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

6 months to
11 Jul 2026
Same period 2025 Same period 2024
Rank 394 217 137
Rank change year-on-year -177 -80 +299
Permanent jobs citing NumPy 30 198 575
As % of all permanent jobs in London 0.13% 1.58% 2.47%
As % of the Libraries, Frameworks & Software Standards category 0.88% 5.94% 9.82%
Number of salaries quoted 22 184 546
10th Percentile £33,750 £97,500 £85,000
25th Percentile £43,125 £100,000 £102,500
Median annual salary (50th Percentile) £72,500 £111,250 £135,000
Median % change year-on-year -34.83% -17.59% +58.82%
75th Percentile £90,313 £137,500 £148,750
90th Percentile £113,750 - £165,000
England median annual salary £39,750 £110,000 £135,000
% change year-on-year -63.86% -18.52% +80.00%

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 3,428 3,334 5,854
As % of all permanent jobs advertised in London 15.42% 26.57% 25.10%
Number of salaries quoted 2,334 2,316 4,587
10th Percentile £51,250 £52,000 £47,500
25th Percentile £65,000 £63,750 £61,250
Median annual salary (50th Percentile) £82,500 £82,500 £82,500
Median % change year-on-year - - +3.13%
75th Percentile £100,000 £111,250 £108,750
90th Percentile £120,000 £135,000 £142,500
England median annual salary £65,000 £67,500 £60,000
% change year-on-year -3.70% +12.50% -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 July 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 July 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 £60,000 +13.21% 3
West London -10 1 £82,500 +50.00% 5
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 6 (20.00%) Apache Airflow
1 6 (20.00%) Apache Spark
2 5 (16.67%) Apache
2 5 (16.67%) Jupyter
3 3 (10.00%) Appian
Applications
1 5 (16.67%) Chatbot
2 2 (6.67%) Microsoft Excel
2 2 (6.67%) Spreadsheet
3 1 (3.33%) Microsoft PowerPoint
3 1 (3.33%) Trello
Cloud Services
1 11 (36.67%) Azure
2 10 (33.33%) AWS
3 5 (16.67%) Anthropic Claude
3 5 (16.67%) Cloud Computing
4 4 (13.33%) Azure Data Factory
5 3 (10.00%) Azure AI
5 3 (10.00%) GCP
5 3 (10.00%) Power Automate
6 2 (6.67%) Azure DevOps
6 2 (6.67%) Google Gemini
6 2 (6.67%) Microsoft 365
6 2 (6.67%) OpenShift
6 2 (6.67%) Power Platform
6 2 (6.67%) Vertex AI
7 1 (3.33%) Dagster
7 1 (3.33%) PaaS
7 1 (3.33%) Prefect
7 1 (3.33%) SaaS
7 1 (3.33%) Serverless
Database & Business Intelligence
1 7 (23.33%) Data Warehouse
2 6 (20.00%) Pinecone
3 3 (10.00%) MongoDB
3 3 (10.00%) SQL Server
4 2 (6.67%) MySQL
4 2 (6.67%) Neo4j
4 2 (6.67%) PostgreSQL
4 2 (6.67%) Power BI
4 2 (6.67%) Power Query
5 1 (3.33%) Amazon Redshift
5 1 (3.33%) Big Data
5 1 (3.33%) DynamoDB
5 1 (3.33%) Relational Database
5 1 (3.33%) SQLPlus
Development Applications
1 7 (23.33%) Git
2 4 (13.33%) Visual Studio Code
3 3 (10.00%) MLflow
4 2 (6.67%) GitLab
4 2 (6.67%) Jenkins
5 1 (3.33%) JIRA
General
1 16 (53.33%) Finance
2 7 (23.33%) Banking
2 7 (23.33%) Social Skills
3 5 (16.67%) Manufacturing
4 4 (13.33%) Retail
4 4 (13.33%) Retail Banking
5 2 (6.67%) Front Office
5 2 (6.67%) Investment Banking
