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

6 months to
10 Mar 2026
Same period 2025 Same period 2024
Rank 364 214 344
Rank change year-on-year -150 +130 +153
Permanent jobs citing NumPy 34 205 136
As % of all permanent jobs in London 0.21% 1.50% 0.62%
As % of the Libraries, Frameworks & Software Standards category 1.19% 5.52% 2.39%
Number of salaries quoted 20 167 123
10th Percentile £33,750 £77,500 £65,000
25th Percentile £66,625 £80,000 £96,250
Median annual salary (50th Percentile) £82,500 £105,000 £125,000
Median % change year-on-year -21.43% -16.00% +51.52%
75th Percentile £118,125 £118,750 £143,750
90th Percentile £142,500 £147,500 £155,000
England median annual salary £37,500 £105,000 £112,500
% change year-on-year -64.29% -6.67% +45.16%

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 2,864 3,715 5,688
As % of all permanent jobs advertised in London 17.29% 27.11% 25.98%
Number of salaries quoted 2,041 2,522 4,815
10th Percentile £51,250 £51,250 £48,750
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 £105,000 £109,688 £100,000
90th Percentile £132,500 £122,500 £122,500
England median annual salary £65,000 £66,274 £60,000
% change year-on-year -1.92% +10.46% -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 10 March 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 10 March 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 +4 3 £77,500 +8.77% 4
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 13 (38.24%) Apache Airflow
2 12 (35.29%) Appian
3 10 (29.41%) Apache
4 5 (14.71%) Apache Spark
4 5 (14.71%) Jupyter
Applications
1 4 (11.76%) Chatbot
Cloud Services
1 15 (44.12%) AWS
2 13 (38.24%) Azure
3 12 (35.29%) Anthropic Claude
3 12 (35.29%) Azure AI
3 12 (35.29%) Azure Data Factory
3 12 (35.29%) Power Automate
4 8 (23.53%) dbt
5 6 (17.65%) Snowflake
6 4 (11.76%) Cloud Computing
7 3 (8.82%) GCP
7 3 (8.82%) Serverless
8 2 (5.88%) Amazon S3
8 2 (5.88%) AWS Lambda
9 1 (2.94%) Amazon EC2
9 1 (2.94%) Amazon SageMaker
9 1 (2.94%) AWS CloudFormation
9 1 (2.94%) Dagster
9 1 (2.94%) PaaS
Database & Business Intelligence
1 12 (35.29%) Pinecone
1 12 (35.29%) SQL Server
2 8 (23.53%) Amazon Athena
3 7 (20.59%) Apache Arrow
3 7 (20.59%) Apache Iceberg
3 7 (20.59%) Dremio
4 6 (17.65%) Data Lake
5 5 (14.71%) Apache Ignite
6 4 (11.76%) Data Warehouse
6 4 (11.76%) PostgreSQL
7 2 (5.88%) Big Data
7 2 (5.88%) MySQL
7 2 (5.88%) Relational Database
8 1 (2.94%) DynamoDB
8 1 (2.94%) MongoDB
Development Applications
1 12 (35.29%) MLflow
2 4 (11.76%) Visual Studio Code
3 2 (5.88%) Git
General
1 26 (76.47%) Finance
2 14 (41.18%) Social Skills
3 8 (23.53%) Front Office
4 5 (14.71%) Banking
4 5 (14.71%) Investment Banking
4 5 (14.71%) Manufacturing
5 4 (11.76%) Retail
6 1 (2.94%) Documentation Skills
6 1 (2.94%) Electronics
6 1 (2.94%) Marketing
6 1 (2.94%) Public Sector
6 1 (2.94%) Telecoms
Job Titles
1 13 (38.24%) Artificial Intelligence Engineer
2 12 (35.29%) Automation Engineer
3 10 (29.41%) Python Engineer
4 7 (20.59%) AWS Engineer
4 7 (20.59%) AWS Software Engineer
4 7 (20.59%) Python Software Engineer
4 7 (20.59%) Software Engineer
5 6 (17.65%) Data Engineer
6 5 (14.71%) Java Engineer
6 5 (14.71%) Java Software Engineer
7 4 (11.76%) Artificial Intelligence Programmer
7 4 (11.76%) Programmer
7 4 (11.76%) Senior
7 4 (11.76%) Trainee
7 4 (11.76%) Trainee Programmer
8 3 (8.82%) Python Data Engineer
8 3 (8.82%) Python Developer
8 3 (8.82%) Senior Java Engineer
8 3 (8.82%) Senior Java Software Engineer
8 3 (8.82%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 34 (100.00%) Pandas
2 17 (50.00%) scikit-learn
3 16 (47.06%) Hugging Face
3 16 (47.06%) PyTorch
4 14 (41.18%) TensorFlow
5 13 (38.24%) Django
5 13 (38.24%) Flask
5 13 (38.24%) RESTful
6 12 (35.29%) Faiss
6 12 (35.29%) FastAPI
6 12 (35.29%) JWT
6 12 (35.29%) OAuth
6 12 (35.29%) OpenAPI
6 12 (35.29%) pytest
6 12 (35.29%) REST
6 12 (35.29%) Swagger
6 12 (35.29%) Web Services
7 8 (23.53%) SciPy
8 6 (17.65%) Kafka
9 5 (14.71%) Protocol Buffers
Miscellaneous
1 12 (35.29%) Legacy Systems
1 12 (35.29%) Low-Code
2 7 (20.59%) Equities
2 7 (20.59%) Fixed Income
2 7 (20.59%) Foreign Exchange (FX)
3 6 (17.65%) Hedge funds
4 5 (14.71%) Algorithms
4 5 (14.71%) Derivative
4 5 (14.71%) Distributed Computing
4 5 (14.71%) Pricing Data
5 1 (2.94%) Blockchain
Operating Systems
1 1 (2.94%) Unix
Processes & Methodologies
1 20 (58.82%) Machine Learning
2 19 (55.88%) AI
2 19 (55.88%) CI/CD
3 18 (52.94%) ETL
3 18 (52.94%) Open Source
3 18 (52.94%) Validation
4 17 (50.00%) LLM
4 17 (50.00%) Retrieval-Augmented Generation
5 16 (47.06%) Data Modelling
5 16 (47.06%) OO
5 16 (47.06%) Prompt Engineering
5 16 (47.06%) Workflow
6 14 (41.18%) Containerisation
6 14 (41.18%) Data Engineering
7 13 (38.24%) API Development
7 13 (38.24%) Data Pipeline
7 13 (38.24%) Data Validation
7 13 (38.24%) Generative AI
7 13 (38.24%) MLOps
7 13 (38.24%) Test Automation
Programming Languages
1 34 (100.00%) Python
2 21 (61.76%) SQL
3 8 (23.53%) JavaScript
4 7 (20.59%) TypeScript
5 5 (14.71%) Java
6 1 (2.94%) Bash
6 1 (2.94%) C
6 1 (2.94%) MATLAB
6 1 (2.94%) R
Qualifications
1 5 (14.71%) AWS Certification
2 4 (11.76%) AWS Certified Cloud Practitioner
3 1 (2.94%) Computer Science Degree
3 1 (2.94%) Degree
Quality Assurance & Compliance
1 16 (47.06%) Data Quality
System Software
1 19 (55.88%) Docker
Systems Management
1 18 (52.94%) Kubernetes
Vendors
1 12 (35.29%) Automation Anywhere
1 12 (35.29%) OpenAI
1 12 (35.29%) UiPath
2 4 (11.76%) Microsoft
3 1 (2.94%) Databricks
3 1 (2.94%) Google
3 1 (2.94%) SAP