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 10 July 2026, with comparisons to the same periods in the previous two years.

6 months to
10 Jul 2026
Same period 2025 Same period 2024
Rank 610 422 367
Rank change year-on-year -188 -55 +263
Permanent jobs citing NumPy 106 238 627
As % of all permanent jobs in England 0.12% 0.55% 0.70%
As % of the Libraries, Frameworks & Software Standards category 1.16% 2.97% 3.63%
Number of salaries quoted 96 194 589
10th Percentile - £85,000 £77,500
25th Percentile £33,750 £100,000 £96,250
Median annual salary (50th Percentile) £40,500 £110,000 £135,000
Median % change year-on-year -63.18% -18.52% +80.00%
75th Percentile £60,000 £137,500 £148,750
90th Percentile £83,750 - £165,000
UK median annual salary £37,500 £110,000 £135,000
% change year-on-year -65.91% -18.52% +80.00%

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 9,172 8,003 17,260
As % of all permanent jobs advertised in England 10.56% 18.52% 19.32%
Number of salaries quoted 7,013 5,426 13,770
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,000
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £115,000 £103,750
UK median annual salary £65,000 £67,500 £60,000
% change year-on-year -3.70% +12.50% -9.13%

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 10 July 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 10 July 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 -12 35 £37,500 -58.33% 21
London -178 30 £72,500 -34.09% 41
North West +11 18 £37,500 -58.33% 11
South East -32 13 £60,000 -42.86% 25
Yorkshire -22 12 £37,500 - 6
Midlands -29 12 £37,500 +7.14% 11
West Midlands -11 10 £37,500 +7.14% 3
South West -49 10 £37,500 - 13
North East -42 5 £37,500 - 6
East of England -19 3 £67,500 - 11
East Midlands -24 2 £48,750 - 8
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 (46.23%) Jupyter
2 10 (9.43%) Apache Airflow
3 6 (5.66%) Apache Spark
4 5 (4.72%) Apache
5 3 (2.83%) Appian
Applications
1 49 (46.23%) Chatbot
2 2 (1.89%) Microsoft Excel
2 2 (1.89%) Spreadsheet
3 1 (0.94%) Microsoft PowerPoint
3 1 (0.94%) Trello
Cloud Services
1 63 (59.43%) AWS
2 49 (46.23%) Cloud Computing
3 13 (12.26%) Azure
4 5 (4.72%) Anthropic Claude
4 5 (4.72%) Prefect
5 4 (3.77%) Azure Data Factory
5 4 (3.77%) GCP
5 4 (3.77%) Serverless
6 3 (2.83%) Amazon S3
6 3 (2.83%) Amazon SageMaker
6 3 (2.83%) AWS Lambda
6 3 (2.83%) Azure AI
6 3 (2.83%) Power Automate
6 3 (2.83%) SaaS
7 2 (1.89%) Azure DevOps
7 2 (1.89%) Google Gemini
7 2 (1.89%) Microsoft 365
7 2 (1.89%) OpenShift
7 2 (1.89%) Power Platform
7 2 (1.89%) Vertex AI
Communications & Networking
1 1 (0.94%) LTE
1 1 (0.94%) Software-Defined Radio
1 1 (0.94%) Wi-Fi
1 1 (0.94%) Wireless
Database & Business Intelligence
1 7 (6.60%) Data Warehouse
2 6 (5.66%) Pinecone
3 4 (3.77%) MongoDB
3 4 (3.77%) SQL Server
4 3 (2.83%) Amazon Athena
4 3 (2.83%) MySQL
4 3 (2.83%) PostgreSQL
4 3 (2.83%) Relational Database
5 2 (1.89%) Neo4j
5 2 (1.89%) Power BI
5 2 (1.89%) Power Query
6 1 (0.94%) Amazon Redshift
6 1 (0.94%) Apache Cassandra
6 1 (0.94%) Big Data
6 1 (0.94%) DynamoDB
6 1 (0.94%) NoSQL
6 1 (0.94%) SQLPlus
Development Applications
1 48 (45.28%) Visual Studio Code
2 13 (12.26%) Git
3 3 (2.83%) MLflow
4 2 (1.89%) GitLab
4 2 (1.89%) Jenkins
5 1 (0.94%) JIRA
5 1 (0.94%) Poetry
General
1 63 (59.43%) Finance
2 49 (46.23%) Manufacturing
3 48 (45.28%) Retail
4 12 (11.32%) Social Skills
5 7 (6.60%) Banking
6 4 (3.77%) Analytical Skills
