NumPy Job Trends in London

NumPy
England > London

The table below provides summary statistics and salary benchmarking for jobs advertised in London requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 11 April 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Apr 2026
Same period 2025 Same period 2024
Rank 378 203 305
Rank change year-on-year -175 +102 +148
Permanent jobs citing NumPy 30 214 188
As % of all permanent jobs in London 0.16% 1.66% 0.83%
As % of the Libraries, Frameworks & Software Standards category 0.97% 6.20% 3.29%
Number of salaries quoted 14 174 169
10th Percentile £33,750 £77,500 £72,500
25th Percentile £36,563 £85,000 £107,500
Median annual salary (50th Percentile) £67,500 £105,000 £135,000
Median % change year-on-year -35.71% -22.22% +63.64%
75th Percentile £83,750 £135,000 £148,750
90th Percentile £95,125 £147,500 £165,000
England median annual salary £37,500 £105,000 £125,000
% change year-on-year -64.29% -16.00% +61.29%

All Software Libraries and Frameworks
London

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 London.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 3,087 3,454 5,708
As % of all permanent jobs advertised in London 16.38% 26.81% 25.14%
Number of salaries quoted 2,164 2,497 4,743
10th Percentile £51,250 £50,000 £47,500
25th Percentile £65,000 £62,500 £60,000
Median annual salary (50th Percentile) £82,500 £82,500 £80,000
Median % change year-on-year - +3.13% -
75th Percentile £100,000 £110,000 £102,500
90th Percentile £130,000 £125,000 £125,000
England median annual salary £65,000 £66,296 £60,000
% change year-on-year -1.95% +10.49% -11.11%

NumPy
Job Vacancy Trend in London

Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in London.

NumPy job vacancy trend in London

NumPy
Salary Trend in London

Salary distribution trend for jobs in London citing NumPy.

Salary distribution trend for jobs in London citing NumPy

NumPy
Salary Histogram in London

Salary distribution for jobs citing NumPy in London over the 6 months to 11 April 2026.

Salary histogram for NumPy in London

NumPy
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the London region over the 6 months to 11 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
Central London -1 4 £68,750 -11.29% 12
West London - 1 £82,500 - 7
NumPy
England

