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 18 April 2026, with comparisons to the same periods in the previous two years.

6 months to
18 Apr 2026
Same period 2025 Same period 2024
Rank 577 383 578
Rank change year-on-year -194 +195 +111
Permanent jobs citing NumPy 104 245 248
As % of all permanent jobs in England 0.14% 0.66% 0.30%
As % of the Libraries, Frameworks & Software Standards category 1.35% 3.16% 1.47%
Number of salaries quoted 82 186 220
10th Percentile - £76,250 £55,000
25th Percentile £33,750 £85,000 £74,375
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 £148,750
90th Percentile £75,000 £147,500 £165,000
UK median annual salary £37,500 £105,000 £120,000
% change year-on-year -64.29% -12.50% +54.84%

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 7,710 7,754 16,897
As % of all permanent jobs advertised in England 10.02% 20.86% 20.50%
Number of salaries quoted 5,817 5,906 14,111
10th Percentile £37,500 £40,000 £36,250
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £66,295 £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 £100,000
UK median annual salary £65,000 £66,200 £60,000
% change year-on-year -1.81% +10.33% -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 18 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 18 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
London -153 33 £60,000 -43.53% 40
North of England -29 32 £37,500 -58.33% 14
North West -9 16 £37,500 -58.33% 6
South East -32 12 £60,000 -32.39% 19
South West -40 12 £37,500 -48.28% 5
Yorkshire - 11 £37,500 - 3
Midlands -30 10 £37,500 +7.14% 7
West Midlands -19 9 £37,500 +7.14% 3
East of England -39 5 £67,500 - 8
North East - 5 £37,500 - 5
East Midlands - 1 £37,500 - 4
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 (47.12%) Jupyter
2 12 (11.54%) Appian
3 10 (9.62%) Apache Airflow
4 9 (8.65%) Apache Spark
5 6 (5.77%) Apache
Applications
1 49 (47.12%) Chatbot
2 2 (1.92%) Microsoft Excel
2 2 (1.92%) Spreadsheet
3 1 (0.96%) Trello
Cloud Services
1 57 (54.81%) AWS
2 48 (46.15%) Cloud Computing
3 19 (18.27%) Azure
4 14 (13.46%) Anthropic Claude
5 13 (12.50%) Azure Data Factory
6 12 (11.54%) Azure AI
6 12 (11.54%) Power Automate
7 5 (4.81%) Prefect
7 5 (4.81%) Serverless
8 4 (3.85%) Amazon S3
8 4 (3.85%) AWS Lambda
8 4 (3.85%) GCP
9 3 (2.88%) Amazon SageMaker
10 2 (1.92%) Azure DevOps
10 2 (1.92%) Google Gemini
10 2 (1.92%) Microsoft 365
10 2 (1.92%) OpenShift
10 2 (1.92%) Power Platform
10 2 (1.92%) Vertex AI
11 1 (0.96%) Dagster
Communications & Networking
1 1 (0.96%) LTE
1 1 (0.96%) Software-Defined Radio
1 1 (0.96%) Wi-Fi
1 1 (0.96%) Wireless
Database & Business Intelligence
1 14 (13.46%) Pinecone
2 13 (12.50%) SQL Server
3 4 (3.85%) Big Data
3 4 (3.85%) Data Warehouse
4 3 (2.88%) Amazon Athena
4 3 (2.88%) Relational Database
4 3 (2.88%) Tableau
5 2 (1.92%) Hadoop
5 2 (1.92%) MongoDB
5 2 (1.92%) MySQL
5 2 (1.92%) Neo4j
5 2 (1.92%) PostgreSQL
5 2 (1.92%) Power BI
5 2 (1.92%) Power Query
6 1 (0.96%) Data Lake
Development Applications
1 48 (46.15%) Visual Studio Code
2 12 (11.54%) MLflow
3 8 (7.69%) Git
4 2 (1.92%) GitLab
4 2 (1.92%) Jenkins
5 1 (0.96%) JIRA
5 1 (0.96%) Poetry
General
1 68 (65.38%) Finance
2 50 (48.08%) Manufacturing
3 48 (46.15%) Retail
4 17 (16.35%) Social Skills
5 6 (5.77%) Analytical Skills
6 3 (2.88%) Marketing
