Data Structures Job Trends

Data Structures
UK

The table below looks at the prevalence of the term Data Structures in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that cited Data Structures over the 6 months leading up to 10 February 2026, comparing them to the same period in the previous two years.

6 months to
10 Feb 2026
Same period 2025 Same period 2024
Rank 379 338 338
Rank change year-on-year -41 0 -68
Permanent jobs citing Data Structures 317 420 621
As % of all permanent jobs in the UK 0.48% 0.84% 0.84%
As % of the Miscellaneous category 1.48% 2.23% 2.32%
Number of salaries quoted 208 139 488
10th Percentile £42,500 £38,500 £35,000
25th Percentile £50,938 £46,250 £49,750
Median annual salary (50th Percentile) £70,000 £71,991 £69,250
Median % change year-on-year -2.77% +3.96% -0.50%
75th Percentile £87,500 £96,875 £90,000
90th Percentile £113,750 £127,500 £106,500
UK excluding London median annual salary £52,500 £60,000 £60,000
% change year-on-year -12.50% - +4.35%

All Generic Skills
UK

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.

Permanent vacancies with a requirement for generic IT skills 21,397 18,864 26,770
As % of all permanent jobs advertised in the UK 32.57% 37.73% 36.03%
Number of salaries quoted 10,791 8,700 19,684
10th Percentile £28,000 £34,000 £29,290
25th Percentile £37,500 £46,250 £40,000
Median annual salary (50th Percentile) £55,000 £62,000 £56,021
Median % change year-on-year -11.29% +10.67% -13.81%
75th Percentile £77,500 £83,750 £77,500
90th Percentile £100,000 £112,500 £100,000
UK excluding London median annual salary £47,500 £55,000 £50,000
% change year-on-year -13.64% +10.00% -9.09%

Data Structures
Job Vacancy Trend

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

Data Structures job vacancy trend in the UK

Data Structures
Salary Trend

Salary distribution trend for jobs in the UK citing Data Structures.

Salary distribution trend for jobs in the UK citing Data Structures

Data Structures
Salary Histogram

Salary distribution for jobs citing Data Structures over the 6 months to 10 February 2026.

Salary histogram for Data Structures in the UK

Data Structures
Top 16 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the UK over the 6 months to 10 February 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
England -13 293 £72,500 +0.71% 145
London +81 195 £75,000 -18.92% 76
Work from Home +37 105 £55,000 -21.43% 74
UK excluding London -132 95 £52,500 -12.50% 93
North of England +1 37 £75,000 +27.66% 18
Yorkshire -20 26 £75,000 +66.67% 4
Midlands +8 18 £50,000 -20.00% 15
South East -5 15 £42,500 - 36
East Midlands -2 12 £49,250 -24.23% 6
East of England +14 10 £75,000 -16.67% 13
North West +12 10 £75,000 +25.00% 10
Scotland -14 10 £47,500 +5.56% 2
West Midlands +5 6 £65,000 +8.33% 9
Wales -5 3 £39,511 -50.61% 2
South West -123 2 £43,953 -38.95% 8
North East -4 1 - - 4

