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

6 months to
14 Sep 2026
Same period 2025 Same period 2024
Rank 668 416 289
Rank change year-on-year -252 -127 +296
Permanent jobs citing NumPy 68 247 654
As % of all permanent jobs in England 0.068% 0.57% 0.95%
As % of the Libraries, Frameworks & Software Standards category 0.64% 3.24% 4.49%
Number of salaries quoted 53 207 622
10th Percentile £40,100 - £77,500
25th Percentile £57,500 £100,000 £96,250
Median annual salary (50th Percentile) £60,000 £130,000 £115,000
Median % change year-on-year -53.85% +13.04% +43.75%
75th Percentile £83,750 £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% +46.03%

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 10,560 7,622 14,568
As % of all permanent jobs advertised in England 10.55% 17.62% 21.21%
Number of salaries quoted 7,782 5,027 9,729
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,500 £48,750
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 £86,250
90th Percentile £100,000 £115,000 £115,000
UK median annual salary £67,500 £70,000 £65,000
% change year-on-year -3.57% +7.69% -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 14 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 14 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 -212 38 £70,250 -45.96% 166
South East -34 11 £60,000 +29.73% 25
North of England -57 8 £70,000 +13.36% 20
North West -12 7 £70,000 +33.33% 11
Midlands -53 3 £62,500 +28.21% 13
East Midlands -33 2 £63,750 - 10
South West -77 2 £60,000 +41.18% 14
East of England -29 1 £55,000 +29.41% 13
Yorkshire -33 1 - - 5
West Midlands -40 1 £62,500 +28.21% 3
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 3 (4.41%) Apache
2 3 (4.41%) Apache Airflow
3 2 (2.94%) Jupyter
4 1 (1.47%) Apache Superset
4 1 (1.47%) SharePoint
Applications
1 4 (5.88%) Microsoft Excel
2 2 (2.94%) Chatbot
2 2 (2.94%) Spreadsheet
3 1 (1.47%) Microsoft PowerPoint
3 1 (1.47%) Trello
Cloud Services
1 18 (26.47%) AWS
2 13 (19.12%) Azure
3 6 (8.82%) GCP
3 6 (8.82%) Power Platform
4 5 (7.35%) Microsoft 365
4 5 (7.35%) Serverless
5 4 (5.88%) Amazon S3
5 4 (5.88%) AWS Lambda
6 3 (4.41%) Amazon SageMaker
6 3 (4.41%) Azure AI
6 3 (4.41%) Azure DevOps
6 3 (4.41%) SaaS
7 2 (2.94%) Amazon EC2
7 2 (2.94%) Anthropic Claude
7 2 (2.94%) Google Gemini
7 2 (2.94%) OpenShift
7 2 (2.94%) Vertex AI
8 1 (1.47%) Cloud Computing
8 1 (1.47%) Dagster
8 1 (1.47%) Prefect
Database & Business Intelligence
1 7 (10.29%) Data Warehouse
2 6 (8.82%) Big Data
2 6 (8.82%) Power BI
3 4 (5.88%) MongoDB
4 3 (4.41%) Amazon Athena
4 3 (4.41%) Pinecone
4 3 (4.41%) PostgreSQL
4 3 (4.41%) Power Query
4 3 (4.41%) Relational Database
5 2 (2.94%) MySQL
5 2 (2.94%) Neo4j
5 2 (2.94%) SQL Server
6 1 (1.47%) Amazon RDS
6 1 (1.47%) Amazon Redshift
6 1 (1.47%) Apache Cassandra
6 1 (1.47%) DynamoDB
6 1 (1.47%) Hadoop
6 1 (1.47%) NoSQL
6 1 (1.47%) OLAP
6 1 (1.47%) OLAP Cube
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 20 (29.41%) Finance
2 16 (23.53%) Social Skills
3 14 (20.59%) Analytical Skills
