Data Structures Job Trends in England

Data Structures
UK > England

The table below looks at the prevalence of the term Data Structures in permanent job vacancies in England. Included is a benchmarking guide to the salaries offered in vacancies that cited Data Structures over the 6 months leading up to 20 March 2026, comparing them to the same period in the previous two years.

6 months to
20 Mar 2026
Same period 2025 Same period 2024
Rank 359 327 314
Rank change year-on-year -32 -13 -55
Permanent jobs citing Data Structures 326 355 666
As % of all permanent jobs in England 0.49% 0.94% 0.89%
As % of the Miscellaneous category 1.57% 2.40% 2.49%
Number of salaries quoted 218 123 450
10th Percentile £44,590 £41,250 £35,000
25th Percentile £55,000 £47,365 £47,500
Median annual salary (50th Percentile) £72,500 £72,070 £70,288
Median % change year-on-year +0.60% +2.54% +1.21%
75th Percentile £95,000 £99,375 £90,000
90th Percentile £113,750 £127,500 £110,000
UK median annual salary £72,500 £72,285 £70,000
% change year-on-year +0.30% +3.26% +1.71%

All Generic Skills
England

Data Structures falls under the General and Transferable Skills category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring generic IT skills in England.

Permanent vacancies with a requirement for generic IT skills 20,718 14,781 26,794
As % of all permanent jobs advertised in England 31.06% 38.99% 35.70%
Number of salaries quoted 10,681 8,030 19,765
10th Percentile £29,000 £32,500 £28,290
25th Percentile £38,000 £45,000 £38,500
Median annual salary (50th Percentile) £57,500 £60,000 £55,000
Median % change year-on-year -4.17% +9.09% -15.38%
75th Percentile £80,000 £83,750 £77,500
90th Percentile £100,000 £115,000 £100,000
UK median annual salary £56,500 £60,000 £55,000
% change year-on-year -5.83% +9.09% -15.38%

Data Structures
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing Data Structures relative to all permanent IT jobs advertised in England.

Data Structures job vacancy trend in England

Data Structures
Salary Trend in England

Salary distribution trend for jobs in England citing Data Structures.

Salary distribution trend for jobs in England citing Data Structures

Data Structures
Salary Histogram in England

Salary distribution for jobs citing Data Structures in England over the 6 months to 20 March 2026.

Salary histogram for Data Structures in England

Data Structures
Job Locations in 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 England region over the 6 months to 20 March 2026. 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
London +87 221 £80,000 -13.51% 107
North of England -32 39 £57,500 -2.13% 49
Yorkshire -21 31 £75,000 +54.62% 22
South East -31 20 £42,500 -5.56% 53
Midlands -39 12 £48,500 -19.17% 12
East of England -16 11 £75,000 -6.25% 17
East Midlands -50 7 £48,500 -3.96% 8
North West -29 6 £42,500 -26.09% 18
West Midlands -8 5 £47,500 -20.83% 4
South West -132 5 £43,953 -38.95% 15
North East -27 2 £30,500 -60.00% 10
Data Structures
UK

