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 22 April 2026, comparing them to the same period in the previous two years.

6 months to
22 Apr 2026
Same period 2025 Same period 2024
Rank 365 362 274
Rank change year-on-year -3 -88 -2
Permanent jobs citing Data Structures 347 260 824
As % of all permanent jobs in England 0.44% 0.69% 1.00%
As % of the Miscellaneous category 1.53% 1.76% 2.84%
Number of salaries quoted 215 133 450
10th Percentile £44,000 £41,250 £35,000
25th Percentile £54,375 £46,750 £46,306
Median annual salary (50th Percentile) £72,500 £72,500 £70,000
Median % change year-on-year - +3.57% +1.71%
75th Percentile £95,000 £98,750 £90,000
90th Percentile £101,500 £127,500 £110,000
UK median annual salary £72,500 £71,991 £70,000
% change year-on-year +0.71% +2.84% +3.70%

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 22,606 14,783 29,008
As % of all permanent jobs advertised in England 28.99% 39.45% 35.21%
Number of salaries quoted 11,758 8,321 20,672
10th Percentile £30,000 £31,250 £27,950
25th Percentile £40,000 £42,500 £37,750
Median annual salary (50th Percentile) £60,000 £60,000 £55,000
Median % change year-on-year - +9.09% -15.38%
75th Percentile £80,000 £82,500 £76,000
90th Percentile £100,000 £115,000 £98,722
UK median annual salary £60,000 £60,000 £55,000
% change year-on-year - +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 22 April 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 22 April 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 +86 229 £85,000 -6.08% 110
North of England -33 47 £60,000 - 37
Yorkshire -31 35 £68,510 +10.05% 13
South East -65 23 £49,000 +8.89% 59
East of England -27 13 £65,000 -15.03% 23
Midlands -64 12 £48,500 - 30
North West -35 7 £52,500 -8.70% 15
South West -69 7 £60,727 -15.65% 21
West Midlands -35 6 £48,750 -18.75% 17
East Midlands -54 6 £48,500 - 13
North East -43 5 £60,000 -42.17% 9
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 8 (2.31%) Microsoft Exchange
2 7 (2.02%) Apache Airflow
2 7 (2.02%) Apache Spark
3 6 (1.73%) SharePoint
4 5 (1.44%) Confluence
4 5 (1.44%) Palantir Foundry
5 3 (0.86%) Apache
5 3 (0.86%) Oracle Application Server
5 3 (0.86%) SAS
6 1 (0.29%) Jupyter
6 1 (0.29%) Mendix
Applications
1 26 (7.49%) Microsoft Excel
2 3 (0.86%) Microsoft PowerPoint
3 2 (0.58%) Chatbot
4 1 (0.29%) Oracle Smart View
Business Applications
1 12 (3.46%) Oracle Procure-to-Pay
2 11 (3.17%) NetSuite
3 6 (1.73%) SAP S/4HANA
4 5 (1.44%) Dynamics CRM
4 5 (1.44%) Oracle ERP
5 4 (1.15%) Distributed Ledger
6 3 (0.86%) FLEXCUBE
6 3 (0.86%) Misys Opics
6 3 (0.86%) SAP SD
6 3 (0.86%) Temenos T24
7 2 (0.58%) Elite 3E
7 2 (0.58%) Shopify
7 2 (0.58%) Workday HCM
8 1 (0.29%) Dynamics NAV
8 1 (0.29%) Exchequer
8 1 (0.29%) Magento
8 1 (0.29%) SAP Business One
8 1 (0.29%) SAP EHS
8 1 (0.29%) SAP SCM
8 1 (0.29%) Sparx Enterprise Architect
Cloud Services
1 98 (28.24%) Azure
2 97 (27.95%) AWS
3 58 (16.71%) Power Platform
4 53 (15.27%) GCP
5 24 (6.92%) GitHub
5 24 (6.92%) Serverless
6 15 (4.32%) SaaS
7 14 (4.03%) Azure DevOps