6 1 (3.33%) Back Office
Job Titles
1 6 (20.00%) Developer
1 6 (20.00%) Python Developer
2 5 (16.67%) Artificial Intelligence Engineer
2 5 (16.67%) Data Engineer
2 5 (16.67%) Data Scientist
2 5 (16.67%) Lead
3 4 (13.33%) Artificial Intelligence Programmer
3 4 (13.33%) Programmer
3 4 (13.33%) Senior Data Scientist
3 4 (13.33%) Trainee
3 4 (13.33%) Trainee Programmer
4 3 (10.00%) Automation Engineer
4 3 (10.00%) Lead Data Scientist
4 3 (10.00%) Senior
5 2 (6.67%) Analyst
5 2 (6.67%) Data Analyst
5 2 (6.67%) Python Engineer
6 1 (3.33%) Data Manager
6 1 (3.33%) Senior Developer
6 1 (3.33%) Senior Manager
Libraries, Frameworks & Software Standards
1 30 (100.00%) Pandas
2 15 (50.00%) scikit-learn
3 9 (30.00%) Hugging Face
3 9 (30.00%) PyTorch
4 8 (26.67%) FastAPI
4 8 (26.67%) TensorFlow
5 7 (23.33%) Django
5 7 (23.33%) Flask
6 6 (20.00%) Matplotlib
7 5 (16.67%) REST
7 5 (16.67%) RESTful
8 4 (13.33%) Kafka
8 4 (13.33%) LangChain
8 4 (13.33%) Seaborn
8 4 (13.33%) Streamlit
9 3 (10.00%) Faiss
9 3 (10.00%) JWT
9 3 (10.00%) LlamaIndex
9 3 (10.00%) OpenAPI
9 3 (10.00%) Swagger
Miscellaneous
1 7 (23.33%) Algorithms
2 5 (16.67%) Cloud Native
3 4 (13.33%) Distributed Computing
4 3 (10.00%) Credit Risk
4 3 (10.00%) Legacy Systems
4 3 (10.00%) Low-Code
5 2 (6.67%) AI Agents
5 2 (6.67%) Data Structures
5 2 (6.67%) Derivative
5 2 (6.67%) Enterprise Software
6 1 (3.33%) Clustering
6 1 (3.33%) Greenfield Project
6 1 (3.33%) Hedge funds
6 1 (3.33%) Life Science
6 1 (3.33%) Market Risk
6 1 (3.33%) Product Ownership
6 1 (3.33%) Social Media
Operating Systems
1 2 (6.67%) Linux
2 1 (3.33%) Unix
Processes & Methodologies
1 16 (53.33%) AI
2 13 (43.33%) CI/CD
2 13 (43.33%) Machine Learning
3 12 (40.00%) Analytics
4 11 (36.67%) ETL
4 11 (36.67%) LLM
4 11 (36.67%) Retrieval-Augmented Generation
5 10 (33.33%) Prompt Engineering
5 10 (33.33%) Validation
6 9 (30.00%) Data Pipeline
6 9 (30.00%) Open Source
7 8 (26.67%) Data Modelling
7 8 (26.67%) Data Science
7 8 (26.67%) Generative AI
7 8 (26.67%) Problem-Solving
8 7 (23.33%) Data Engineering
8 7 (23.33%) Natural Language Processing
8 7 (23.33%) OO
8 7 (23.33%) Use Case
8 7 (23.33%) Workflow
Programming Languages
1 30 (100.00%) Python
2 18 (60.00%) SQL
3 2 (6.67%) Data Analysis Expressions
3 2 (6.67%) JavaScript
3 2 (6.67%) PowerShell
3 2 (6.67%) VBA
4 1 (3.33%) Bash
4 1 (3.33%) C
4 1 (3.33%) C#
4 1 (3.33%) C++
4 1 (3.33%) Java
4 1 (3.33%) R
4 1 (3.33%) Shell Script
4 1 (3.33%) TypeScript
Qualifications
1 4 (13.33%) AWS Certification
1 4 (13.33%) AWS Certified Cloud Practitioner
1 4 (13.33%) Degree
2 1 (3.33%) Computer Science Degree
2 1 (3.33%) Master's Degree
Quality Assurance & Compliance
1 11 (36.67%) Data Quality
2 3 (10.00%) EU AI Act
2 3 (10.00%) GDPR
System Software
1 10 (33.33%) Docker
Systems Management
1 11 (36.67%) Kubernetes
2 2 (6.67%) Argo
Vendors
1 6 (20.00%) Microsoft
1 6 (20.00%) OpenAI
2 3 (10.00%) Automation Anywhere
2 3 (10.00%) Google
2 3 (10.00%) UiPath
3 2 (6.67%) Databricks
4 1 (3.33%) Cognizant