Data Structures Jobs

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 20 January 2025, comparing them to the same period in the previous two years.

6 months to
20 Jan 2025
Same period 2024 Same period 2023
Rank 389 312 270
Rank change year-on-year -77 -42 -67
Permanent jobs citing Data Structures 428 605 1,464
As % of all permanent jobs advertised in the UK 0.66% 0.95% 1.35%
As % of the Miscellaneous category 1.89% 2.69% 3.21%
Number of salaries quoted 146 425 793
10th Percentile £37,500 £35,000 £41,250
25th Percentile £45,000 £50,000 £53,750
Median annual salary (50th Percentile) £70,000 £67,500 £72,500
Median % change year-on-year +3.70% -6.90% +16.00%
75th Percentile £96,250 £90,000 £96,250
90th Percentile £123,750 £108,000 £125,000
UK excluding London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 22,676 22,477 45,675
As % of all permanent jobs advertised in the UK 34.95% 35.46% 42.26%
Number of salaries quoted 9,540 16,100 26,536
10th Percentile £34,750 £31,250 £35,000
25th Percentile £46,250 £42,000 £46,250
Median annual salary (50th Percentile) £60,000 £60,000 £65,000
Median % change year-on-year - -7.69% +8.24%
75th Percentile £82,500 £80,657 £86,250
90th Percentile £110,000 £101,825 £107,500
UK excluding London median annual salary £55,000 £52,500 £55,000
% change year-on-year +4.76% -4.55% +6.65%

Data Structures
Job Vacancy Trend

Job postings citing Data Structures as a proportion of all IT jobs advertised.

Job vacancy trend for Data Structures in the UK

Data Structures
Salary Trend

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

Salary trend for Data Structures in the UK

Data Structures
Salary Histogram

Salary distribution for jobs citing Data Structures over the 6 months to 20 January 2025.

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 20 January 2025. 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 -66 396 £70,000 +3.70% 212
UK excluding London -63 274 £60,000 +4.35% 92
South West +106 145 £71,991 +5.93% 5
London -50 144 £90,000 +12.50% 126
Work from Home -118 121 £66,250 +1.65% 171
North of England -86 37 £57,500 -0.22% 33
South East -59 30 £42,500 -16.67% 7
Midlands -52 19 £62,500 +47.06% 24
North West -71 19 £60,000 -0.41% 17
West Midlands -39 17 £60,000 +54.84% 18
Scotland -19 16 £45,000 -36.24% 10
East of England -28 16 £90,000 -7.69% 9
Yorkshire +8 15 £35,000 -50.41% 4
Wales +26 11 £80,000 +119.33% 3
North East -19 3 £60,000 +26.32% 12
East Midlands -18 2 £65,000 +30.00% 6