8 10 (2.88%) Entra ID
9 9 (2.59%) dbt
9 9 (2.59%) Microsoft 365
10 8 (2.31%) Boomi
10 8 (2.31%) Dynamics 365
11 7 (2.02%) Amazon S3
11 7 (2.02%) AWS Lambda
11 7 (2.02%) Power Automate
11 7 (2.02%) Snowflake
12 6 (1.73%) Cloud Composer
12 6 (1.73%) Dagster
12 6 (1.73%) Matillion
Communications & Networking
1 18 (5.19%) Broadband
2 4 (1.15%) Network Security
3 1 (0.29%) Intranet
Database & Business Intelligence
1 58 (16.71%) Power BI
2 44 (12.68%) BigQuery
3 32 (9.22%) Metadata
4 30 (8.65%) Tableau
5 29 (8.36%) SQL Server
6 26 (7.49%) Elasticsearch
7 24 (6.92%) NoSQL
8 23 (6.63%) Data Lake
9 20 (5.76%) Data Warehouse
10 18 (5.19%) DynamoDB
11 17 (4.90%) Relational Database
12 16 (4.61%) SQL Server Reporting Services
13 13 (3.75%) PostgreSQL
14 12 (3.46%) SAP BW
15 10 (2.88%) MySQL
16 9 (2.59%) Oracle Reports
17 7 (2.02%) Data Vault
17 7 (2.02%) RDBMS
18 6 (1.73%) Snowflake Schema
18 6 (1.73%) Star Schema
Development Applications
1 19 (5.48%) Postman
2 18 (5.19%) Git
3 9 (2.59%) Eclipse
3 9 (2.59%) ERwin
4 6 (1.73%) JIRA
5 2 (0.58%) Bitbucket
5 2 (0.58%) PowerDesigner
5 2 (0.58%) Storybook
5 2 (0.58%) Visual Studio
6 1 (0.29%) Android Studio
6 1 (0.29%) ER Studio
6 1 (0.29%) Jenkins
6 1 (0.29%) Maven
6 1 (0.29%) Toad
6 1 (0.29%) utPLSQL
6 1 (0.29%) Visual Studio Code
General
1 120 (34.58%) Finance
2 113 (32.56%) Social Skills
3 76 (21.90%) Analytical Skills
4 42 (12.10%) Law
5 26 (7.49%) Front Office
6 21 (6.05%) Retail
7 19 (5.48%) Marketing
8 16 (4.61%) Public Sector
9 12 (3.46%) Banking
10 10 (2.88%) Legal
10 10 (2.88%) Publishing
11 8 (2.31%) Financial Institution
12 7 (2.02%) Billing
12 7 (2.02%) Inclusion and Diversity
13 4 (1.15%) Investment Banking
14 3 (0.86%) Corporate Banking
14 3 (0.86%) Documentation Skills
14 3 (0.86%) Manufacturing
14 3 (0.86%) Retail Banking
15 2 (0.58%) Telecoms
Job Titles
1 83 (23.92%) Analyst
2 80 (23.05%) Developer
3 74 (21.33%) Senior
4 56 (16.14%) Data Analyst
5 40 (11.53%) Senior Developer
5 40 (11.53%) Software Engineer
6 35 (10.09%) Python Developer
7 27 (7.78%) Consultant
8 24 (6.92%) Architect
9 22 (6.34%) C++ Developer
10 21 (6.05%) Data Architect
10 21 (6.05%) Quantitative Developer
10 21 (6.05%) Senior Python Developer
11 19 (5.48%) C++ Quantitative Developer
11 19 (5.48%) Linux Developer
11 19 (5.48%) Low Latency C++ Developer
11 19 (5.48%) Senior C++ Developer
11 19 (5.48%) Senior C++ Quantitative Developer
11 19 (5.48%) Senior Quantitative Developer
12 18 (5.19%) Lead
Libraries, Frameworks & Software Standards
1 41 (11.82%) Django
2 35 (10.09%) RESTful
3 28 (8.07%) JSON
4 22 (6.34%) OpenAPI
4 22 (6.34%) Swagger
5 19 (5.48%) Boost C++ Libraries
5 19 (5.48%) CSS
5 19 (5.48%) HTML
5 19 (5.48%) XML
6 18 (5.19%) Flask
6 18 (5.19%) REST
7 15 (4.32%) Kafka
7 15 (4.32%) Oracle Fusion
7 15 (4.32%) React
8 14 (4.03%) FastAPI
8 14 (4.03%) Vue
9 9 (2.59%) FIX Protocol
10 8 (2.31%) .NET
11 7 (2.02%) FpML
11 7 (2.02%) XML Schema
Miscellaneous
1 84 (24.21%) Algorithms
2 46 (13.26%) Distributed Systems
3 39 (11.24%) Greenfield Project
