.67% 8
Hampshire -9 60 £53,750 -17.31% 2
Kent -6 46 £55,000 +29.41%
Oxfordshire -1 45 £62,500 +8.70% 3
Berkshire -20 45 £67,500 +12.50% 7
Middlesex - 25 £45,000 -
Buckinghamshire -53 23 £50,000 +36.99% 2
East Sussex -1 8 £60,000 -
West Sussex +6 5 £72,500 - 1
Sussex - 2 - -
Data Structures
England

For the 6 months to 18 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 South East region with a requirement for Data Structures.

1 198 (65.13%) Python
2 197 (64.80%) JavaScript
3 191 (62.83%) Java
4 174 (57.24%) Agile
5 162 (53.29%) HTML
6 153 (50.33%) Algorithms
7 149 (49.01%) CSS
8 141 (46.38%) C#
9 132 (43.42%) Serverless
10 124 (40.79%) AWS
11 115 (37.83%) SQL
11 115 (37.83%) HTML5
12 114 (37.50%) Software Engineering
13 113 (37.17%) Microsoft
14 106 (34.87%) CSS3
15 103 (33.88%) CI/CD
16 99 (32.57%) JIRA
17 97 (31.91%) TDD
17 97 (31.91%) Degree
18 93 (30.59%) OOP
19 92 (30.26%) Mentoring
20 87 (28.62%) Computer Science
21 86 (28.29%) DevOps
22 85 (27.96%) GCP
23 84 (27.63%) Azure
24 83 (27.30%) Finance
25 78 (25.66%) Microservices
26 76 (25.00%) Data Engineering
26 76 (25.00%) AngularJS
27 74 (24.34%) Risk Management

Data Structures
Co-occurring IT Skills in the South East 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 37 (12.17%) Apache Spark
2 26 (8.55%) Apache
3 9 (2.96%) ArcGIS
4 5 (1.64%) Confluence
5 4 (1.32%) SAS
6 1 (0.33%) SharePoint
Applications
1 18 (5.92%) Microsoft Excel
2 6 (1.97%) Pipeline Pilot
3 4 (1.32%) Chatbot
4 3 (0.99%) Microsoft Office
Business Applications
1 2 (0.66%) Salesforce.com CRM
Cloud Services
1 132 (43.42%) Serverless
2 124 (40.79%) AWS
3 85 (27.96%) GCP
4 84 (27.63%) Azure
5 61 (20.07%) Cloud Functions
6 44 (14.47%) AWS Lambda
7 35 (11.51%) OpenShift
8 26 (8.55%) Dialogflow
8 26 (8.55%) Google App Engine
8 26 (8.55%) Google Compute Engine
9 21 (6.91%) Power Platform
10 9 (2.96%) Heroku
10 9 (2.96%) Smartsheet
11 7 (2.30%) SaaS
12 5 (1.64%) Amazon CloudWatch
12 5 (1.64%) Amazon EC2
12 5 (1.64%) Amazon S3
12 5 (1.64%) Virtual Private Cloud
13 3 (0.99%) Cloud Computing
14 2 (0.66%) GitHub
Communications & Networking
1 40 (13.16%) Internet
2 1 (0.33%) Multicast
2 1 (0.33%) TCP/IP
Database & Business Intelligence
1 67 (22.04%) SQL Server
2 48 (15.79%) PostgreSQL
3 43 (14.14%) MySQL
4 40 (13.16%) MongoDB
5 39 (12.83%) Relational Database
6 37 (12.17%) Apache Cassandra
6 37 (12.17%) NoSQL
7 35 (11.51%) Flink
8 26 (8.55%) BigQuery
8 26 (8.55%) Cloud Spanner
9 23 (7.57%) Data Warehouse
10 20 (6.58%) Power BI
11 15 (4.93%) SQL Server Integration Services
12 10 (3.29%) Tableau
