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 25 September 2026, with comparisons to the same periods in the previous two years.

6 months to
25 Sep 2026
Same period 2025 Same period 2024
Rank 705 417 299
Rank change year-on-year -288 -118 +290
Permanent jobs citing NumPy 68 241 630
As % of all permanent jobs in England 0.066% 0.56% 0.92%
As % of the Libraries, Frameworks & Software Standards category 0.63% 3.18% 4.29%
Number of salaries quoted 52 202 598
10th Percentile £38,875 - £77,500
25th Percentile £45,000 £100,000 £85,000
Median annual salary (50th Percentile) £60,000 £130,000 £115,000
Median % change year-on-year -53.85% +13.04% +43.75%
75th Percentile £92,500 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £60,000 £130,000 £115,000
% change year-on-year -53.85% +13.04% +43.75%

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 10,850 7,576 14,696
As % of all permanent jobs advertised in England 10.51% 17.57% 21.49%
Number of salaries quoted 7,902 5,012 9,370
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,500 £49,000
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -7.14%
75th Percentile £87,500 £90,000 £87,500
90th Percentile £100,000 £115,000 £115,000
UK median annual salary £67,500 £68,525 £65,000
% change year-on-year -1.50% +5.42% -3.70%

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 25 September 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 25 September 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 -204 41 £70,250 -45.96% 157
South East -50 9 £60,000 +29.73% 26
North of England -68 7 £65,000 +5.26% 23
North West -25 6 £65,000 +23.81% 12
Midlands -48 3 £62,500 -3.85% 16
East Midlands -34 2 £63,750 - 11
South West -76 2 £60,000 +41.18% 18
East of England -24 1 £55,000 +29.41% 18
Yorkshire -38 1 - - 5
West Midlands -48 1 £62,500 -3.85% 5
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 7 (10.29%) Apache Spark
2 4 (5.88%) Apache Airflow
3 3 (4.41%) Apache
4 2 (2.94%) Jupyter
5 1 (1.47%) Apache Superset
5 1 (1.47%) SharePoint
Applications
1 5 (7.35%) Microsoft Excel
2 2 (2.94%) Chatbot
2 2 (2.94%) Microsoft PowerPoint
2 2 (2.94%) Spreadsheet
3 1 (1.47%) Trello
Cloud Services
1 20 (29.41%) AWS
2 16 (23.53%) Azure
3 9 (13.24%) GCP
3 9 (13.24%) Power Platform
4 6 (8.82%) Microsoft 365
5 4 (5.88%) SaaS
5 4 (5.88%) Serverless
6 3 (4.41%) Amazon S3
6 3 (4.41%) AWS Lambda
6 3 (4.41%) Azure AI
6 3 (4.41%) Azure DevOps
7 2 (2.94%) Amazon EC2
7 2 (2.94%) Amazon SageMaker
7 2 (2.94%) Anthropic Claude
7 2 (2.94%) Dagster
7 2 (2.94%) Google Gemini
7 2 (2.94%) OpenShift
7 2 (2.94%) Vertex AI
8 1 (1.47%) AWS Fargate
8 1 (1.47%) Azure Functions
Database & Business Intelligence
1 9 (13.24%) Power BI
2 7 (10.29%) Data Warehouse
3 6 (8.82%) Big Data
4 4 (5.88%) MongoDB
5 3 (4.41%) MySQL
5 3 (4.41%) Pinecone
5 3 (4.41%) PostgreSQL
5 3 (4.41%) Power Query
5 3 (4.41%) Relational Database
5 3 (4.41%) Tableau
6 2 (2.94%) Amazon Athena
6 2 (2.94%) Metadata
6 2 (2.94%) Neo4j
6 2 (2.94%) SQL Server
7 1 (1.47%) Amazon RDS
7 1 (1.47%) Amazon Redshift
7 1 (1.47%) DynamoDB
7 1 (1.47%) Hadoop
7 1 (1.47%) OLAP Cube
7 1 (1.47%) Semantic Layer
Development Applications
1 17 (25.00%) Git
2 6 (8.82%) MLflow
3 2 (2.94%) GitLab
3 2 (2.94%) Jenkins
4 1 (1.47%) JIRA
4 1 (1.47%) NUnit
4 1 (1.47%) Poetry
General
1 21 (30.88%) Finance
2 18 (26.47%) Social Skills
3 14 (20.59%) Analytical Skills
4 11 (16.18%) Banking
5 7 (10.29%) Retail Banking
6 5 (7.35%) Inclusion and Diversity
6 5 (7.35%) Law
7 4 (5.88%) Legal
7 4 (5.88%) Marketing
8 3 (4.41%) Documentation Skills
8 3 (4.41%) Public Sector
