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

6 months to
16 Aug 2026
Same period 2025 Same period 2024
Rank 400 202 106
Rank change year-on-year -198 -96 +291
Permanent jobs citing NumPy 40 209 623
As % of all permanent jobs in London 0.17% 1.72% 3.20%
As % of the Libraries, Frameworks & Software Standards category 1.13% 6.50% 12.75%
Number of salaries quoted 29 190 596
10th Percentile £42,500 - £85,000
25th Percentile £57,500 £100,000 £98,750
Median annual salary (50th Percentile) £77,500 £125,000 £135,000
Median % change year-on-year -38.00% -7.41% +58.82%
75th Percentile £110,000 £137,500 £148,750
90th Percentile £113,750 - £165,000
England median annual salary £60,000 £110,000 £135,000
% change year-on-year -45.45% -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 3,528 3,213 4,888
As % of all permanent jobs advertised in London 14.74% 26.37% 25.12%
Number of salaries quoted 2,292 2,209 3,593
10th Percentile £51,250 £51,250 £50,000
25th Percentile £66,063 £63,750 £62,500
Median annual salary (50th Percentile) £82,500 £82,500 £85,000
Median % change year-on-year - -2.94% +6.25%
75th Percentile £100,000 £111,250 £115,000
90th Percentile £119,875 £135,000 £142,500
England median annual salary £65,000 £67,500 £62,500
% change year-on-year -3.70% +8.00% -7.41%

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 16 August 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 16 August 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 -6 4 £60,000 +13.21% 11
West London -24 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 7 (17.50%) Apache Spark
2 5 (12.50%) Apache Airflow
3 4 (10.00%) Apache
4 3 (7.50%) Jupyter
Applications
1 3 (7.50%) Chatbot
2 2 (5.00%) Microsoft Excel
2 2 (5.00%) Spreadsheet
3 1 (2.50%) Microsoft PowerPoint
3 1 (2.50%) Trello
Cloud Services
1 10 (25.00%) Azure
2 9 (22.50%) AWS
3 4 (10.00%) GCP
4 3 (7.50%) Cloud Computing
5 2 (5.00%) Anthropic Claude
5 2 (5.00%) Azure AI
5 2 (5.00%) Azure DevOps
5 2 (5.00%) Google Gemini
5 2 (5.00%) Microsoft 365
5 2 (5.00%) OpenShift
5 2 (5.00%) Power Platform
5 2 (5.00%) Vertex AI
6 1 (2.50%) Azure Data Factory
6 1 (2.50%) Azure Machine Learning
6 1 (2.50%) Dagster
6 1 (2.50%) GitHub
6 1 (2.50%) Prefect
6 1 (2.50%) SaaS
6 1 (2.50%) Serverless
6 1 (2.50%) Snowflake
Database & Business Intelligence
1 8 (20.00%) Data Warehouse
2 6 (15.00%) Big Data
3 3 (7.50%) MongoDB
3 3 (7.50%) Pinecone
4 2 (5.00%) MySQL
4 2 (5.00%) Neo4j
4 2 (5.00%) PostgreSQL
4 2 (5.00%) Power BI
4 2 (5.00%) Power Query
5 1 (2.50%) Amazon Redshift
5 1 (2.50%) DynamoDB
5 1 (2.50%) Hadoop
5 1 (2.50%) Relational Database
5 1 (2.50%) SQLPlus
Development Applications
1 15 (37.50%) Git
2 4 (10.00%) MLflow
3 2 (5.00%) GitLab
3 2 (5.00%) Jenkins
3 2 (5.00%) Visual Studio Code
4 1 (2.50%) JIRA
4 1 (2.50%) NUnit
General
1 19 (47.50%) Finance
2 10 (25.00%) Banking
3 6 (15.00%) Analytical Skills
3 6 (15.00%) Retail Banking
4 5 (12.50%) Inclusion and Diversity
4 5 (12.50%) Law
4 5 (12.50%) Social Skills
5 4 (10.00%) Legal
5 4 (10.00%) Marketing
6 3 (7.50%) Manufacturing
7 2 (5.00%) Front Office
7 2 (5.00%) Investment Banking
7 2 (5.00%) Retail
8 1 (2.50%) Back Office
