Data Structures Jobs in the North West

Data Structures
England > North West

The table below looks at the prevalence of the term Data Structures in permanent job vacancies in the North West. Included is a benchmarking guide to the salaries offered in vacancies that cited Data Structures over the 6 months leading up to 20 June 2025, comparing them to the same period in the previous two years.

6 months to
20 Jun 2025
Same period 2024 Same period 2023
Rank 267 156 275
Rank change year-on-year -111 +119 -89
Permanent jobs citing Data Structures 18 164 16
As % of all permanent jobs advertised in the North West 0.24% 1.41% 0.22%
As % of the Miscellaneous category 0.72% 4.60% 0.51%
Number of salaries quoted 6 84 13
10th Percentile £43,125 £35,000 -
25th Percentile £44,375 £46,250 £42,500
Median annual salary (50th Percentile) £51,250 £80,000 £57,106
Median % change year-on-year -35.94% +40.09% +17.14%
75th Percentile £65,313 £90,000 £96,250
90th Percentile £75,875 £110,000 -
England median annual salary £74,500 £70,000 £65,000
% change year-on-year +6.43% +7.69% -

All Generic Skills
North West

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 the North West.

Permanent vacancies with a requirement for generic IT skills 2,485 3,564 3,122
As % of all permanent jobs advertised in the North West 33.35% 30.59% 43.19%
Number of salaries quoted 874 2,363 1,460
10th Percentile £27,650 £26,750 £33,500
25th Percentile £33,750 £36,250 £42,874
Median annual salary (50th Percentile) £55,000 £50,000 £55,000
Median % change year-on-year +10.00% -9.09% +4.76%
75th Percentile £68,591 £65,603 £70,000
90th Percentile £82,500 £82,500 £84,056
England median annual salary £60,000 £55,000 £65,000
% change year-on-year +9.09% -15.38% +4.00%

Data Structures
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Structures in the North West

Data Structures
Salary Trend in the North West

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

Salary trend for Data Structures in the North West

Data Structures
Salary Histogram in the North West

Salary distribution for jobs citing Data Structures in the North West over the 6 months to 20 June 2025.

Salary histogram for Data Structures in the North West

Data Structures
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the North West region over the 6 months to 20 June 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
Manchester -19 11 £57,500 +4.55% 57
Merseyside +2 3 - - 8
Cheshire -10 2 £62,250 +77.86% 28
Cumbria -52 1 £52,500 -4.55%
Lancashire -52 1 £47,500 - 10
Data Structures
England

