NumPy Job Trends in the North East

NumPy
England > North East

The table below provides summary statistics and salary benchmarking for jobs advertised in the North East requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 1 February 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Feb 2026
Same period 2025 Same period 2024
Rank 84 - -
Rank change year-on-year - - -
Permanent jobs citing NumPy 1 0 0
As % of all permanent jobs in the North East 0.085% - -
As % of the Libraries, Frameworks & Software Standards category 0.68% - -
Number of salaries quoted 1 0 0
10th Percentile - - -
25th Percentile £33,750 - -
Median annual salary (50th Percentile) £37,500 - -
75th Percentile £41,250 - -
90th Percentile - - -
England median annual salary £110,000 £105,000 £110,000
% change year-on-year +4.76% -4.55% +37.50%

All Software Libraries and Frameworks
North East

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 the North East.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 147 205 192
As % of all permanent jobs advertised in the North East 12.53% 23.35% 16.27%
Number of salaries quoted 131 103 183
10th Percentile £28,250 £41,250 £35,250
25th Percentile £36,250 £45,625 £41,500
Median annual salary (50th Percentile) £50,000 £60,000 £55,000
Median % change year-on-year -16.67% +9.09% -0.90%
75th Percentile £70,000 £78,550 £65,000
90th Percentile £80,250 £95,000 £73,250
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 the North East

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

NumPy job vacancy trend in the North East

NumPy
Salary Trend in the North East

Salary distribution trend for jobs in the North East citing NumPy.

Salary distribution trend for jobs in the North East citing NumPy

NumPy
Job Locations in the North East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the North East region over the 6 months to 1 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
Tyne and Wear - 1 £37,500 - 3
NumPy
England

NumPy
Co-Occurring Skills & Capabilities in the North East 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 1 (100.00%) Jupyter
Applications
1 1 (100.00%) Chatbot
Cloud Services
1 1 (100.00%) AWS
1 1 (100.00%) Cloud Computing
Development Applications
1 1 (100.00%) Visual Studio Code
General
1 1 (100.00%) Finance
1 1 (100.00%) Manufacturing
1 1 (100.00%) Retail
Job Titles
1 1 (100.00%) Artificial Intelligence Programmer
1 1 (100.00%) Programmer
1 1 (100.00%) Trainee
1 1 (100.00%) Trainee Programmer
Libraries, Frameworks & Software Standards
1 1 (100.00%) Hugging Face
1 1 (100.00%) Matplotlib
1 1 (100.00%) Pandas
1 1 (100.00%) scikit-learn
1 1 (100.00%) Streamlit
Miscellaneous
1 1 (100.00%) Algorithms
Processes & Methodologies
1 1 (100.00%) AI
1 1 (100.00%) Artificial Intelligence Engineering
1 1 (100.00%) Conversational UI
1 1 (100.00%) Customer Service
1 1 (100.00%) Data Privacy
1 1 (100.00%) LLM
1 1 (100.00%) Machine Learning
1 1 (100.00%) Neural Network
1 1 (100.00%) OO
1 1 (100.00%) OOP
1 1 (100.00%) Prompt Engineering
1 1 (100.00%) Retrieval-Augmented Generation
1 1 (100.00%) Sentiment Analysis
1 1 (100.00%) Visualisation
1 1 (100.00%) Workflow
Programming Languages
1 1 (100.00%) Python
Qualifications
1 1 (100.00%) AWS Certification
1 1 (100.00%) AWS Certified Cloud Practitioner
Vendors
1 1 (100.00%) Microsoft