NumPy Job Trends in Bradford

NumPy
West Yorkshire > Bradford

The table below provides summary statistics and salary benchmarking for jobs advertised in Bradford requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 22 May 2026, with comparisons to the same periods in the previous two years.

6 months to
22 May 2026
Same period 2025 Same period 2024
Rank 32 - -
Rank change year-on-year - - -
Permanent jobs citing NumPy 1 0 0
As % of all permanent jobs in Bradford 0.32% - -
As % of the Libraries, Frameworks & Software Standards category 8.33% - -
Number of salaries quoted 0 0 0
Median annual salary (50th Percentile) - - -
West Yorkshire median annual salary £37,500 - £85,000
% change year-on-year - - +100.00%

All Software Libraries and Frameworks
Bradford

NumPy falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in Bradford.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 12 5 45
As % of all permanent jobs advertised in Bradford 3.87% 5.88% 21.03%
Number of salaries quoted 9 3 40
10th Percentile £40,500 £52,950 £35,900
25th Percentile £61,250 £57,000 £41,250
Median annual salary (50th Percentile) £65,000 £67,500 £52,500
Median % change year-on-year -3.70% +28.57% +16.67%
75th Percentile - £73,125 £64,063
90th Percentile - £74,250 £80,000
West Yorkshire median annual salary £67,500 £62,500 £55,000
% change year-on-year +8.00% +13.64% -10.10%

NumPy
Co-Occurring Skills & Capabilities in Bradford 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:

Cloud Services
1 1 (100.00%) Amazon CloudWatch
1 1 (100.00%) Amazon EC2
1 1 (100.00%) Amazon ECS
1 1 (100.00%) Amazon EKS
1 1 (100.00%) Amazon SQS
1 1 (100.00%) AWS
1 1 (100.00%) AWS Fargate
Database & Business Intelligence
1 1 (100.00%) Apache Cassandra
1 1 (100.00%) MongoDB
1 1 (100.00%) MySQL
1 1 (100.00%) NoSQL
1 1 (100.00%) PostgreSQL
1 1 (100.00%) Relational Database
Job Titles
1 1 (100.00%) Architect
1 1 (100.00%) Technical Architect
Libraries, Frameworks & Software Standards
1 1 (100.00%) Django
1 1 (100.00%) FastAPI
1 1 (100.00%) Flask
1 1 (100.00%) Pandas
1 1 (100.00%) RESTful
1 1 (100.00%) scikit-learn
Miscellaneous
1 1 (100.00%) Data Structures
Processes & Methodologies
1 1 (100.00%) Agile
1 1 (100.00%) Application Security
1 1 (100.00%) Asynchronous Programming
1 1 (100.00%) CI/CD
1 1 (100.00%) Cost Optimisation
1 1 (100.00%) Data Analysis
1 1 (100.00%) Data Science
1 1 (100.00%) Design Patterns
1 1 (100.00%) DevOps
1 1 (100.00%) Kanban
1 1 (100.00%) Load Balancing
1 1 (100.00%) Machine Learning
1 1 (100.00%) OO
1 1 (100.00%) OOP
1 1 (100.00%) Problem-Solving
1 1 (100.00%) Scrum
1 1 (100.00%) Sprint Planning
1 1 (100.00%) Stakeholder Management
1 1 (100.00%) Strategic Thinking
Programming Languages
1 1 (100.00%) Python
Systems Management
1 1 (100.00%) Kubernetes