Data Structures
Co-Occurring Skills & Capabilities 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 10 (3.15%) Palantir Foundry
2 7 (2.21%) Apache Airflow
2 7 (2.21%) Microsoft Exchange
3 6 (1.89%) SharePoint
4 5 (1.58%) Apache Spark
4 5 (1.58%) CMS
5 3 (0.95%) Apache
5 3 (0.95%) SAS
6 2 (0.63%) Luigi
6 2 (0.63%) Mendix
7 1 (0.32%) Jupyter
7 1 (0.32%) Oracle Application Server
Applications
1 11 (3.47%) Microsoft Excel
2 7 (2.21%) Microsoft PowerPoint
3 5 (1.58%) Microsoft Office
4 3 (0.95%) Chatbot
5 1 (0.32%) Oracle Smart View
5 1 (0.32%) Spreadsheet
Business Applications
1 16 (5.05%) NetSuite
2 6 (1.89%) SAP S/4HANA
3 4 (1.26%) Distributed Ledger
4 3 (0.95%) Dynamics CRM
4 3 (0.95%) Oracle ERP
4 3 (0.95%) Temenos T24
4 3 (0.95%) Workday HCM
5 2 (0.63%) Dynamics NAV
5 2 (0.63%) OpenText VIM for SAP
5 2 (0.63%) SAP MM
5 2 (0.63%) SAP Retail
6 1 (0.32%) FIS Private Capital Suite
6 1 (0.32%) FLEXCUBE
6 1 (0.32%) Misys Opics
6 1 (0.32%) SAP Business One
6 1 (0.32%) SAP MDG
6 1 (0.32%) Sparx Enterprise Architect
Cloud Services
1 81 (25.55%) Azure
2 75 (23.66%) AWS
3 46 (14.51%) Power Platform
4 33 (10.41%) GCP
5 24 (7.57%) GitHub
5 24 (7.57%) Serverless
6 16 (5.05%) SaaS
7 12 (3.79%) Azure DevOps
8 11 (3.47%) Boomi
9 9 (2.84%) Microsoft 365
9 9 (2.84%) Snowflake
10 7 (2.21%) Azure Data Factory
10 7 (2.21%) Entra ID
10 7 (2.21%) Power Automate
11 6 (1.89%) Amazon S3
11 6 (1.89%) AWS Lambda
11 6 (1.89%) Matillion
12 5 (1.58%) AWS KMS
12 5 (1.58%) Dynamics 365
12 5 (1.58%) Firebase
Communications & Networking
1 4 (1.26%) Network Security
2 1 (0.32%) Broadband
2 1 (0.32%) Internet
Database & Business Intelligence
1 46 (14.51%) Power BI
2 35 (11.04%) NoSQL
2 35 (11.04%) SQL Server
3 25 (7.89%) Data Warehouse
4 22 (6.94%) Metadata
4 22 (6.94%) SQL Server Reporting Services
5 21 (6.62%) BigQuery
6 18 (5.68%) Tableau
7 17 (5.36%) DynamoDB
7 17 (5.36%) PostgreSQL
8 16 (5.05%) Elasticsearch
9 15 (4.73%) Relational Database
10 14 (4.42%) SQL Server Integration Services
11 13 (4.10%) Data Lake
12 12 (3.79%) MySQL
13 11 (3.47%) Azure SQL Database
14 10 (3.15%) Oracle Reports
15 7 (2.21%) Oracle BI Publisher
15 7 (2.21%) Redis
15 7 (2.21%) Snowflake Schema
Development Applications
1 20 (6.31%) Postman
2 19 (5.99%) Git
3 11 (3.47%) ERwin
4 9 (2.84%) Eclipse
5 3 (0.95%) Visual Studio Code
6 2 (0.63%) JConsole
6 2 (0.63%) JIRA
6 2 (0.63%) Storybook
6 2 (0.63%) Visual Studio
6 2 (0.63%) VisualVM
7 1 (0.32%) Android Studio
7 1 (0.32%) ER Studio
7 1 (0.32%) PowerDesigner
General
1 108 (34.07%) Social Skills
2 90 (28.39%) Finance
3 84 (26.50%) Analytical Skills
4 33 (10.41%) Law
5 29 (9.15%) Front Office
6 23 (7.26%) Public Sector
7 20 (6.31%) Retail
8 16 (5.05%) Marketing
9 12 (3.79%) Banking
10 11 (3.47%) Publishing
11 10 (3.15%) Investment Banking
12 5 (1.58%) Inclusion and Diversity
13 4 (1.26%) Legal
14 2 (0.63%) Billing
14 2 (0.63%) Corporate Banking
14 2 (0.63%) Documentation Skills
14 2 (0.63%) Financial Institution
14 2 (0.63%) Welsh Language
15 1 (0.32%) Police
15 1 (0.32%) Social Housing
Job Titles
1 90 (28.39%) Developer
2 59 (18.61%) Analyst
3 58 (18.30%) Senior
4 41 (12.93%) Data Analyst
5 36 (11.36%) Lead
5 36 (11.36%) Python Developer
6 34 (10.73%) Senior Developer
7 28 (8.83%) Architect
7 28 (8.83%) Software Engineer
8 24 (7.57%) Consultant
8 24 (7.57%) Data Architect
9 22 (6.94%) C++ Developer
10 21 (6.62%) Quantitative Developer
10 21 (6.62%) Senior Python Developer
11 18 (5.68%) C++ Quantitative Developer
12 17 (5.36%) Linux Developer
12 17 (5.36%) Low Latency C++ Developer
12 17 (5.36%) Senior C++ Developer
12 17 (5.36%) Senior C++ Quantitative Developer
12 17 (5.36%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 37 (11.67%) Django