Data Structures
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 15 (3.50%) SAS
2 11 (2.57%) SharePoint
3 6 (1.40%) CMS
4 3 (0.70%) Apache Spark
4 3 (0.70%) Oracle SOA Suite
5 2 (0.47%) Confluence
6 1 (0.23%) Apache
6 1 (0.23%) Apache Airflow
Applications
1 29 (6.78%) Microsoft Excel
2 13 (3.04%) Microsoft Office
3 9 (2.10%) Weka
4 7 (1.64%) Microsoft PowerPoint
5 2 (0.47%) Oracle Smart View
6 1 (0.23%) Microsoft Project
6 1 (0.23%) MS Visio
Business Applications
1 12 (2.80%) SAP S/4HANA
2 7 (1.64%) NetSuite
3 5 (1.17%) Sage X3
4 2 (0.47%) Dynamics CRM
4 2 (0.47%) NEC Housing
4 2 (0.47%) Oracle EBS
4 2 (0.47%) Sparx Enterprise Architect
5 1 (0.23%) Dynamics GP
5 1 (0.23%) JDE EnterpriseOne
5 1 (0.23%) MIS ActiveH
5 1 (0.23%) Oracle Applications
5 1 (0.23%) SAP ERP
Cloud Services
1 205 (47.90%) Azure
2 171 (39.95%) Power Platform
3 143 (33.41%) PowerApps
4 139 (32.48%) Power Automate
5 136 (31.78%) Serverless
6 134 (31.31%) Azure Logic Apps
7 133 (31.07%) Azure DevOps
8 132 (30.84%) Azure Functions
9 125 (29.21%) PaaS
10 124 (28.97%) IaaS
11 56 (13.08%) AWS
12 26 (6.07%) Microsoft 365
13 23 (5.37%) GCP
14 15 (3.50%) SaaS
15 14 (3.27%) Cloud Computing
16 10 (2.34%) Amazon S3
17 8 (1.87%) Azure Service Bus
17 8 (1.87%) Azure WebJobs
18 7 (1.64%) Azure Data Factory
19 6 (1.40%) Azure Synapse Analytics
Communications & Networking
1 10 (2.34%) HTTP
2 3 (0.70%) TCP/IP
3 2 (0.47%) Multicast
4 1 (0.23%) Intranet
Database & Business Intelligence
1 154 (35.98%) SQL Server
2 41 (9.58%) Power BI
3 34 (7.94%) Data Warehouse
4 29 (6.78%) NoSQL
5 24 (5.61%) PostgreSQL
6 22 (5.14%) MongoDB
7 21 (4.91%) Tableau
8 18 (4.21%) SQL Server Reporting Services
9 16 (3.74%) Relational Database
10 10 (2.34%) Big Data
11 9 (2.10%) Amazon QuickSight
11 9 (2.10%) MySQL
12 7 (1.64%) Data Lake
13 6 (1.40%) DB2
13 6 (1.40%) GIS
13 6 (1.40%) Metadata
13 6 (1.40%) SQL Server Integration Services
14 5 (1.17%) Qlik Sense
14 5 (1.17%) QlikView
15 4 (0.93%) BigQuery
Development Applications
1 11 (2.57%) Git
1 11 (2.57%) GitLab
2 9 (2.10%) Jenkins
2 9 (2.10%) webpack
3 8 (1.87%) JIRA
4 6 (1.40%) Oracle Forms
5 5 (1.17%) Babel
6 4 (0.93%) ERwin
6 4 (0.93%) GDB
6 4 (0.93%) Grunt
6 4 (0.93%) gulp
7 3 (0.70%) SQL Server Management Studio (SSMS)
7 3 (0.70%) Visual Studio
8 2 (0.47%) Oracle APEX
8 2 (0.47%) Subversion
9 1 (0.23%) Cypress.io
9 1 (0.23%) ER Studio
9 1 (0.23%) kappa
9 1 (0.23%) MLflow
9 1 (0.23%) PowerDesigner
General
1 142 (33.18%) Inclusion and Diversity
2 106 (24.77%) Social Skills
3 102 (23.83%) Finance
4 65 (15.19%) Analytical Skills
5 19 (4.44%) Law
6 18 (4.21%) Banking
6 18 (4.21%) Front Office
7 15 (3.50%) Games
8 14 (3.27%) Legal
8 14 (3.27%) Public Sector
9 12 (2.80%) Marketing
10 7 (1.64%) Electronics
10 7 (1.64%) Manufacturing
10 7 (1.64%) Organisational Skills
10 7 (1.64%) Retail
11 5 (1.17%) Telecoms
12 4 (0.93%) Advertising
12 4 (0.93%) iGaming
12 4 (0.93%) Influencing Skills
12 4 (0.93%) Local Government
Job Titles
1 117 (27.34%) Developer
2 113 (26.40%) Lead
3 101 (23.60%) Analyst
3 101 (23.60%) Senior
4 46 (10.75%) Senior Analyst
5 41 (9.58%) Applications Support
6 28 (6.54%) Python Developer
7 24 (5.61%) Senior Developer
7 24 (5.61%) Software Engineer
8 21 (4.91%) Data Engineer
9 18 (4.21%) C++ Developer
10 17 (3.97%) Architect
11 15 (3.50%) Quantitative Developer
12 14 (3.27%) C++ Quantitative Developer
12 14 (3.27%) Front-End Developer (Client-Side Developer)
13 13 (3.04%) Consultant
14 12 (2.80%) Data Manager
14 12 (2.80%) Power Platform Developer
15 11 (2.57%) Full-Stack Developer