4 10 (14.71%) Banking
5 6 (8.82%) 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 2 (2.94%) Aerospace
8 2 (2.94%) Aviation
8 2 (2.94%) Documentation Skills
8 2 (2.94%) Front Office
8 2 (2.94%) Investment Banking
9 1 (1.47%) Back Office
9 1 (1.47%) Financial Institution
9 1 (1.47%) Manufacturing
9 1 (1.47%) Pharmaceutical
9 1 (1.47%) Public Sector
Job Titles
1 22 (32.35%) Developer
2 19 (27.94%) Python Developer
3 17 (25.00%) Data Scientist
4 15 (22.06%) Lead
5 10 (14.71%) Senior Data Scientist
6 8 (11.76%) Lead Data Scientist
7 6 (8.82%) Senior
8 5 (7.35%) Consultant
8 5 (7.35%) Data Consultant
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%) Data Engineer
10 3 (4.41%) Python Engineer
11 2 (2.94%) AWS Engineer
11 2 (2.94%) Senior Developer
12 1 (1.47%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 64 (94.12%) Pandas
2 30 (44.12%) scikit-learn
3 17 (25.00%) PyTorch
4 12 (17.65%) TensorFlow
5 8 (11.76%) FastAPI
5 8 (11.76%) SciPy
6 6 (8.82%) PySpark
6 6 (8.82%) REST
6 6 (8.82%) XGBoost
7 5 (7.35%) Flask
8 4 (5.88%) Django
8 4 (5.88%) Hugging Face
8 4 (5.88%) Matplotlib
8 4 (5.88%) Seaborn
9 3 (4.41%) Google JAX
9 3 (4.41%) gRPC
9 3 (4.41%) LangChain
9 3 (4.41%) OpenCV
9 3 (4.41%) React
9 3 (4.41%) RESTful
Miscellaneous
1 20 (29.41%) Algorithms
2 9 (13.24%) Cloud Native
3 5 (7.35%) Blog
3 5 (7.35%) Credit Risk
4 4 (5.88%) AI Agents
4 4 (5.88%) Data Structures
4 4 (5.88%) Product Ownership
5 3 (4.41%) Derivative
5 3 (4.41%) Enterprise Software
6 2 (2.94%) CUDA
6 2 (2.94%) Distributed Systems
6 2 (2.94%) Foreign Exchange (FX)
6 2 (2.94%) Greenfield Project
6 2 (2.94%) Life Science
6 2 (2.94%) Synthetic Data
7 1 (1.47%) Distributed Computing
7 1 (1.47%) Hackathon
7 1 (1.47%) Hedge funds
7 1 (1.47%) IoT
7 1 (1.47%) Social Media
Operating Systems
1 2 (2.94%) Linux
2 1 (1.47%) Unix
Processes & Methodologies
1 37 (54.41%) AI
2 35 (51.47%) Data Science
2 35 (51.47%) Machine Learning
3 27 (39.71%) Analytics
4 25 (36.76%) Deep Learning
5 19 (27.94%) Computer Vision
6 17 (25.00%) Statistics
7 16 (23.53%) LLM
8 15 (22.06%) Computer Science
8 15 (22.06%) Mathematics
8 15 (22.06%) Problem-Solving
8 15 (22.06%) Signal Processing
9 14 (20.59%) Data Analysis
10 13 (19.12%) CI/CD
10 13 (19.12%) MLOps
11 12 (17.65%) Feature Engineering
11 12 (17.65%) Natural Language Processing
11 12 (17.65%) Software Engineering
12 11 (16.18%) Use Case
12 11 (16.18%) Validation
Programming Languages
1 63 (92.65%) Python
2 24 (35.29%) SQL
3 5 (7.35%) 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 18 (26.47%) Degree
2 11 (16.18%) PhD
3 8 (11.76%) Security Cleared
4 7 (10.29%) Master's Degree
5 4 (5.88%) SC Cleared
6 3 (4.41%) 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 6 (8.82%) Docker
Systems Management
1 6 (8.82%) Kubernetes
2 2 (2.94%) Argo
3 1 (1.47%) Kubeflow
Vendors
1 7 (10.29%) Databricks
1 7 (10.29%) Microsoft
2 5 (7.35%) OpenAI
3 4 (5.88%) Google
4 2 (2.94%) Mistral
4 2 (2.94%) Thales
5 1 (1.47%) Cognizant
5 1 (1.47%) Oracle
5 1 (1.47%) Trend Micro
5 1 (1.47%) YouTube