NumPy
Co-Occurring Skills & Capabilities in London 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 12 (40.00%) Appian
2 6 (20.00%) Apache Airflow
2 6 (20.00%) Apache Spark
3 5 (16.67%) Apache
3 5 (16.67%) Jupyter
Applications
1 5 (16.67%) Chatbot
2 1 (3.33%) Trello
Cloud Services
1 15 (50.00%) Azure
2 13 (43.33%) Anthropic Claude
2 13 (43.33%) Azure Data Factory
3 12 (40.00%) Azure AI
3 12 (40.00%) Power Automate
4 7 (23.33%) AWS
5 4 (13.33%) Cloud Computing
6 2 (6.67%) Serverless
7 1 (3.33%) Amazon S3
7 1 (3.33%) AWS Lambda
7 1 (3.33%) Azure DevOps
7 1 (3.33%) Dagster
7 1 (3.33%) GCP
7 1 (3.33%) Google Gemini
7 1 (3.33%) OpenShift
7 1 (3.33%) PaaS
7 1 (3.33%) Prefect
7 1 (3.33%) Vertex AI
Database & Business Intelligence
1 13 (43.33%) Pinecone
2 12 (40.00%) SQL Server
3 4 (13.33%) Data Warehouse
4 2 (6.67%) Big Data
4 2 (6.67%) MySQL
4 2 (6.67%) PostgreSQL
4 2 (6.67%) Relational Database
5 1 (3.33%) Data Lake
5 1 (3.33%) MongoDB
5 1 (3.33%) Neo4j
Development Applications
1 12 (40.00%) MLflow
2 4 (13.33%) Git
2 4 (13.33%) Visual Studio Code
3 1 (3.33%) GitLab
3 1 (3.33%) Jenkins
3 1 (3.33%) JIRA
General
1 19 (63.33%) Finance
2 13 (43.33%) Social Skills
3 5 (16.67%) Manufacturing
4 4 (13.33%) Retail
5 1 (3.33%) Documentation Skills
5 1 (3.33%) Electronics
5 1 (3.33%) Front Office
5 1 (3.33%) Marketing
5 1 (3.33%) Public Sector
5 1 (3.33%) Telecoms
Job Titles
1 13 (43.33%) Artificial Intelligence Engineer
2 12 (40.00%) Automation Engineer
3 6 (20.00%) Data Engineer
4 4 (13.33%) Artificial Intelligence Programmer
4 4 (13.33%) Developer
4 4 (13.33%) Programmer
4 4 (13.33%) Python Developer
4 4 (13.33%) Trainee
4 4 (13.33%) Trainee Programmer
5 3 (10.00%) Python Data Engineer
5 3 (10.00%) Python Engineer
6 1 (3.33%) Consulting Manager
6 1 (3.33%) Data Manager
6 1 (3.33%) Data Scientist
6 1 (3.33%) Lead
6 1 (3.33%) Quantitative Developer
6 1 (3.33%) Senior
6 1 (3.33%) Senior Data Scientist
6 1 (3.33%) Senior Manager
Libraries, Frameworks & Software Standards
1 30 (100.00%) Pandas
2 19 (63.33%) scikit-learn
3 18 (60.00%) PyTorch
4 17 (56.67%) Hugging Face
5 16 (53.33%) TensorFlow
6 13 (43.33%) Django
6 13 (43.33%) FastAPI
6 13 (43.33%) Flask
6 13 (43.33%) RESTful
7 12 (40.00%) Faiss
7 12 (40.00%) JWT
7 12 (40.00%) OAuth
7 12 (40.00%) OpenAPI
7 12 (40.00%) pytest
7 12 (40.00%) REST
7 12 (40.00%) Swagger
7 12 (40.00%) Web Services
8 5 (16.67%) Kafka
9 4 (13.33%) Matplotlib
9 4 (13.33%) Streamlit
Miscellaneous
1 12 (40.00%) Legacy Systems
1 12 (40.00%) Low-Code
2 8 (26.67%) Algorithms
3 5 (16.67%) Distributed Computing
4 2 (6.67%) Cloud Native
5 1 (3.33%) AI Agents
5 1 (3.33%) Blockchain
5 1 (3.33%) Enterprise Software
5 1 (3.33%) Hedge funds
5 1 (3.33%) Life Science
5 1 (3.33%) Product Ownership
Operating Systems
1 1 (3.33%) Linux
Processes & Methodologies
1 21 (70.00%) Machine Learning
2 20 (66.67%) AI
2 20 (66.67%) CI/CD
3 19 (63.33%) Open Source
4 18 (60.00%) LLM
4 18 (60.00%) Retrieval-Augmented Generation
4 18 (60.00%) Validation
5 17 (56.67%) ETL
5 17 (56.67%) Prompt Engineering
6 16 (53.33%) Data Modelling
6 16 (53.33%) OO
6 16 (53.33%) Workflow
7 15 (50.00%) Containerisation
7 15 (50.00%) Generative AI
7 15 (50.00%) Natural Language Processing
8 14 (46.67%) Deployment Automation
8 14 (46.67%) MLOps
9 13 (43.33%) Data Engineering
9 13 (43.33%) Data Pipeline
9 13 (43.33%) Feature Engineering
Programming Languages
1 30 (100.00%) Python
2 20 (66.67%) SQL
3 1 (3.33%) C
3 1 (3.33%) JavaScript
3 1 (3.33%) MATLAB
3 1 (3.33%) R
Qualifications
1 4 (13.33%) AWS Certification
1 4 (13.33%) AWS Certified Cloud Practitioner
2 2 (6.67%) Degree
3 1 (3.33%) Computer Science Degree
Quality Assurance & Compliance
1 16 (53.33%) Data Quality
System Software
1 19 (63.33%) Docker
Systems Management
1 19 (63.33%) Kubernetes
2 1 (3.33%) Argo
Vendors
1 13 (43.33%) OpenAI
2 12 (40.00%) Automation Anywhere
2 12 (40.00%) UiPath
3 4 (13.33%) Microsoft
4 2 (6.67%) Databricks
4 2 (6.67%) Google
5 1 (3.33%) Cognizant
5 1 (3.33%) SAP