4 25 (7.20%) Management Information System
5 22 (6.34%) Hedge funds
6 21 (6.05%) Equities
7 18 (5.19%) Social Media
8 15 (4.32%) Onboarding
8 15 (4.32%) Product Ownership
9 11 (3.17%) Cloud Native
10 10 (2.88%) FMCG
10 10 (2.88%) Reinsurance
11 9 (2.59%) Legacy Systems
11 9 (2.59%) Self-Motivation
12 8 (2.31%) Analytical Mindset
13 7 (2.02%) e-Learning
13 7 (2.02%) PKI
14 6 (1.73%) Anti-Piracy
14 6 (1.73%) Low-Code
15 5 (1.44%) Virtual Team
Operating Systems
1 20 (5.76%) Linux
2 1 (0.29%) Android
2 1 (0.29%) Embedded Linux
2 1 (0.29%) Mac OS
2 1 (0.29%) Windows
Processes & Methodologies
1 110 (31.70%) Data Modelling
2 91 (26.22%) Agile
3 84 (24.21%) Problem-Solving
4 78 (22.48%) Software Engineering
5 74 (21.33%) Business Intelligence
6 71 (20.46%) Continuous Improvement
7 70 (20.17%) Computer Science
8 68 (19.60%) Analytics
9 56 (16.14%) ETL
10 55 (15.85%) Data Governance
11 50 (14.41%) OO
12 48 (13.83%) Decision-Making
12 48 (13.83%) Mentoring
13 46 (13.26%) OOP
14 44 (12.68%) CI/CD
14 44 (12.68%) Data Analysis
15 40 (11.53%) Microservices
15 40 (11.53%) Validation
16 37 (10.66%) DevOps
17 34 (9.80%) Migration
Programming Languages
1 171 (49.28%) Python
2 147 (42.36%) SQL
3 43 (12.39%) C++
4 30 (8.65%) Java
5 26 (7.49%) JavaScript
6 14 (4.03%) Rust
6 14 (4.03%) T-SQL
7 12 (3.46%) Scala
8 8 (2.31%) C#
8 8 (2.31%) PowerShell
9 6 (1.73%) Kotlin
10 5 (1.44%) PL/SQL
10 5 (1.44%) R
10 5 (1.44%) TypeScript
11 3 (0.86%) Go
11 3 (0.86%) VBA
12 2 (0.58%) C
12 2 (0.58%) Data Analysis Expressions
12 2 (0.58%) Shell Script
13 1 (0.29%) PHP
Qualifications
1 84 (24.21%) Degree
2 45 (12.97%) Computer Science Degree
3 27 (7.78%) Security Cleared
4 19 (5.48%) SC Cleared
5 10 (2.88%) ACCA
5 10 (2.88%) CIMA
6 9 (2.59%) Master's Degree
7 5 (1.44%) AWS Certification
7 5 (1.44%) PhD
8 4 (1.15%) DV Cleared
8 4 (1.15%) Postgraduate
9 3 (0.86%) Azure Certification
9 3 (0.86%) BPSS Clearance
9 3 (0.86%) IIBA
9 3 (0.86%) Microsoft Certification
9 3 (0.86%) PRINCE2 Certification
10 2 (0.58%) Oracle Certification
11 1 (0.29%) DBS Check
Quality Assurance & Compliance
1 56 (16.14%) Data Quality
2 13 (3.75%) ISO/IEC 27001
3 12 (3.46%) GDPR
4 9 (2.59%) Accessibility
5 8 (2.31%) QA
5 8 (2.31%) Sarbanes-Oxley
6 5 (1.44%) HIPAA
6 5 (1.44%) NIST
7 4 (1.15%) IFRS
8 3 (0.86%) GAAP
8 3 (0.86%) GRC
9 2 (0.58%) WCAG
10 1 (0.29%) IFRS 17
10 1 (0.29%) PCI DSS
10 1 (0.29%) Solvency II
System Software
1 19 (5.48%) Docker
2 10 (2.88%) Active Directory
3 1 (0.29%) Embedded Firmware
3 1 (0.29%) Firmware
Systems Management
1 20 (5.76%) Terraform
2 8 (2.31%) Kubernetes
3 3 (0.86%) Prometheus
4 1 (0.29%) Grafana
4 1 (0.29%) RSA Archer
Vendors
1 33 (9.51%) Google
2 32 (9.22%) Microsoft
3 28 (8.07%) Oracle
4 27 (7.78%) SAP
5 17 (4.90%) Salesforce
6 13 (3.75%) ServiceNow
7 10 (2.88%) Talend
8 9 (2.59%) Foundry
8 9 (2.59%) Informatica
9 8 (2.31%) Sparx
10 6 (1.73%) MuleSoft
10 6 (1.73%) Workday
11 5 (1.44%) Databricks
11 5 (1.44%) Palantir
12 4 (1.15%) Intapp
13 3 (0.86%) Alteryx
13 3 (0.86%) Temenos
14 2 (0.58%) Ariba
14 2 (0.58%) Sage
14 2 (0.58%) SendGrid