15 11 (2.57%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 47 (10.98%) React
2 28 (6.54%) REST
3 26 (6.07%) CSS
4 25 (5.84%) HTML
5 20 (4.67%) .NET
6 18 (4.21%) JSON
7 17 (3.97%) AngularJS
8 14 (3.27%) Kafka
8 14 (3.27%) Vue
9 12 (2.80%) XML
10 11 (2.57%) RESTful
11 10 (2.34%) FastAPI
11 10 (2.34%) Node.js
11 10 (2.34%) WebGL
12 9 (2.10%) ASP.NET
13 8 (1.87%) Django
13 8 (1.87%) GraphQL
13 8 (1.87%) HTML5 Canvas
13 8 (1.87%) Pandas
13 8 (1.87%) Web Services
Miscellaneous
1 101 (23.60%) Algorithms
2 25 (5.84%) Management Information System
3 19 (4.44%) Hedge funds
4 16 (3.74%) Legacy Systems
5 13 (3.04%) Self-Motivation
6 11 (2.57%) Virtual Team
7 10 (2.34%) Equities
8 9 (2.10%) Distributed Systems
8 9 (2.10%) Fixed Income
9 8 (1.87%) Client/Server
10 7 (1.64%) Derivative
10 7 (1.64%) PropTech
11 6 (1.40%) Blockchain
11 6 (1.40%) e-Learning
11 6 (1.40%) Hybrid Cloud
11 6 (1.40%) Product Ownership
12 5 (1.17%) Greenfield Project
13 4 (0.93%) Distributed Computing
13 4 (0.93%) Embedded Systems
13 4 (0.93%) Enterprise Software
Operating Systems
1 31 (7.24%) Linux
2 19 (4.44%) Apple iOS
3 15 (3.50%) Android
4 14 (3.27%) Windows
5 6 (1.40%) Mac OS
6 5 (1.17%) Unix
Processes & Methodologies
1 195 (45.56%) Agile
2 159 (37.15%) DevOps
3 73 (17.06%) Problem-Solving
4 71 (16.59%) Analytics
5 69 (16.12%) Business Intelligence
5 69 (16.12%) Computer Science
6 66 (15.42%) ETL
7 57 (13.32%) Artificial Intelligence
7 57 (13.32%) Software Engineering
8 54 (12.62%) Data Modelling
9 49 (11.45%) OOP
10 47 (10.98%) Design Patterns
10 47 (10.98%) OO
11 40 (9.35%) CI/CD
11 40 (9.35%) Decision-Making
12 37 (8.64%) Microservices
13 36 (8.41%) Data Strategy
13 36 (8.41%) Machine Learning
13 36 (8.41%) Mentoring
14 35 (8.18%) Data Management
Programming Languages
1 250 (58.41%) SQL
2 87 (20.33%) Python
3 56 (13.08%) JavaScript
4 51 (11.92%) Java
5 42 (9.81%) C++
6 37 (8.64%) C#
7 34 (7.94%) TypeScript
8 18 (4.21%) Go
9 13 (3.04%) T-SQL
10 12 (2.80%) R
11 11 (2.57%) C
11 11 (2.57%) PowerShell
11 11 (2.57%) Rust
12 9 (2.10%) MATLAB
13 5 (1.17%) Kotlin
14 4 (0.93%) PL/SQL
14 4 (0.93%) Ruby
15 3 (0.70%) Data Analysis Expressions
16 2 (0.47%) Julia
16 2 (0.47%) Scala
Qualifications
1 125 (29.21%) Azure Certification
2 79 (18.46%) Degree
3 23 (5.37%) Computer Science Degree
3 23 (5.37%) Security Cleared
4 17 (3.97%) Master's Degree
5 7 (1.64%) SC Cleared
6 2 (0.47%) ACCA
6 2 (0.47%) DV Cleared
6 2 (0.47%) MBA
6 2 (0.47%) PhD
7 1 (0.23%) AWS Certification
7 1 (0.23%) Microsoft Certification
7 1 (0.23%) Numerate Degree
7 1 (0.23%) SAP Certification
7 1 (0.23%) SnowPro
7 1 (0.23%) TOGAF Certification
Quality Assurance & Compliance
1 35 (8.18%) Data Quality
2 21 (4.91%) QA
3 12 (2.80%) Accessibility
4 9 (2.10%) GDPR
5 6 (1.40%) SLA
6 3 (0.70%) ISO 9001
6 3 (0.70%) ISO/IEC 27001
System Software
1 39 (9.11%) Docker
2 1 (0.23%) Active Directory
2 1 (0.23%) Virtual Machines
Systems Management
1 50 (11.68%) Kubernetes
2 15 (3.50%) Terraform
3 3 (0.70%) Ansible
3 3 (0.70%) Grafana
3 3 (0.70%) Prometheus
3 3 (0.70%) Single Sign-On
4 1 (0.23%) Failover Clustering
4 1 (0.23%) Progress Chef
Vendors
1 187 (43.69%) Microsoft
2 27 (6.31%) Oracle
3 22 (5.14%) SAP
4 13 (3.04%) Databricks
4 13 (3.04%) Salesforce
5 12 (2.80%) Sage
6 11 (2.57%) Google
6 11 (2.57%) OpenAI
7 7 (1.64%) ANSYS
7 7 (1.64%) Epicor
7 7 (1.64%) Teradata
8 6 (1.40%) IBM
8 6 (1.40%) Red Hat
9 5 (1.17%) Informatica
9 5 (1.17%) Workday
10 3 (0.70%) BiZZdesign
10 3 (0.70%) ForgeRock
10 3 (0.70%) Ping Identity
11 2 (0.47%) BT
11 2 (0.47%) ServiceNow