13 7 (2.30%) QlikView
14 6 (1.97%) Amazon Redshift
14 6 (1.97%) Data Mart
14 6 (1.97%) Snowflake Schema
14 6 (1.97%) Star Schema
15 5 (1.64%) MS Access
Development Applications
1 99 (32.57%) JIRA
2 64 (21.05%) Jenkins
3 41 (13.49%) Git (software)
4 35 (11.51%) Ant
4 35 (11.51%) Gradle
4 35 (11.51%) Maven
4 35 (11.51%) Subversion
5 5 (1.64%) Cucumber
5 5 (1.64%) SpecFlow
5 5 (1.64%) TeamCity
6 4 (1.32%) Selenium
7 3 (0.99%) Artifactory
7 3 (0.99%) Browser DevTools
8 2 (0.66%) Bitbucket
8 2 (0.66%) Cypress.io
8 2 (0.66%) git-flow
8 2 (0.66%) GitLab
8 2 (0.66%) JMeter
8 2 (0.66%) Postman
8 2 (0.66%) Serenity BDD
General
1 83 (27.30%) Finance
2 65 (21.38%) Manufacturing
3 49 (16.12%) Social Skills
4 26 (8.55%) Inclusion and Diversity
5 21 (6.91%) Analytical Skills
6 15 (4.93%) Legal
7 9 (2.96%) Indonesian Language
7 9 (2.96%) Marketing
7 9 (2.96%) Portuguese Language
7 9 (2.96%) Spanish Language
8 7 (2.30%) Documentation Skills
8 7 (2.30%) Organisational Skills
9 6 (1.97%) Pharmaceutical
10 5 (1.64%) Retail
11 4 (1.32%) Electronics
11 4 (1.32%) Local Government
12 3 (0.99%) Aviation
12 3 (0.99%) Social Housing
13 2 (0.66%) Influencing Skills
13 2 (0.66%) Tech for Good
Job Titles
1 81 (26.64%) Developer
2 50 (16.45%) Software Developer
3 49 (16.12%) Trainee
3 49 (16.12%) Trainee Developer
3 49 (16.12%) Trainee Software Developer
4 48 (15.79%) Software Engineer
5 41 (13.49%) Principal Engineer
6 35 (11.51%) Java Engineer
6 35 (11.51%) Senior Java Engineer
7 30 (9.87%) Principal Software Engineer
8 27 (8.88%) Analyst
9 26 (8.55%) Cloud Engineer
10 15 (4.93%) Senior Software Engineer
11 13 (4.28%) Data Manager
12 12 (3.95%) Data Analyst
13 10 (3.29%) Data Engineer
13 10 (3.29%) JavaScript Developer
13 10 (3.29%) Support Analyst
14 9 (2.96%) .NET Software Engineer
14 9 (2.96%) Senior .NET Software Engineer
Libraries, Frameworks & Software Standards
1 162 (53.29%) HTML
2 149 (49.01%) CSS
3 115 (37.83%) HTML5
4 106 (34.87%) CSS3
5 76 (25.00%) AngularJS
6 67 (22.04%) React
7 61 (20.07%) Vue.js
8 58 (19.08%) .NET
9 57 (18.75%) WinForms
9 57 (18.75%) WPF
10 54 (17.76%) Java SE
11 37 (12.17%) ASP.NET
12 36 (11.84%) RESTful
13 35 (11.51%) JDBC
14 26 (8.55%) Apache Beam
15 17 (5.59%) REST
16 10 (3.29%) .NET Framework
17 9 (2.96%) jQuery
17 9 (2.96%) JSON
17 9 (2.96%) Web Services
Miscellaneous
1 153 (50.33%) Algorithms
2 61 (20.07%) Life Science
3 37 (12.17%) Linux Command Line
4 26 (8.55%) Legacy Applications
5 18 (5.92%) User Experience
6 14 (4.61%) Mobile App
6 14 (4.61%) Renewable Energy
7 11 (3.62%) Self-Motivation