Data Structures
Co-Occurring Skills & Capabilities in England by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 12 (3.68%) Palantir Foundry
2 8 (2.45%) Apache Spark
2 8 (2.45%) Microsoft Exchange
2 8 (2.45%) SharePoint
3 7 (2.15%) Apache Airflow
4 4 (1.23%) SAS
5 3 (0.92%) Apache
5 3 (0.92%) Confluence
5 3 (0.92%) Oracle Application Server
6 2 (0.61%) Mendix
7 1 (0.31%) CMS
7 1 (0.31%) Jupyter
Applications
1 13 (3.99%) Microsoft Excel
2 4 (1.23%) Microsoft PowerPoint
3 3 (0.92%) Chatbot
4 2 (0.61%) Microsoft Office
5 1 (0.31%) Oracle Smart View
Business Applications
1 11 (3.37%) NetSuite
2 5 (1.53%) Oracle ERP
3 4 (1.23%) Distributed Ledger
3 4 (1.23%) Dynamics CRM
4 3 (0.92%) FLEXCUBE
4 3 (0.92%) Misys Opics
4 3 (0.92%) SAP S/4HANA
4 3 (0.92%) Temenos T24
5 2 (0.61%) Dynamics NAV
5 2 (0.61%) SAP SD
5 2 (0.61%) Shopify
5 2 (0.61%) Workday HCM
6 1 (0.31%) Exchequer
6 1 (0.31%) Magento
6 1 (0.31%) Raiser’s Edge
6 1 (0.31%) SAP Business One
6 1 (0.31%) SAP SCM
6 1 (0.31%) Sparx Enterprise Architect
Cloud Services
1 90 (27.61%) AWS
2 89 (27.30%) Azure
3 45 (13.80%) Power Platform
4 43 (13.19%) GCP
5 27 (8.28%) GitHub
6 26 (7.98%) Serverless
7 16 (4.91%) SaaS
8 13 (3.99%) Azure DevOps
9 11 (3.37%) Boomi
10 9 (2.76%) Microsoft 365
10 9 (2.76%) Power Automate
11 8 (2.45%) dbt
11 8 (2.45%) Entra ID
12 7 (2.15%) Amazon S3
12 7 (2.15%) AWS Lambda
12 7 (2.15%) Cloud Composer
12 7 (2.15%) Snowflake
13 6 (1.84%) Dagster
13 6 (1.84%) Dynamics 365
13 6 (1.84%) Matillion
Communications & Networking
1 6 (1.84%) Broadband
2 4 (1.23%) Network Security
3 1 (0.31%) Internet
Database & Business Intelligence
1 45 (13.80%) Power BI
2 35 (10.74%) BigQuery
3 34 (10.43%) SQL Server
4 30 (9.20%) Metadata
4 30 (9.20%) NoSQL
5 23 (7.06%) Data Warehouse
6 22 (6.75%) Elasticsearch
7 18 (5.52%) DynamoDB
7 18 (5.52%) SQL Server Reporting Services
7 18 (5.52%) Tableau
8 17 (5.21%) Relational Database
9 14 (4.29%) Data Lake
10 13 (3.99%) PostgreSQL
11 11 (3.37%) MySQL
12 9 (2.76%) Oracle Reports
12 9 (2.76%) SQL Server Integration Services
13 7 (2.15%) Azure SQL Database
14 6 (1.84%) Pentaho
14 6 (1.84%) RDBMS
14 6 (1.84%) Snowflake Schema
Development Applications
1 20 (6.13%) Git
2 19 (5.83%) Postman
3 9 (2.76%) Eclipse
4 8 (2.45%) ERwin
5 4 (1.23%) JIRA
6 2 (0.61%) Bitbucket
6 2 (0.61%) PowerDesigner
6 2 (0.61%) Storybook
6 2 (0.61%) Visual Studio
6 2 (0.61%) Visual Studio Code
7 1 (0.31%) Android Studio
7 1 (0.31%) ER Studio
7 1 (0.31%) Toad
7 1 (0.31%) utPLSQL
General
1 107 (32.82%) Social Skills
2 103 (31.60%) Finance
3 87 (26.69%) Analytical Skills
4 41 (12.58%) Law
5 27 (8.28%) Front Office
6 23 (7.06%) Public Sector
7 20 (6.13%) Retail
8 13 (3.99%) Banking
8 13 (3.99%) Marketing
9 11 (3.37%) Publishing
10 7 (2.15%) Financial Institution
10 7 (2.15%) Inclusion and Diversity
10 7 (2.15%) Legal
11 5 (1.53%) Billing
11 5 (1.53%) Investment Banking
12 3 (0.92%) Corporate Banking
12 3 (0.92%) Documentation Skills
12 3 (0.92%) Retail Banking
13 1 (0.31%) Influencing Skills
13 1 (0.31%) Social Housing
Job Titles
1 86 (26.38%) Developer
2 74 (22.70%) Senior
3 66 (20.25%) Analyst
4 50 (15.34%) Data Analyst
5 40 (12.27%) Senior Developer
6 39 (11.96%) Python Developer
7 36 (11.04%) Software Engineer
8 27 (8.28%) Consultant
9 24 (7.36%) Architect
10 23 (7.06%) Lead
10 23 (7.06%) Senior Python Developer
11 22 (6.75%) C++ Developer
11 22 (6.75%) Quantitative Developer
12 20 (6.13%) Data Architect
13 19 (5.83%) C++ Quantitative Developer
13 19 (5.83%) Linux Developer
13 19 (5.83%) Low Latency C++ Developer
13 19 (5.83%) Senior C++ Developer
13 19 (5.83%) Senior C++ Quantitative Developer
