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

6 months to
10 Oct 2026
Same period 2025 Same period 2024
Rank 697 427 295
Rank change year-on-year -270 -132 +286
Permanent jobs citing NumPy 63 217 601
As % of all permanent jobs in England 0.061% 0.50% 0.92%
As % of the Libraries, Frameworks & Software Standards category 0.59% 2.94% 4.23%
Number of salaries quoted 47 180 570
10th Percentile £31,750 - £77,500
25th Percentile £40,250 £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 £93,750 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £61,250 £130,000 £115,000
% change year-on-year -52.88% +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 10,622 7,378 14,216
As % of all permanent jobs advertised in England 10.23% 17.12% 21.84%
Number of salaries quoted 7,675 4,865 8,820
10th Percentile £42,500 £38,750 £40,000
25th Percentile £51,250 £51,250 £50,000
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -3.70%
75th Percentile £87,500 £90,000 £87,500
90th Percentile £100,000 £115,000 £112,500
UK median annual salary £67,500 £69,500 £65,000
% change year-on-year -2.88% +6.92% -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 10 October 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 October 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 -187 43 £65,000 -50.00% 155
South East -56 5 £60,000 +41.18% 12
North of England -62 4 £60,000 -2.83% 4
North West -22 3 £60,000 +14.29% 2
Midlands -46 3 £62,500 -3.85% 9
South West -73 3 £60,000 +41.18% 9
East Midlands -37 2 £63,750 - 7
Yorkshire -33 1 - -
West Midlands -49 1 £62,500 -3.85% 2
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 6 (9.52%) Apache Spark
2 4 (6.35%) Apache Airflow
3 3 (4.76%) Apache
4 2 (3.17%) Jupyter
5 1 (1.59%) Apache Superset
5 1 (1.59%) SharePoint
Applications
1 5 (7.94%) Microsoft Excel
2 3 (4.76%) Microsoft PowerPoint
3 2 (3.17%) Spreadsheet
4 1 (1.59%) Chatbot
Cloud Services
1 21 (33.33%) AWS
2 18 (28.57%) Azure
3 12 (19.05%) GCP
3 12 (19.05%) Power Platform
4 6 (9.52%) Microsoft 365
5 5 (7.94%) SaaS
6 3 (4.76%) Azure AI
6 3 (4.76%) Dagster
7 2 (3.17%) Amazon EC2
7 2 (3.17%) Azure DevOps
7 2 (3.17%) Serverless
8 1 (1.59%) Amazon CloudWatch
8 1 (1.59%) Amazon S3
8 1 (1.59%) Amazon SQS
8 1 (1.59%) AWS CloudFormation
8 1 (1.59%) AWS Lambda
8 1 (1.59%) Azure Machine Learning
8 1 (1.59%) Cloud Computing
8 1 (1.59%) GitHub
8 1 (1.59%) OpenShift
Communications & Networking
1 1 (1.59%) HTTP
Database & Business Intelligence
1 12 (19.05%) Power BI
2 7 (11.11%) Data Warehouse
3 6 (9.52%) Tableau
4 5 (7.94%) Big Data
5 4 (6.35%) MySQL
6 3 (4.76%) MongoDB
6 3 (4.76%) PostgreSQL
6 3 (4.76%) Power Query
7 2 (3.17%) Metadata
7 2 (3.17%) Pinecone
7 2 (3.17%) Relational Database
8 1 (1.59%) Amazon RDS
8 1 (1.59%) Amazon Redshift
8 1 (1.59%) Apache Cassandra
8 1 (1.59%) DynamoDB
8 1 (1.59%) Hadoop
8 1 (1.59%) Neo4j
8 1 (1.59%) NoSQL
8 1 (1.59%) OLAP Cube
8 1 (1.59%) Redis
Development Applications
1 15 (23.81%) Git
2 6 (9.52%) MLflow
3 2 (3.17%) GitLab
4 1 (1.59%) Jenkins
4 1 (1.59%) NUnit
General
1 21 (33.33%) Finance
2 18 (28.57%) Social Skills
3 12 (19.05%) Analytical Skills
3 12 (19.05%) Banking
4 8 (12.70%) Retail Banking
5 6 (9.52%) Public Sector
6 5 (7.94%) Inclusion and Diversity
6 5 (7.94%) Law
7 4 (6.35%) Legal
7 4 (6.35%) Marketing
8 3 (4.76%) Documentation Skills
9 2 (3.17%) Aerospace
9 2 (3.17%) Aviation
9 2 (3.17%) Front Office