Data Structures
Co-occurring Skills and Capabilities in the North West 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 3 (16.67%) Apache
1 3 (16.67%) GemFire
2 1 (5.56%) Apache Airflow
Applications
1 5 (27.78%) Microsoft Excel
2 2 (11.11%) Microsoft Office
3 1 (5.56%) GNU Octave
3 1 (5.56%) Microsoft PowerPoint
Business Applications
1 1 (5.56%) Oracle Applications
Cloud Services
1 6 (33.33%) Azure
2 5 (27.78%) AWS
3 2 (11.11%) Amazon S3
3 2 (11.11%) Power Platform
4 1 (5.56%) Cloud Computing
4 1 (5.56%) dbt
4 1 (5.56%) Google Analytics
4 1 (5.56%) Snowflake
4 1 (5.56%) Stitch
4 1 (5.56%) Twilio
Communications & Networking
1 1 (5.56%) RTP
Database & Business Intelligence
1 5 (27.78%) MongoDB
1 5 (27.78%) Relational Database
2 3 (16.67%) Apache Ignite
2 3 (16.67%) InterSystems Cache
2 3 (16.67%) NoSQL
2 3 (16.67%) RDBMS
2 3 (16.67%) Redis
3 2 (11.11%) Big Data
3 2 (11.11%) Data Warehouse
3 2 (11.11%) Power BI
3 2 (11.11%) SQL Server
4 1 (5.56%) Amazon Aurora
4 1 (5.56%) Amazon RDS
4 1 (5.56%) Amazon Redshift
4 1 (5.56%) Data Lake
4 1 (5.56%) Data Mining
4 1 (5.56%) Elasticsearch
4 1 (5.56%) MySQL
4 1 (5.56%) Oracle ODI
4 1 (5.56%) Oracle Reports
Development Applications
1 3 (16.67%) Git
2 1 (5.56%) GitLab
2 1 (5.56%) Jenkins
2 1 (5.56%) JIRA
2 1 (5.56%) Maven
2 1 (5.56%) Oracle Forms
2 1 (5.56%) Visual Studio
General
1 7 (38.89%) Finance
2 3 (16.67%) Banking
2 3 (16.67%) Retail
3 2 (11.11%) Front Office
3 2 (11.11%) Law
4 1 (5.56%) Analytical Skills
4 1 (5.56%) Social Skills
Job Titles
1 9 (50.00%) Developer
2 5 (27.78%) Software Engineer
3 4 (22.22%) Java Engineer
4 3 (16.67%) Data Migration Developer
4 3 (16.67%) Java Server Engineer
4 3 (16.67%) Server Engineer
5 2 (11.11%) Senior
6 1 (5.56%) Business Intelligence Developer
6 1 (5.56%) Data Engineer
6 1 (5.56%) ERP Developer
6 1 (5.56%) Java Developer
6 1 (5.56%) Java Programmer
6 1 (5.56%) Linux Developer
6 1 (5.56%) Linux Engineer
6 1 (5.56%) Pricing Developer
6 1 (5.56%) Real Time Developer
6 1 (5.56%) Senior Applications Developer
6 1 (5.56%) Senior Oracle Applications Developer
6 1 (5.56%) Senior Oracle Developer
6 1 (5.56%) SQL Programmer
Libraries, Frameworks & Software Standards
1 6 (33.33%) Kafka
2 4 (22.22%) Spring
3 3 (16.67%) Middleware
3 3 (16.67%) RabbitMQ
4 2 (11.11%) .NET
4 2 (11.11%) gRPC
5 1 (5.56%) .NET Framework
5 1 (5.56%) Drools
5 1 (5.56%) FIDO
5 1 (5.56%) JWT
5 1 (5.56%) Node.js
5 1 (5.56%) OAuth
5 1 (5.56%) OAuth2
5 1 (5.56%) OpenID
5 1 (5.56%) SAML
5 1 (5.56%) Spring Boot
5 1 (5.56%) XML
Miscellaneous
1 7 (38.89%) Algorithms
2 3 (16.67%) Derivative
3 2 (11.11%) Credit Derivative
3 2 (11.11%) Distributed Systems
3 2 (11.11%) Equities
3 2 (11.11%) Fixed Income
3 2 (11.11%) Foreign Exchange (FX)
3 2 (11.11%) Mobile App
3 2 (11.11%) Public Cloud
3 2 (11.11%) Reference Data
3 2 (11.11%) Replication
4 1 (5.56%) Client/Server
4 1 (5.56%) Legacy Systems
Operating Systems
1 4 (22.22%) Linux
1 4 (22.22%) Unix
2 2 (11.11%) Windows
Processes & Methodologies
1 6 (33.33%) Agile
1 6 (33.33%) Microservices
1 6 (33.33%) Software Engineering
2 5 (27.78%) ETL
2 5 (27.78%) Multithreading
2 5 (27.78%) OO
2 5 (27.78%) TDD
3 4 (22.22%) CI/CD
3 4 (22.22%) Data Management
3 4 (22.22%) DevOps
3 4 (22.22%) OOP
3 4 (22.22%) Problem-Solving
4 3 (16.67%) Data Transformation
4 3 (16.67%) Decision-Making
4 3 (16.67%) Design Patterns
4 3 (16.67%) Electronic Trading
4 3 (16.67%) End-to-End Testing
4 3 (16.67%) Low Latency
4 3 (16.67%) Performance Tuning
4 3 (16.67%) Unit Testing
Programming Languages
1 10 (55.56%) SQL
2 8 (44.44%) Java
3 4 (22.22%) PL/SQL
3 4 (22.22%) T-SQL
4 3 (16.67%) C#
5 2 (11.11%) Python
6 1 (5.56%) Bash
6 1 (5.56%) C
6 1 (5.56%) C++
6 1 (5.56%) JavaScript
6 1 (5.56%) MATLAB
6 1 (5.56%) PowerShell
6 1 (5.56%) Rust
6 1 (5.56%) VBA
Qualifications
1 3 (16.67%) Degree
2 1 (5.56%) Computer Science Degree
2 1 (5.56%) DV Cleared
2 1 (5.56%) Security Cleared
Quality Assurance & Compliance
1 3 (16.67%) Accessibility
2 2 (11.11%) Data Quality
System Software
1 1 (5.56%) Docker
Systems Management
1 3 (16.67%) Kubernetes
1 3 (16.67%) Terraform
2 1 (5.56%) Ansible
2 1 (5.56%) Progress Chef
2 1 (5.56%) Single Sign-On
Vendors
1 5 (27.78%) Oracle
2 3 (16.67%) Microsoft
2 3 (16.67%) Solace
2 3 (16.67%) TIBCO
3 1 (5.56%) Facebook
3 1 (5.56%) ForgeRock
3 1 (5.56%) Google
3 1 (5.56%) Informatica
3 1 (5.56%) Ping Identity
3 1 (5.56%) Talend
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