13 19 (5.83%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 44 (13.50%) Django
2 32 (9.82%) RESTful
3 29 (8.90%) JSON
4 24 (7.36%) Flask
5 22 (6.75%) CSS
5 22 (6.75%) HTML
5 22 (6.75%) OpenAPI
5 22 (6.75%) REST
5 22 (6.75%) Swagger
6 21 (6.44%) FastAPI
7 20 (6.13%) Boost C++ Libraries
7 20 (6.13%) React
7 20 (6.13%) XML
8 16 (4.91%) Vue
9 15 (4.60%) Kafka
10 9 (2.76%) .NET
10 9 (2.76%) FIX Protocol
11 7 (2.15%) SOAP
12 6 (1.84%) Web Services
12 6 (1.84%) XML Schema
Miscellaneous
1 76 (23.31%) Algorithms
2 43 (13.19%) Distributed Systems
3 37 (11.35%) Greenfield Project
4 27 (8.28%) Management Information System
5 21 (6.44%) Equities
5 21 (6.44%) Hedge funds
6 16 (4.91%) Onboarding
7 12 (3.68%) Cloud Native
7 12 (3.68%) Product Ownership
8 11 (3.37%) Legacy Systems
9 10 (3.07%) FMCG
9 10 (3.07%) Reinsurance
10 9 (2.76%) Low-Code
11 8 (2.45%) Self-Motivation
12 7 (2.15%) Analytical Mindset
13 6 (1.84%) Anti-Piracy
13 6 (1.84%) e-Learning
13 6 (1.84%) Social Media
14 5 (1.53%) Virtual Team
15 4 (1.23%) Blockchain
Operating Systems
1 19 (5.83%) Linux
2 2 (0.61%) Android
3 1 (0.31%) Apple iOS
3 1 (0.31%) Mac OS
Processes & Methodologies
1 97 (29.75%) Data Modelling
2 83 (25.46%) Problem-Solving
3 78 (23.93%) Agile
4 71 (21.78%) Analytics
5 68 (20.86%) Continuous Improvement
6 67 (20.55%) Computer Science
7 63 (19.33%) Software Engineering
8 62 (19.02%) ETL
9 59 (18.10%) Business Intelligence
9 59 (18.10%) Data Governance
10 51 (15.64%) Mentoring
11 50 (15.34%) OOP
12 46 (14.11%) Data Analysis
13 45 (13.80%) AI
14 44 (13.50%) Decision-Making
15 43 (13.19%) OO
16 42 (12.88%) CI/CD
17 40 (12.27%) Validation
18 39 (11.96%) Microservices
19 37 (11.35%) Data Engineering
Programming Languages
1 171 (52.45%) Python
2 153 (46.93%) SQL
3 41 (12.58%) C++
4 33 (10.12%) JavaScript
5 28 (8.59%) Java
6 15 (4.60%) T-SQL
7 12 (3.68%) Scala
8 10 (3.07%) C#
8 10 (3.07%) Rust
9 8 (2.45%) PowerShell
10 6 (1.84%) Kotlin
11 5 (1.53%) PL/SQL
11 5 (1.53%) R
11 5 (1.53%) TypeScript
12 3 (0.92%) Go
13 2 (0.61%) Data Analysis Expressions
13 2 (0.61%) Shell Script
13 2 (0.61%) VBA
14 1 (0.31%) ANSI SQL
14 1 (0.31%) PHP
Qualifications
1 73 (22.39%) Degree
2 42 (12.88%) Computer Science Degree
3 29 (8.90%) Security Cleared
4 20 (6.13%) SC Cleared
5 12 (3.68%) Master's Degree
6 10 (3.07%) ACCA
6 10 (3.07%) CIMA
7 9 (2.76%) DV Cleared
8 6 (1.84%) PhD
9 5 (1.53%) AWS Certification
10 4 (1.23%) Postgraduate
11 3 (0.92%) BPSS Clearance
11 3 (0.92%) IIBA
12 2 (0.61%) Microsoft Certification
12 2 (0.61%) Oracle Certification
13 1 (0.31%) Azure Certification
13 1 (0.31%) DBS Check
13 1 (0.31%) Numerate Degree
13 1 (0.31%) PRINCE2 Certification
Quality Assurance & Compliance
1 55 (16.87%) Data Quality
2 15 (4.60%) Accessibility
3 13 (3.99%) ISO/IEC 27001
4 10 (3.07%) GDPR
5 8 (2.45%) Sarbanes-Oxley
6 5 (1.53%) HIPAA
6 5 (1.53%) NIST
6 5 (1.53%) QA
7 4 (1.23%) IFRS
8 3 (0.92%) GAAP
8 3 (0.92%) GRC
9 2 (0.61%) WCAG
10 1 (0.31%) IFRS 17
10 1 (0.31%) PCI DSS
10 1 (0.31%) Solvency II
System Software
1 20 (6.13%) Docker
2 8 (2.45%) Active Directory
Systems Management
1 19 (5.83%) Terraform
2 6 (1.84%) Kubernetes
3 2 (0.61%) Prometheus
4 1 (0.31%) Grafana
4 1 (0.31%) RSA Archer
Vendors
1 36 (11.04%) Microsoft
2 25 (7.67%) Google
3 19 (5.83%) Oracle
4 18 (5.52%) Salesforce
5 16 (4.91%) Foundry
6 12 (3.68%) Palantir
7 11 (3.37%) ServiceNow
8 10 (3.07%) SAP
8 10 (3.07%) Talend
9 9 (2.76%) Informatica
10 7 (2.15%) Sparx
10 7 (2.15%) Workday
11 6 (1.84%) MuleSoft
12 5 (1.53%) Databricks
13 4 (1.23%) Alteryx
13 4 (1.23%) Intapp
14 3 (0.92%) Temenos
15 2 (0.61%) OutSystems
15 2 (0.61%) Sage
15 2 (0.61%) SendGrid