9 2 (2.94%) Aerospace
9 2 (2.94%) Aviation
9 2 (2.94%) Front Office
9 2 (2.94%) Investment Banking
10 1 (1.47%) Back Office
10 1 (1.47%) Financial Institution
10 1 (1.47%) Manufacturing
10 1 (1.47%) Pharmaceutical
Job Titles
1 18 (26.47%) Developer
2 16 (23.53%) Data Scientist
3 15 (22.06%) Python Developer
4 14 (20.59%) Lead
5 9 (13.24%) Senior Data Scientist
6 7 (10.29%) Consultant
6 7 (10.29%) Data Consultant
6 7 (10.29%) Lead Data Scientist
7 6 (8.82%) Senior
8 5 (7.35%) Data Engineer
8 5 (7.35%) Data Manager
8 5 (7.35%) Machine Learning Scientist
9 4 (5.88%) Analyst
9 4 (5.88%) Data Analyst
9 4 (5.88%) Data Science Consultant
9 4 (5.88%) Security Consultant
10 3 (4.41%) Python Engineer
11 2 (2.94%) Artificial Intelligence Engineer
11 2 (2.94%) AWS Engineer
11 2 (2.94%) Senior Developer
Libraries, Frameworks & Software Standards
1 63 (92.65%) Pandas
2 29 (42.65%) scikit-learn
3 17 (25.00%) PyTorch
4 12 (17.65%) TensorFlow
5 9 (13.24%) FastAPI
6 8 (11.76%) SciPy
7 7 (10.29%) PySpark
8 6 (8.82%) REST
8 6 (8.82%) XGBoost
9 5 (7.35%) Flask
9 5 (7.35%) Matplotlib
10 4 (5.88%) Django
10 4 (5.88%) Hugging Face
10 4 (5.88%) LangChain
10 4 (5.88%) React
10 4 (5.88%) Seaborn
11 3 (4.41%) Google JAX
11 3 (4.41%) JAX
11 3 (4.41%) OpenCV
11 3 (4.41%) pgvector
Miscellaneous
1 16 (23.53%) Algorithms
2 9 (13.24%) Cloud Native
3 7 (10.29%) Blog
4 5 (7.35%) AI Agents
4 5 (7.35%) Credit Risk
5 4 (5.88%) Data Structures
5 4 (5.88%) Product Ownership
6 3 (4.41%) Derivative
6 3 (4.41%) Enterprise Software
7 2 (2.94%) CUDA
7 2 (2.94%) Distributed Systems
7 2 (2.94%) Foreign Exchange (FX)
7 2 (2.94%) Greenfield Project
7 2 (2.94%) Life Science
7 2 (2.94%) Synthetic Data
8 1 (1.47%) Client/Server
8 1 (1.47%) Clustering
8 1 (1.47%) Distributed Computing
8 1 (1.47%) Equities
8 1 (1.47%) Hackathon
Operating Systems
1 2 (2.94%) Linux
2 1 (1.47%) Unix
2 1 (1.47%) Windows
Processes & Methodologies
1 42 (61.76%) AI
2 37 (54.41%) Machine Learning
3 34 (50.00%) Data Science
4 30 (44.12%) Analytics
5 21 (30.88%) Deep Learning
6 17 (25.00%) Data Analysis
6 17 (25.00%) LLM
7 16 (23.53%) Computer Science
7 16 (23.53%) Mathematics
7 16 (23.53%) Problem-Solving
7 16 (23.53%) Statistics
8 15 (22.06%) Computer Vision
9 13 (19.12%) CI/CD
9 13 (19.12%) MLOps
10 12 (17.65%) Data Engineering
10 12 (17.65%) Decision-Making
10 12 (17.65%) Natural Language Processing
10 12 (17.65%) Software Engineering
10 12 (17.65%) Use Case
10 12 (17.65%) Validation
Programming Languages
1 63 (92.65%) Python
2 25 (36.76%) SQL
3 6 (8.82%) PowerShell
4 3 (4.41%) Data Analysis Expressions
4 3 (4.41%) Java
4 3 (4.41%) JavaScript
5 2 (2.94%) C#
5 2 (2.94%) C++
5 2 (2.94%) R
5 2 (2.94%) TypeScript
5 2 (2.94%) VBA
6 1 (1.47%) Bash
6 1 (1.47%) C
6 1 (1.47%) Haskell
6 1 (1.47%) OCaml
6 1 (1.47%) Rust
6 1 (1.47%) Scala
6 1 (1.47%) Shell Script
Qualifications
1 21 (30.88%) Degree
2 13 (19.12%) PhD
3 10 (14.71%) Security Cleared
4 8 (11.76%) Master's Degree
5 6 (8.82%) SC Cleared
6 5 (7.35%) DV Cleared
7 2 (2.94%) Computer Science Degree
8 1 (1.47%) AWS Certification
8 1 (1.47%) Azure Certification
8 1 (1.47%) Numerate Degree
Quality Assurance & Compliance
1 11 (16.18%) Data Quality
2 5 (7.35%) EU AI Act
2 5 (7.35%) GDPR
3 1 (1.47%) QA
System Software
1 7 (10.29%) Docker
Systems Management
1 7 (10.29%) Kubernetes
2 2 (2.94%) Argo
3 1 (1.47%) Kubeflow
Vendors
1 8 (11.76%) Microsoft
2 7 (10.29%) Databricks
3 6 (8.82%) Google
4 5 (7.35%) OpenAI
5 3 (4.41%) YouTube
6 2 (2.94%) Mistral
6 2 (2.94%) Thales
7 1 (1.47%) Cognizant
7 1 (1.47%) Oracle
7 1 (1.47%) Trend Micro