8 9 (2.96%) Cloud Native
8 9 (2.96%) Enterprise Software
8 9 (2.96%) Management Information System
9 3 (0.99%) FMCG
9 3 (0.99%) NHS
9 3 (0.99%) Video\Live Streaming
10 2 (0.66%) IoT
10 2 (0.66%) Public Cloud
11 1 (0.33%) CUDA
11 1 (0.33%) Greenfield Project
11 1 (0.33%) Hedge funds
11 1 (0.33%) Legacy Systems
Operating Systems
1 39 (12.83%) Unix
2 9 (2.96%) Windows
3 8 (2.63%) Linux
4 2 (0.66%) Debian
4 2 (0.66%) Mac OS
5 1 (0.33%) Android
5 1 (0.33%) Apple iOS
5 1 (0.33%) Embedded Linux
5 1 (0.33%) Ubuntu
Processes & Methodologies
1 174 (57.24%) Agile
2 114 (37.50%) Software Engineering
3 103 (33.88%) CI/CD
4 97 (31.91%) TDD
5 93 (30.59%) OOP
6 92 (30.26%) Mentoring
7 87 (28.62%) Computer Science
8 86 (28.29%) DevOps
9 78 (25.66%) Microservices
10 76 (25.00%) Data Engineering
11 74 (24.34%) Risk Management
12 67 (22.04%) Data Science
13 66 (21.71%) Continuous Integration
14 64 (21.05%) Artificial Intelligence
15 62 (20.39%) Workflow
16 61 (20.07%) Coaching
16 61 (20.07%) Innovative Thinking
17 59 (19.41%) Software Testing
18 58 (19.08%) Natural Language Processing
19 57 (18.75%) Information Retrieval
Programming Languages
1 198 (65.13%) Python
2 197 (64.80%) JavaScript
3 191 (62.83%) Java
4 141 (46.38%) C#
5 115 (37.83%) SQL
6 69 (22.70%) C
7 64 (21.05%) C++
8 57 (18.75%) Objective-C
9 49 (16.12%) PowerShell
10 39 (12.83%) Ruby
11 35 (11.51%) Perl
11 35 (11.51%) PHP
11 35 (11.51%) Shell Script
12 13 (4.28%) T-SQL
13 10 (3.29%) TypeScript
14 6 (1.97%) PL/SQL
15 4 (1.32%) Bash
15 4 (1.32%) VB
16 3 (0.99%) VBA
17 2 (0.66%) VB.NET
Qualifications
1 97 (31.91%) Degree
2 68 (22.37%) Computer Science Degree
3 49 (16.12%) CIW
3 49 (16.12%) OCA
3 49 (16.12%) OCP
3 49 (16.12%) Oracle Certification
4 10 (3.29%) Numerate Degree
5 5 (1.64%) Master's Degree
6 2 (0.66%) Postgraduate
6 2 (0.66%) TOGAF Certification
Quality Assurance & Compliance
1 64 (21.05%) Accessibility
2 9 (2.96%) Data Quality
2 9 (2.96%) QA
3 5 (1.64%) SLA
4 1 (0.33%) HL7
4 1 (0.33%) ISO/IEC 27001
System Software
1 41 (13.49%) Docker
Systems Management
1 65 (21.38%) Kubernetes
2 6 (1.97%) Ansible
3 3 (0.99%) Opscode Chef
3 3 (0.99%) Puppet
4 2 (0.66%) Istio
4 2 (0.66%) Terraform
Vendors
1 113 (37.17%) Microsoft
2 63 (20.72%) Google
3 60 (19.74%) Oracle
4 7 (2.30%) Salesforce.com
5 6 (1.97%) Alteryx
5 6 (1.97%) Informatica
5 6 (1.97%) Vertica
6 4 (1.32%) RedGate
7 3 (0.99%) MuleSoft
7 3 (0.99%) Palantir
7 3 (0.99%) SaltStack
8 2 (0.66%) Atlassian
9 1 (0.33%) Cognos
9 1 (0.33%) IBM
9 1 (0.33%) MicroStrategy
9 1 (0.33%) OpenAI
9 1 (0.33%) SAP
9 1 (0.33%) SIMUL8