NumPy Job Trends in Yorkshire

NumPy
England > Yorkshire

The table below provides summary statistics and salary benchmarking for jobs advertised in Yorkshire requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 12 February 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Feb 2026
Same period 2025 Same period 2024
Rank 170 - 194
Rank change year-on-year - - +85
Permanent jobs citing NumPy 4 0 2
As % of all permanent jobs in Yorkshire 0.10% - 0.045%
As % of the Libraries, Frameworks & Software Standards category 0.89% - 0.21%
Number of salaries quoted 4 0 2
10th Percentile - - -
25th Percentile £33,750 - -
Median annual salary (50th Percentile) £37,500 - £85,000
Median % change year-on-year - - +100.00%
75th Percentile £49,438 - -
90th Percentile £64,175 - -
England median annual salary £105,000 £105,000 £112,500
% change year-on-year - -6.67% +40.63%

All Software Libraries and Frameworks
Yorkshire

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 Yorkshire.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 448 422 949
As % of all permanent jobs advertised in Yorkshire 11.37% 16.98% 21.35%
Number of salaries quoted 335 245 804
10th Percentile £28,250 £32,000 £32,500
25th Percentile £37,500 £41,250 £42,500
Median annual salary (50th Percentile) £60,000 £55,000 £55,000
Median % change year-on-year +9.09% - -4.86%
75th Percentile £77,500 £75,000 £71,250
90th Percentile £92,500 £93,778 £82,500
England median annual salary £65,000 £67,500 £62,500
% change year-on-year -3.70% +8.00% -9.19%

NumPy
Job Vacancy Trend in Yorkshire

Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in Yorkshire.

NumPy job vacancy trend in Yorkshire

NumPy
Salary Trend in Yorkshire

Salary distribution trend for jobs in Yorkshire citing NumPy.

Salary distribution trend for jobs in Yorkshire citing NumPy

NumPy
Salary Histogram in Yorkshire

Salary distribution for jobs citing NumPy in Yorkshire over the 6 months to 12 February 2026.

Salary histogram for NumPy in Yorkshire

NumPy
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the Yorkshire region over the 6 months to 12 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
West Yorkshire - 3 £37,500 - 4
South Yorkshire - 1 £37,500 - 3
NumPy
England

NumPy
Co-Occurring Skills & Capabilities in Yorkshire 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 3 (75.00%) Jupyter
Applications
1 3 (75.00%) Chatbot
Cloud Services
1 4 (100.00%) AWS
2 3 (75.00%) Cloud Computing
3 1 (25.00%) Amazon EC2
3 1 (25.00%) Amazon S3
3 1 (25.00%) Amazon SageMaker
3 1 (25.00%) AWS CloudFormation
3 1 (25.00%) AWS Lambda
3 1 (25.00%) GCP
3 1 (25.00%) Serverless
Database & Business Intelligence
1 1 (25.00%) Big Data
1 1 (25.00%) DynamoDB
Development Applications
1 3 (75.00%) Visual Studio Code
General
1 3 (75.00%) Finance
1 3 (75.00%) Manufacturing
1 3 (75.00%) Retail
Job Titles
1 3 (75.00%) Artificial Intelligence Programmer
1 3 (75.00%) Programmer
1 3 (75.00%) Trainee
1 3 (75.00%) Trainee Programmer
2 1 (25.00%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 4 (100.00%) Pandas
2 3 (75.00%) Hugging Face
2 3 (75.00%) Matplotlib
2 3 (75.00%) scikit-learn
2 3 (75.00%) Streamlit
3 1 (25.00%) Dask
3 1 (25.00%) Kafka
3 1 (25.00%) PyTorch
3 1 (25.00%) SciPy
3 1 (25.00%) TensorFlow
Miscellaneous
1 3 (75.00%) Algorithms
Operating Systems
1 1 (25.00%) Unix
Processes & Methodologies
1 4 (100.00%) Machine Learning
2 3 (75.00%) AI
2 3 (75.00%) Artificial Intelligence Engineering
2 3 (75.00%) Conversational UI
2 3 (75.00%) Customer Service
2 3 (75.00%) Data Privacy
2 3 (75.00%) LLM
2 3 (75.00%) Neural Network
2 3 (75.00%) OO
2 3 (75.00%) OOP
2 3 (75.00%) Prompt Engineering
2 3 (75.00%) Retrieval-Augmented Generation
2 3 (75.00%) Sentiment Analysis
2 3 (75.00%) Visualisation
2 3 (75.00%) Workflow
3 1 (25.00%) Cloud Security
3 1 (25.00%) Infrastructure as Code
3 1 (25.00%) MLOps
3 1 (25.00%) Reinforcement Learning
3 1 (25.00%) Software Engineering
Programming Languages
1 4 (100.00%) Python
2 1 (25.00%) Bash
Qualifications
1 4 (100.00%) AWS Certification
2 3 (75.00%) AWS Certified Cloud Practitioner
System Software
1 1 (25.00%) Docker
Vendors
1 3 (75.00%) Microsoft
2 1 (25.00%) Google