7 2 (1.92%) Electronics
7 2 (1.92%) Inclusion and Diversity
7 2 (1.92%) Public Sector
7 2 (1.92%) Telecoms
8 1 (0.96%) Banking
8 1 (0.96%) Documentation Skills
8 1 (0.96%) Financial Institution
8 1 (0.96%) Front Office
8 1 (0.96%) Investment Banking
8 1 (0.96%) Law
Job Titles
1 45 (43.27%) Artificial Intelligence Programmer
1 45 (43.27%) Programmer
1 45 (43.27%) Trainee
1 45 (43.27%) Trainee Programmer
2 27 (25.96%) Developer
3 21 (20.19%) Python Developer
4 13 (12.50%) Artificial Intelligence Engineer
5 12 (11.54%) Automation Engineer
6 7 (6.73%) Data Engineer
7 6 (5.77%) Artificial Intelligence Developer
7 6 (5.77%) Data Scientist
8 5 (4.81%) Lead
8 5 (4.81%) Senior Data Scientist
9 3 (2.88%) Junior
9 3 (2.88%) Junior Developer
9 3 (2.88%) Lead Data Scientist
9 3 (2.88%) Python Data Engineer
9 3 (2.88%) Python Engineer
10 2 (1.92%) Analyst
10 2 (1.92%) Data Analyst
Libraries, Frameworks & Software Standards
1 102 (98.08%) Pandas
2 72 (69.23%) scikit-learn
3 62 (59.62%) Hugging Face
4 53 (50.96%) Matplotlib
5 48 (46.15%) Streamlit
6 30 (28.85%) PyTorch
7 25 (24.04%) TensorFlow
8 14 (13.46%) FastAPI
8 14 (13.46%) Flask
9 13 (12.50%) Django
9 13 (12.50%) RESTful
10 12 (11.54%) Faiss
10 12 (11.54%) JWT
10 12 (11.54%) OAuth
10 12 (11.54%) OpenAPI
10 12 (11.54%) pytest
10 12 (11.54%) REST
10 12 (11.54%) Swagger
10 12 (11.54%) Web Services
11 7 (6.73%) SciPy
Miscellaneous
1 73 (70.19%) Algorithms
2 12 (11.54%) Legacy Systems
2 12 (11.54%) Low-Code
3 5 (4.81%) Distributed Computing
4 3 (2.88%) Cloud Native
5 2 (1.92%) AI Agents
5 2 (1.92%) Enterprise Software
6 1 (0.96%) Blockchain
6 1 (0.96%) Client/Server
6 1 (0.96%) Distributed Systems
6 1 (0.96%) FPGA
6 1 (0.96%) Greenfield Project
6 1 (0.96%) Hedge funds
6 1 (0.96%) IoT
6 1 (0.96%) Life Science
6 1 (0.96%) Product Ownership
Operating Systems
1 5 (4.81%) Linux
Processes & Methodologies
1 77 (74.04%) Machine Learning
2 72 (69.23%) AI
3 67 (64.42%) LLM
4 63 (60.58%) Retrieval-Augmented Generation
5 62 (59.62%) Prompt Engineering
6 60 (57.69%) OO
6 60 (57.69%) Workflow
7 51 (49.04%) Neural Network
7 51 (49.04%) Visualisation
8 49 (47.12%) Conversational UI
9 48 (46.15%) Artificial Intelligence Engineering
9 48 (46.15%) Customer Service
9 48 (46.15%) Data Privacy
9 48 (46.15%) OOP
9 48 (46.15%) Sentiment Analysis
10 22 (21.15%) CI/CD
10 22 (21.15%) Deep Learning
11 21 (20.19%) Computer Vision
11 21 (20.19%) Open Source
12 20 (19.23%) Signal Processing
Programming Languages
1 104 (100.00%) Python
2 26 (25.00%) SQL
3 4 (3.85%) R
4 2 (1.92%) C++
4 2 (1.92%) Data Analysis Expressions
4 2 (1.92%) JavaScript
4 2 (1.92%) PowerShell
4 2 (1.92%) VBA
5 1 (0.96%) C
5 1 (0.96%) Haskell
5 1 (0.96%) MATLAB
5 1 (0.96%) OCaml
5 1 (0.96%) Rust
Qualifications
1 48 (46.15%) AWS Certification
1 48 (46.15%) AWS Certified Cloud Practitioner
2 9 (8.65%) Degree
3 1 (0.96%) Computer Science Degree
3 1 (0.96%) Master's Degree
3 1 (0.96%) PhD
3 1 (0.96%) SC Cleared
3 1 (0.96%) Security Cleared
Quality Assurance & Compliance
1 19 (18.27%) Data Quality
System Software
1 23 (22.12%) Docker
Systems Management
1 20 (19.23%) Kubernetes
2 2 (1.92%) Argo
Vendors
1 51 (49.04%) Microsoft
2 14 (13.46%) OpenAI
3 12 (11.54%) Automation Anywhere
3 12 (11.54%) UiPath
4 6 (5.77%) Databricks
5 3 (2.88%) Google
6 2 (1.92%) SAP
7 1 (0.96%) Cognizant
7 1 (0.96%) Oracle