6 4 (3.77%) Retail Banking
7 2 (1.89%) Front Office
7 2 (1.89%) Investment Banking
8 1 (0.94%) Back Office
8 1 (0.94%) Inclusion and Diversity
Job Titles
1 45 (42.45%) Artificial Intelligence Programmer
1 45 (42.45%) Programmer
1 45 (42.45%) Trainee
1 45 (42.45%) Trainee Programmer
2 29 (27.36%) Developer
3 26 (24.53%) Python Developer
4 10 (9.43%) Data Scientist
5 8 (7.55%) Lead
5 8 (7.55%) Senior Data Scientist
6 6 (5.66%) Data Engineer
6 6 (5.66%) Lead Data Scientist
7 5 (4.72%) Artificial Intelligence Engineer
7 5 (4.72%) Senior
8 3 (2.83%) Artificial Intelligence Developer
8 3 (2.83%) Automation Engineer
8 3 (2.83%) Data Consultant
8 3 (2.83%) Data Science Consultant
8 3 (2.83%) Junior
8 3 (2.83%) Junior Developer
8 3 (2.83%) Python Engineer
Libraries, Frameworks & Software Standards
1 103 (97.17%) Pandas
2 69 (65.09%) scikit-learn
3 53 (50.00%) Hugging Face
4 51 (48.11%) Matplotlib
5 48 (45.28%) Streamlit
6 16 (15.09%) PyTorch
7 13 (12.26%) TensorFlow
8 10 (9.43%) Flask
9 9 (8.49%) FastAPI
9 9 (8.49%) SciPy
10 8 (7.55%) Django
11 7 (6.60%) RESTful
12 6 (5.66%) OpenCV
12 6 (5.66%) REST
13 5 (4.72%) Google JAX
13 5 (4.72%) JAX
13 5 (4.72%) PySpark
14 4 (3.77%) Kafka
14 4 (3.77%) LangChain
14 4 (3.77%) Seaborn
Miscellaneous
1 71 (66.98%) Algorithms
2 5 (4.72%) Cloud Native
3 4 (3.77%) Distributed Computing
4 3 (2.83%) AI Agents
4 3 (2.83%) Credit Risk
4 3 (2.83%) Data Structures
4 3 (2.83%) Legacy Systems
4 3 (2.83%) Low-Code
5 2 (1.89%) Derivative
5 2 (1.89%) Enterprise Software
5 2 (1.89%) Greenfield Project
5 2 (1.89%) Life Science
6 1 (0.94%) Client/Server
6 1 (0.94%) Clustering
6 1 (0.94%) Distributed Systems
6 1 (0.94%) Hedge funds
6 1 (0.94%) IoT
6 1 (0.94%) Market Risk
6 1 (0.94%) Product Ownership
6 1 (0.94%) Social Media
Operating Systems
1 6 (5.66%) Linux
2 1 (0.94%) Unix
Processes & Methodologies
1 69 (65.09%) Machine Learning
2 67 (63.21%) AI
3 57 (53.77%) LLM
4 55 (51.89%) Retrieval-Augmented Generation
5 54 (50.94%) Prompt Engineering
6 53 (50.00%) Visualisation
7 52 (49.06%) OO
8 51 (48.11%) Workflow
9 50 (47.17%) Artificial Intelligence Engineering
9 50 (47.17%) Neural Network
10 49 (46.23%) Conversational UI
10 49 (46.23%) OOP
11 48 (45.28%) Customer Service
11 48 (45.28%) Data Privacy
11 48 (45.28%) Sentiment Analysis
12 24 (22.64%) Computer Vision
12 24 (22.64%) Deep Learning
13 23 (21.70%) Signal Processing
14 18 (16.98%) Data Science
15 17 (16.04%) CI/CD
Programming Languages
1 106 (100.00%) Python
2 22 (20.75%) SQL
3 4 (3.77%) JavaScript
4 3 (2.83%) C++
5 2 (1.89%) Data Analysis Expressions
5 2 (1.89%) PowerShell
5 2 (1.89%) R
5 2 (1.89%) VBA
6 1 (0.94%) Bash
6 1 (0.94%) C
6 1 (0.94%) C#
6 1 (0.94%) Haskell
6 1 (0.94%) Java
6 1 (0.94%) OCaml
6 1 (0.94%) Rust
6 1 (0.94%) Shell Script
6 1 (0.94%) TypeScript
Qualifications
1 48 (45.28%) AWS Certification
1 48 (45.28%) AWS Certified Cloud Practitioner
2 10 (9.43%) Degree
3 3 (2.83%) Security Cleared
4 2 (1.89%) Master's Degree
5 1 (0.94%) Computer Science Degree
5 1 (0.94%) DV Cleared
5 1 (0.94%) PhD
5 1 (0.94%) SC Cleared
Quality Assurance & Compliance
1 11 (10.38%) Data Quality
2 3 (2.83%) EU AI Act
2 3 (2.83%) GDPR
System Software
1 16 (15.09%) Docker
Systems Management
1 12 (11.32%) Kubernetes
2 2 (1.89%) Argo
3 1 (0.94%) Terraform
Vendors
1 51 (48.11%) Microsoft
2 6 (5.66%) Databricks
2 6 (5.66%) OpenAI
3 3 (2.83%) Automation Anywhere
3 3 (2.83%) Google
3 3 (2.83%) UiPath
4 1 (0.94%) Cognizant
4 1 (0.94%) Oracle