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 vacancies from the 6 months leading up to 16 September 2025, with comparisons to the same periods in the previous two years.

6 months to
16 Sep 2025
Same period 2024 Same period 2023
Rank 156 - 202
Rank change year-on-year - - +69
Permanent jobs citing NumPy 4 0 3
As % of all permanent jobs advertised in Yorkshire 0.12% - 0.078%
As % of the Libraries, Frameworks & Software Standards category 1.29% - 0.28%
Number of salaries quoted 1 0 3
10th Percentile - - -
25th Percentile £68,000 - £76,250
Median annual salary (50th Percentile) £71,000 - £82,500
Median % change year-on-year - - +11.86%
75th Percentile £74,000 - £88,750
90th Percentile - - -
England median annual salary £130,000 £115,000 £80,000
% change year-on-year +13.04% +43.75% -11.11%

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 311 806 1,083
As % of all permanent jobs advertised in Yorkshire 9.45% 16.34% 28.14%
Number of salaries quoted 223 555 767
10th Percentile £33,750 £31,750 £36,700
25th Percentile £41,250 £42,500 £46,250
Median annual salary (50th Percentile) £60,000 £55,000 £60,000
Median % change year-on-year +9.09% -8.33% +9.09%
75th Percentile £75,000 £68,750 £75,000
90th Percentile £86,250 £75,000 £85,000
England median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% +3.85%

NumPy
Job Vacancy Trend in Yorkshire

Job postings citing NumPy as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for NumPy 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
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 16 September 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
West Yorkshire - 2 £71,000 -
East Yorkshire - 1 - -
North Yorkshire - 1 - -
NumPy
England

NumPy
Co-occurring Skills and Capabilities in Yorkshire 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 (75.00%) Apache Spark
Cloud Services
1 4 (100.00%) Amazon S3
1 4 (100.00%) AWS
2 3 (75.00%) Amazon EKS
2 3 (75.00%) Amazon ELB
3 1 (25.00%) Amazon EC2
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 4 (100.00%) DynamoDB
2 3 (75.00%) Delta Lake
2 3 (75.00%) Metadata
2 3 (75.00%) Spark SQL
3 1 (25.00%) Big Data
Development Applications
1 3 (75.00%) MLflow
General
1 3 (75.00%) Social Skills
Job Titles
1 4 (100.00%) Machine Learning Engineer
2 3 (75.00%) Operations Engineer
Libraries, Frameworks & Software Standards
1 4 (100.00%) Pandas
1 4 (100.00%) PyTorch
1 4 (100.00%) TensorFlow
2 3 (75.00%) Keras
2 3 (75.00%) Lambda Expressions
2 3 (75.00%) Metaflow
2 3 (75.00%) PySpark
2 3 (75.00%) scikit-learn
2 3 (75.00%) YAML
3 1 (25.00%) Dask
3 1 (25.00%) Kafka
3 1 (25.00%) SciPy
Miscellaneous
1 3 (75.00%) Linux Command Line
Operating Systems
1 4 (100.00%) Unix
Processes & Methodologies
1 4 (100.00%) CI/CD
1 4 (100.00%) Machine Learning
1 4 (100.00%) MLOps
2 3 (75.00%) Artificial Intelligence
2 3 (75.00%) Containerisation
2 3 (75.00%) Data Science
2 3 (75.00%) Deployment Automation
2 3 (75.00%) Information Security
2 3 (75.00%) Metadata Management
2 3 (75.00%) OO
2 3 (75.00%) OOP
2 3 (75.00%) OWASP
2 3 (75.00%) Time Management
2 3 (75.00%) Unit Testing
2 3 (75.00%) Visualisation
3 1 (25.00%) Bayesian Methods
3 1 (25.00%) Cloud Security
3 1 (25.00%) DevOps
3 1 (25.00%) Infrastructure as Code
3 1 (25.00%) Software Engineering
Programming Languages
1 4 (100.00%) Python
2 3 (75.00%) SQL
3 1 (25.00%) Bash
Qualifications
1 1 (25.00%) AWS Certification
System Software
1 4 (100.00%) Docker
Systems Management
1 3 (75.00%) Kubeflow
1 3 (75.00%) Kubernetes
1 3 (75.00%) Terraform
Vendors
1 3 (75.00%) Databricks
2 1 (25.00%) Google