8 1 (2.50%) Financial Institution
Job Titles
1 12 (30.00%) Data Scientist
1 12 (30.00%) Lead
2 8 (20.00%) Developer
3 7 (17.50%) Senior Data Scientist
4 6 (15.00%) Python Developer
5 5 (12.50%) Data Manager
5 5 (12.50%) Lead Data Scientist
5 5 (12.50%) Machine Learning Scientist
5 5 (12.50%) Senior
6 4 (10.00%) Data Engineer
7 2 (5.00%) Analyst
7 2 (5.00%) Artificial Intelligence Engineer
7 2 (5.00%) Artificial Intelligence Programmer
7 2 (5.00%) Data Analyst
7 2 (5.00%) Programmer
7 2 (5.00%) Python Engineer
7 2 (5.00%) Senior Developer
7 2 (5.00%) Trainee
7 2 (5.00%) Trainee Programmer
8 1 (2.50%) Senior Manager
Libraries, Frameworks & Software Standards
1 38 (95.00%) Pandas
2 18 (45.00%) scikit-learn
3 14 (35.00%) PyTorch
4 9 (22.50%) TensorFlow
5 7 (17.50%) SciPy
6 6 (15.00%) XGBoost
7 5 (12.50%) FastAPI
8 4 (10.00%) Django
8 4 (10.00%) Flask
8 4 (10.00%) Hugging Face
8 4 (10.00%) LangChain
8 4 (10.00%) Matplotlib
8 4 (10.00%) REST
8 4 (10.00%) Seaborn
9 3 (7.50%) Google JAX
9 3 (7.50%) JAX
9 3 (7.50%) Kafka
9 3 (7.50%) LlamaIndex
10 2 (5.00%) React
10 2 (5.00%) RESTful
Miscellaneous
1 9 (22.50%) Cloud Native
2 6 (15.00%) Algorithms
3 5 (12.50%) Credit Risk
4 4 (10.00%) Blog
5 3 (7.50%) AI Agents
5 3 (7.50%) Derivative
5 3 (7.50%) Distributed Computing
5 3 (7.50%) Enterprise Software
6 2 (5.00%) Data Structures
6 2 (5.00%) Product Ownership
7 1 (2.50%) Clustering
7 1 (2.50%) Distributed Systems
7 1 (2.50%) Equities
7 1 (2.50%) Foreign Exchange (FX)
7 1 (2.50%) Greenfield Project
7 1 (2.50%) Hackathon
7 1 (2.50%) Hedge funds
7 1 (2.50%) Life Science
7 1 (2.50%) Market Risk
7 1 (2.50%) Social Media
Operating Systems
1 2 (5.00%) Linux
2 1 (2.50%) Unix
Processes & Methodologies
1 26 (65.00%) AI
2 22 (55.00%) Machine Learning
3 21 (52.50%) Data Science
4 18 (45.00%) Analytics
5 16 (40.00%) LLM
6 13 (32.50%) Computer Science
6 13 (32.50%) Use Case
7 12 (30.00%) Mathematics
7 12 (30.00%) Problem-Solving
7 12 (30.00%) Retrieval-Augmented Generation
7 12 (30.00%) Statistics
8 11 (27.50%) CI/CD
8 11 (27.50%) Decision-Making
8 11 (27.50%) Deep Learning
8 11 (27.50%) Prompt Engineering
9 10 (25.00%) Data Analysis
9 10 (25.00%) MLOps
9 10 (25.00%) Natural Language Processing
10 9 (22.50%) Open Source
10 9 (22.50%) Validation
Programming Languages
1 35 (87.50%) Python
2 18 (45.00%) SQL
3 2 (5.00%) C#
3 2 (5.00%) Data Analysis Expressions
3 2 (5.00%) Java
3 2 (5.00%) JavaScript
3 2 (5.00%) PowerShell
3 2 (5.00%) VBA
4 1 (2.50%) Bash
4 1 (2.50%) C
4 1 (2.50%) C++
4 1 (2.50%) R
4 1 (2.50%) Shell Script
4 1 (2.50%) TypeScript
Qualifications
1 14 (35.00%) Degree
2 8 (20.00%) PhD
3 5 (12.50%) Master's Degree
4 2 (5.00%) AWS Certification
4 2 (5.00%) AWS Certified Cloud Practitioner
4 2 (5.00%) Computer Science Degree
5 1 (2.50%) Azure Certification
5 1 (2.50%) Numerate Degree
Quality Assurance & Compliance
1 9 (22.50%) Data Quality
2 5 (12.50%) EU AI Act
2 5 (12.50%) GDPR
System Software
1 6 (15.00%) Docker
Systems Management
1 7 (17.50%) Kubernetes
2 2 (5.00%) Argo
3 1 (2.50%) Kubeflow
Vendors
1 7 (17.50%) Databricks
2 5 (12.50%) Microsoft
3 4 (10.00%) OpenAI
4 3 (7.50%) Google
5 1 (2.50%) Cognizant