9 2 (3.17%) Investment Banking
10 1 (1.59%) Back Office
10 1 (1.59%) Financial Institution
10 1 (1.59%) Manufacturing
10 1 (1.59%) Pharmaceutical
Job Titles
1 13 (20.63%) Data Scientist
2 12 (19.05%) Developer
3 11 (17.46%) Lead
4 10 (15.87%) Consultant
4 10 (15.87%) Data Consultant
5 9 (14.29%) Python Developer
6 6 (9.52%) Data Engineer
6 6 (9.52%) Senior
6 6 (9.52%) Senior Data Scientist
7 5 (7.94%) Lead Data Scientist
7 5 (7.94%) Machine Learning Scientist
8 4 (6.35%) Analyst
8 4 (6.35%) Data Analyst
8 4 (6.35%) Data Manager
8 4 (6.35%) Data Science Consultant
8 4 (6.35%) Security Consultant
9 3 (4.76%) Python Engineer
10 2 (3.17%) Full-Stack Engineer
10 2 (3.17%) Senior Full-Stack Engineer
10 2 (3.17%) Software Engineer
Libraries, Frameworks & Software Standards
1 58 (92.06%) Pandas
2 25 (39.68%) scikit-learn
3 13 (20.63%) PyTorch
4 9 (14.29%) FastAPI
4 9 (14.29%) TensorFlow
5 8 (12.70%) PySpark
6 7 (11.11%) REST
6 7 (11.11%) SciPy
7 6 (9.52%) React
7 6 (9.52%) XGBoost
8 5 (7.94%) Flask
8 5 (7.94%) Matplotlib
9 4 (6.35%) Django
10 3 (4.76%) gRPC
10 3 (4.76%) Hugging Face
10 3 (4.76%) jQuery
10 3 (4.76%) LangChain
10 3 (4.76%) pytest
10 3 (4.76%) RESTful
10 3 (4.76%) Seaborn
Miscellaneous
1 11 (17.46%) Algorithms
2 10 (15.87%) Blog
3 7 (11.11%) Cloud Native
4 5 (7.94%) Credit Risk
5 4 (6.35%) AI Agents
5 4 (6.35%) Data Structures
6 3 (4.76%) Derivative
6 3 (4.76%) Product Ownership
7 2 (3.17%) CUDA
7 2 (3.17%) Enterprise Software
7 2 (3.17%) Foreign Exchange (FX)
7 2 (3.17%) Synthetic Data
8 1 (1.59%) Clustering
8 1 (1.59%) Distributed Computing
8 1 (1.59%) Distributed Systems
8 1 (1.59%) Equities
8 1 (1.59%) Greenfield Project
8 1 (1.59%) Hackathon
8 1 (1.59%) Hedge funds
8 1 (1.59%) Social Media
Operating Systems
1 1 (1.59%) Linux
1 1 (1.59%) Unix
1 1 (1.59%) Windows
Processes & Methodologies
1 44 (69.84%) AI
2 36 (57.14%) Machine Learning
3 30 (47.62%) Analytics
3 30 (47.62%) Data Science
4 20 (31.75%) Data Analysis
5 17 (26.98%) Computer Science
5 17 (26.98%) Mathematics
6 16 (25.40%) LLM
7 15 (23.81%) Deep Learning
7 15 (23.81%) Problem-Solving
8 14 (22.22%) Business Intelligence
8 14 (22.22%) Data Engineering
8 14 (22.22%) Visualisation
9 13 (20.63%) ETL
9 13 (20.63%) Statistics
10 12 (19.05%) Validation
11 11 (17.46%) Decision-Making
11 11 (17.46%) MLOps
11 11 (17.46%) Software Engineering
11 11 (17.46%) Use Case
Programming Languages
1 58 (92.06%) Python
2 23 (36.51%) SQL
3 6 (9.52%) PowerShell
4 3 (4.76%) Data Analysis Expressions
4 3 (4.76%) Java
5 2 (3.17%) C#
5 2 (3.17%) JavaScript
5 2 (3.17%) R
5 2 (3.17%) TypeScript
5 2 (3.17%) VBA
6 1 (1.59%) Bash
6 1 (1.59%) C
6 1 (1.59%) C++
6 1 (1.59%) Scala
6 1 (1.59%) Shell Script
Qualifications
1 23 (36.51%) Degree
2 16 (25.40%) PhD
3 14 (22.22%) Security Cleared
4 9 (14.29%) Master's Degree
4 9 (14.29%) SC Cleared
5 8 (12.70%) DV Cleared
6 2 (3.17%) Computer Science Degree
7 1 (1.59%) AWS Certification
7 1 (1.59%) Azure Certification
7 1 (1.59%) Numerate Degree
Quality Assurance & Compliance
1 11 (17.46%) Data Quality
2 5 (7.94%) EU AI Act
2 5 (7.94%) GDPR
3 1 (1.59%) QA
System Software
1 8 (12.70%) Docker
Systems Management
1 8 (12.70%) Kubernetes
2 1 (1.59%) Argo
2 1 (1.59%) Kubeflow
Vendors
1 8 (12.70%) Microsoft
2 7 (11.11%) Google
3 6 (9.52%) Databricks
3 6 (9.52%) YouTube
4 4 (6.35%) OpenAI
5 2 (3.17%) Thales
6 1 (1.59%) Mistral
6 1 (1.59%) Trend Micro