2 26 (8.20%) Flask
3 25 (7.89%) RESTful
4 24 (7.57%) JSON
5 23 (7.26%) FastAPI
6 22 (6.94%) CSS
6 22 (6.94%) HTML
7 20 (6.31%) React
8 19 (5.99%) OpenAPI
8 19 (5.99%) Swagger
9 18 (5.68%) Boost C++ Libraries
10 17 (5.36%) Kafka
10 17 (5.36%) REST
11 15 (4.73%) Vue
11 15 (4.73%) XML
12 8 (2.52%) .NET
12 8 (2.52%) Web Services
13 6 (1.89%) OAuth
13 6 (1.89%) PySpark
14 5 (1.58%) Memcached
Miscellaneous
1 60 (18.93%) Algorithms
2 34 (10.73%) Distributed Systems
3 28 (8.83%) Greenfield Project
4 27 (8.52%) Legacy Systems
5 26 (8.20%) Management Information System
6 20 (6.31%) Hedge funds
7 19 (5.99%) Equities
8 14 (4.42%) Onboarding
9 13 (4.10%) Product Ownership
10 12 (3.79%) Cloud Native
11 10 (3.15%) FMCG
11 10 (3.15%) Reinsurance
12 9 (2.84%) Low-Code
12 9 (2.84%) Self-Motivation
13 5 (1.58%) Client/Server
13 5 (1.58%) Virtual Team
14 4 (1.26%) Analytical Mindset
14 4 (1.26%) Blockchain
14 4 (1.26%) Derivative
14 4 (1.26%) PKI
Operating Systems
1 19 (5.99%) Linux
2 2 (0.63%) Android
3 1 (0.32%) Apple iOS
3 1 (0.32%) Mac OS
3 1 (0.32%) Unix
Processes & Methodologies
1 92 (29.02%) Data Modelling
2 78 (24.61%) Problem-Solving
3 71 (22.40%) Agile
4 68 (21.45%) Analytics
5 64 (20.19%) Computer Science
6 61 (19.24%) Continuous Improvement
7 60 (18.93%) ETL
8 58 (18.30%) Business Intelligence
9 57 (17.98%) Data Governance
10 56 (17.67%) AI
11 52 (16.40%) Data Analysis
12 51 (16.09%) OOP
13 47 (14.83%) Mentoring
14 46 (14.51%) Software Engineering
15 44 (13.88%) Data Integration
16 43 (13.56%) CI/CD
17 41 (12.93%) Decision-Making
18 37 (11.67%) Microservices
18 37 (11.67%) Stakeholder Management
19 35 (11.04%) OO
Programming Languages
1 154 (48.58%) Python
2 145 (45.74%) SQL
3 35 (11.04%) JavaScript
4 30 (9.46%) C++
5 22 (6.94%) Java
6 16 (5.05%) T-SQL
7 9 (2.84%) Scala
8 8 (2.52%) C#
9 7 (2.21%) PowerShell
10 6 (1.89%) Kotlin
10 6 (1.89%) TypeScript
11 5 (1.58%) R
12 4 (1.26%) Go
12 4 (1.26%) Rust
13 3 (0.95%) Data Analysis Expressions
13 3 (0.95%) PL/SQL
14 2 (0.63%) Perl
14 2 (0.63%) Shell Script
14 2 (0.63%) VB
15 1 (0.32%) ABAP
Qualifications
1 77 (24.29%) Degree
2 42 (13.25%) Computer Science Degree
3 30 (9.46%) Security Cleared
4 22 (6.94%) SC Cleared
5 11 (3.47%) Master's Degree
6 10 (3.15%) ACCA
6 10 (3.15%) CIMA
7 7 (2.21%) DV Cleared
8 5 (1.58%) AWS Certification
8 5 (1.58%) PhD
9 4 (1.26%) Microsoft Certification
9 4 (1.26%) Postgraduate
10 3 (0.95%) DBS Check
10 3 (0.95%) IIBA
11 2 (0.63%) HNC
11 2 (0.63%) HND
11 2 (0.63%) MCSA
11 2 (0.63%) MCSE
11 2 (0.63%) Oracle Certification
12 1 (0.32%) Numerate Degree
Quality Assurance & Compliance
1 52 (16.40%) Data Quality
2 19 (5.99%) GDPR
3 12 (3.79%) Accessibility
3 12 (3.79%) ISO/IEC 27001
4 5 (1.58%) HIPAA
4 5 (1.58%) NIST
4 5 (1.58%) QA
4 5 (1.58%) Sarbanes-Oxley
5 2 (0.63%) GRC
5 2 (0.63%) WCAG
6 1 (0.32%) Government Security Classifications
6 1 (0.32%) IFRS
6 1 (0.32%) IFRS 17
6 1 (0.32%) PCI DSS
6 1 (0.32%) Solvency II
System Software
1 23 (7.26%) Docker
2 7 (2.21%) Active Directory
3 1 (0.32%) Virtual Machines
Systems Management
1 18 (5.68%) Terraform
2 7 (2.21%) Kubernetes
3 3 (0.95%) Prometheus
4 2 (0.63%) Ansible
4 2 (0.63%) logstash
4 2 (0.63%) Progress Chef
4 2 (0.63%) Puppet
5 1 (0.32%) Grafana
Vendors
1 38 (11.99%) Microsoft
2 23 (7.26%) Oracle
2 23 (7.26%) Salesforce
3 17 (5.36%) Google
4 13 (4.10%) Foundry
5 11 (3.47%) SAP
6 10 (3.15%) Palantir
6 10 (3.15%) ServiceNow
7 9 (2.84%) Talend
8 8 (2.52%) Informatica
9 6 (1.89%) MuleSoft
10 5 (1.58%) Databricks
10 5 (1.58%) Workday
11 4 (1.26%) HubSpot
11 4 (1.26%) Intapp
12 3 (0.95%) Alteryx
12 3 (0.95%) Temenos
13 2 (0.63%) Dataiku
13 2 (0.63%) ESRI
13 2 (0.63%) SendGrid