NumPy Job Trends in England

NumPy
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 11 April 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Apr 2026
Same period 2025 Same period 2024
Rank 574 368 586
Rank change year-on-year -206 +218 +103
Permanent jobs citing NumPy 98 245 238
As % of all permanent jobs in England 0.13% 0.67% 0.30%
As % of the Libraries, Frameworks & Software Standards category 1.29% 3.14% 1.42%
Number of salaries quoted 77 185 209
10th Percentile - £76,250 £55,000
25th Percentile £33,750 £80,000 £76,250
Median annual salary (50th Percentile) £37,500 £105,000 £125,000
Median % change year-on-year -64.29% -16.00% +61.29%
75th Percentile £60,000 £135,000 £143,750
90th Percentile £76,000 £147,500 £165,000
UK median annual salary £37,500 £105,000 £122,500
% change year-on-year -64.29% -14.29% +58.06%

All Software Libraries and Frameworks
England

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 England.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,588 7,803 16,781
As % of all permanent jobs advertised in England 10.22% 21.31% 20.86%
Number of salaries quoted 5,757 5,952 14,017
10th Percentile £37,500 £40,000 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £66,296 £60,000
Median % change year-on-year -1.95% +10.49% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £112,500 £100,064
UK median annual salary £65,000 £66,206 £60,000
% change year-on-year -1.82% +10.34% -11.11%

NumPy
Job Vacancy Trend in England

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

NumPy job vacancy trend in England

NumPy
Salary Trend in England

Salary distribution trend for jobs in England citing NumPy.

Salary distribution trend for jobs in England citing NumPy

NumPy
Salary Histogram in England

Salary distribution for jobs citing NumPy in England over the 6 months to 11 April 2026.

Salary histogram for NumPy in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 6 months to 11 April 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
North of England -34 32 £37,500 -58.33% 28
London -175 30 £67,500 -35.71% 46
North West -17 16 £37,500 -58.33% 14
South East -38 11 £60,000 -22.58% 33
Yorkshire - 11 £37,500 - 8
Midlands -39 10 £37,500 +7.14% 19
South West -44 10 £37,500 -48.28% 14
West Midlands -10 9 £37,500 +7.14% 6
East of England -38 5 £67,500 - 9
North East - 5 £37,500 - 7
East Midlands - 1 £37,500 - 13
NumPy
UK

NumPy
Co-Occurring Skills & Capabilities in England 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 49 (50.00%) Jupyter
2 12 (12.24%) Appian
3 10 (10.20%) Apache Airflow
4 9 (9.18%) Apache Spark
5 6 (6.12%) Apache
Applications
1 49 (50.00%) Chatbot
2 1 (1.02%) Trello
Cloud Services
1 57 (58.16%) AWS
2 48 (48.98%) Cloud Computing
3 18 (18.37%) Azure
4 13 (13.27%) Anthropic Claude
4 13 (13.27%) Azure Data Factory
5 12 (12.24%) Azure AI
5 12 (12.24%) Power Automate
6 5 (5.10%) Prefect
6 5 (5.10%) Serverless
7 4 (4.08%) Amazon S3
7 4 (4.08%) AWS Lambda
7 4 (4.08%) GCP
8 3 (3.06%) Amazon SageMaker
9 1 (1.02%) Azure DevOps
9 1 (1.02%) Dagster
9 1 (1.02%) Google Gemini
9 1 (1.02%) OpenShift
9 1 (1.02%) PaaS
9 1 (1.02%) SaaS
9 1 (1.02%) Vertex AI
Communications & Networking
1 1 (1.02%) LTE
1 1 (1.02%) Software-Defined Radio
1 1 (1.02%) Wi-Fi
1 1 (1.02%) Wireless
Database & Business Intelligence
1 13 (13.27%) Pinecone
1 13 (13.27%) SQL Server
2 4 (4.08%) Big Data
2 4 (4.08%) Data Warehouse
3 3 (3.06%) Amazon Athena
3 3 (3.06%) Relational Database
3 3 (3.06%) Tableau
4 2 (2.04%) Hadoop
4 2 (2.04%) MySQL
4 2 (2.04%) PostgreSQL
5 1 (1.02%) Data Lake
5 1 (1.02%) MongoDB
5 1 (1.02%) Neo4j
Development Applications
1 48 (48.98%) Visual Studio Code
2 12 (12.24%) MLflow
3 8 (8.16%) Git
4 1 (1.02%) GitLab
4 1 (1.02%) Jenkins
4 1 (1.02%) JIRA
4 1 (1.02%) Poetry
General
1 68 (69.39%) Finance
2 50 (51.02%) Manufacturing
3 48 (48.98%) Retail
4 15 (15.31%) Social Skills
5 6 (6.12%) Analytical Skills
6 3 (3.06%) Marketing
7 2 (2.04%) Electronics
7 2 (2.04%) Inclusion and Diversity
7 2 (2.04%) Public Sector
7 2 (2.04%) Telecoms
8 1 (1.02%) Banking
8 1 (1.02%) Documentation Skills
8 1 (1.02%) Financial Institution
8 1 (1.02%) Front Office
8 1 (1.02%) Investment Banking
8 1 (1.02%) Law
Job Titles
1 45 (45.92%) Artificial Intelligence Programmer
1 45 (45.92%) Programmer
1 45 (45.92%) Trainee
1 45 (45.92%) Trainee Programmer
2 24 (24.49%) Developer
3 18 (18.37%) Python Developer
4 13 (13.27%) Artificial Intelligence Engineer
5 12 (12.24%) Automation Engineer
6 7 (7.14%) Data Engineer
7 6 (6.12%) Artificial Intelligence Developer
7 6 (6.12%) Data Scientist
8 5 (5.10%) Senior Data Scientist
9 4 (4.08%) Lead
10 3 (3.06%) Junior
10 3 (3.06%) Junior Developer
10 3 (3.06%) Lead Data Scientist
10 3 (3.06%) Python Data Engineer
10 3 (3.06%) Python Engineer
11 2 (2.04%) Data Science Developer
11 2 (2.04%) Senior
Libraries, Frameworks & Software Standards
1 96 (97.96%) Pandas
2 71 (72.45%) scikit-learn
3 61 (62.24%) Hugging Face
4 51 (52.04%) Matplotlib
5 48 (48.98%) Streamlit
6 29 (29.59%) PyTorch
7 24 (24.49%) TensorFlow
8 14 (14.29%) Flask
9 13 (13.27%) Django
9 13 (13.27%) FastAPI
9 13 (13.27%) RESTful
10 12 (12.24%) Faiss
10 12 (12.24%) JWT
10 12 (12.24%) OAuth
10 12 (12.24%) OpenAPI
10 12 (12.24%) pytest
10 12 (12.24%) REST
10 12 (12.24%) Swagger
10 12 (12.24%) Web Services
11 7 (7.14%) SciPy
Miscellaneous
1 70 (71.43%) Algorithms
2 12 (12.24%) Legacy Systems
2 12 (12.24%) Low-Code
3 5 (5.10%) Distributed Computing
4 2 (2.04%) AI Agents
4 2 (2.04%) Cloud Native
5 1 (1.02%) Blockchain
5 1 (1.02%) Client/Server
5 1 (1.02%) Distributed Systems
5 1 (1.02%) Enterprise Software
5 1 (1.02%) FPGA
5 1 (1.02%) Greenfield Project
5 1 (1.02%) Hedge funds
5 1 (1.02%) IoT
5 1 (1.02%) Life Science
5 1 (1.02%) Product Ownership
Operating Systems
1 5 (5.10%) Linux
Processes & Methodologies
1 76 (77.55%) Machine Learning
2 71 (72.45%) AI
3 66 (67.35%) LLM
4 62 (63.27%) Retrieval-Augmented Generation
5 61 (62.24%) Prompt Engineering
6 60 (61.22%) OO
6 60 (61.22%) Workflow
7 51 (52.04%) Visualisation
8 50 (51.02%) Neural Network
9 49 (50.00%) Conversational UI
10 48 (48.98%) Artificial Intelligence Engineering
10 48 (48.98%) Customer Service
10 48 (48.98%) Data Privacy
10 48 (48.98%) OOP
10 48 (48.98%) Sentiment Analysis
11 21 (21.43%) CI/CD
12 20 (20.41%) Open Source
13 19 (19.39%) Deep Learning
14 18 (18.37%) ETL
14 18 (18.37%) Validation
Programming Languages
1 98 (100.00%) Python
2 24 (24.49%) SQL
3 4 (4.08%) R
4 2 (2.04%) C++
4 2 (2.04%) JavaScript
5 1 (1.02%) C
5 1 (1.02%) Haskell
5 1 (1.02%) MATLAB
5 1 (1.02%) OCaml
5 1 (1.02%) Rust
Qualifications
1 48 (48.98%) AWS Certification
1 48 (48.98%) AWS Certified Cloud Practitioner
2 9 (9.18%) Degree
3 1 (1.02%) Computer Science Degree
3 1 (1.02%) Master's Degree
3 1 (1.02%) PhD
3 1 (1.02%) SC Cleared
3 1 (1.02%) Security Cleared
Quality Assurance & Compliance
1 19 (19.39%) Data Quality
System Software
1 23 (23.47%) Docker
Systems Management
1 19 (19.39%) Kubernetes
2 1 (1.02%) Argo
Vendors
1 49 (50.00%) Microsoft
2 13 (13.27%) OpenAI
3 12 (12.24%) Automation Anywhere
3 12 (12.24%) UiPath
4 6 (6.12%) Databricks
5 2 (2.04%) Google
5 2 (2.04%) SAP
6 1 (1.02%) Cognizant
6 1 (1.02%) Oracle