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

6 months to
22 Aug 2026
Same period 2025 Same period 2024
Rank 398 195 103
Rank change year-on-year -203 -92 +297
Permanent jobs citing NumPy 37 209 630
As % of all permanent jobs in London 0.15% 1.73% 3.23%
As % of the Libraries, Frameworks & Software Standards category 0.92% 6.04% 11.57%
Number of salaries quoted 26 189 604
10th Percentile £48,500 £100,000 £85,000
25th Percentile £57,500 £105,000 £98,750
Median annual salary (50th Percentile) £80,000 £130,000 £135,000
Median % change year-on-year -38.46% -3.70% +50.00%
75th Percentile £112,813 £137,500 £148,750
90th Percentile £113,750 - £165,000
England median annual salary £60,000 £117,500 £135,000
% change year-on-year -48.94% -12.96% +74.19%

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 4,006 3,461 5,447
As % of all permanent jobs advertised in London 16.69% 28.66% 27.96%
Number of salaries quoted 2,604 2,370 3,974
10th Percentile £52,500 £51,250 £50,000
25th Percentile £66,250 £63,750 £63,750
Median annual salary (50th Percentile) £85,000 £82,500 £85,000
Median % change year-on-year +3.03% -2.94% +6.25%
75th Percentile £100,000 £110,000 £112,500
90th Percentile £119,625 £132,500 £142,500
England median annual salary £67,500 £70,000 £65,000
% change year-on-year -3.57% +7.69% -7.14%

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 22 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 22 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% 7
West London -19 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 (16.22%) Apache Spark
2 4 (10.81%) Apache Airflow
3 3 (8.11%) Apache
4 1 (2.70%) Jupyter
Applications
1 2 (5.41%) Microsoft Excel
1 2 (5.41%) Spreadsheet
2 1 (2.70%) Chatbot
2 1 (2.70%) Microsoft PowerPoint
2 1 (2.70%) Trello
Cloud Services
1 10 (27.03%) Azure
2 7 (18.92%) AWS
3 4 (10.81%) GCP
4 2 (5.41%) Anthropic Claude
4 2 (5.41%) Azure AI
4 2 (5.41%) Azure DevOps
4 2 (5.41%) Google Gemini
4 2 (5.41%) Microsoft 365
4 2 (5.41%) OpenShift
4 2 (5.41%) Power Platform
4 2 (5.41%) Vertex AI
5 1 (2.70%) Azure Data Factory
5 1 (2.70%) Azure Machine Learning
5 1 (2.70%) Dagster
5 1 (2.70%) GitHub
5 1 (2.70%) PaaS
5 1 (2.70%) Prefect
5 1 (2.70%) SaaS
5 1 (2.70%) Serverless
5 1 (2.70%) Snowflake
Database & Business Intelligence
1 7 (18.92%) Data Warehouse
2 6 (16.22%) Big Data
3 3 (8.11%) MongoDB
3 3 (8.11%) Pinecone
4 2 (5.41%) MySQL
4 2 (5.41%) Neo4j
4 2 (5.41%) PostgreSQL
4 2 (5.41%) Power BI
4 2 (5.41%) Power Query
5 1 (2.70%) Amazon Redshift
5 1 (2.70%) DynamoDB
5 1 (2.70%) Hadoop
5 1 (2.70%) Relational Database
5 1 (2.70%) SQLPlus
Development Applications
1 15 (40.54%) Git
2 4 (10.81%) MLflow
3 2 (5.41%) GitLab
3 2 (5.41%) Jenkins
4 1 (2.70%) JIRA
4 1 (2.70%) NUnit
General
1 17 (45.95%) Finance
2 10 (27.03%) Banking
3 6 (16.22%) Analytical Skills
3 6 (16.22%) Retail Banking
4 5 (13.51%) Inclusion and Diversity
4 5 (13.51%) Law
4 5 (13.51%) Social Skills
5 4 (10.81%) Legal
5 4 (10.81%) Marketing
6 2 (5.41%) Front Office
6 2 (5.41%) Investment Banking
7 1 (2.70%) Back Office
7 1 (2.70%) Financial Institution
7 1 (2.70%) Manufacturing
Job Titles
1 12 (32.43%) Data Scientist
1 12 (32.43%) Lead
2 8 (21.62%) Developer
3 7 (18.92%) Senior Data Scientist
4 6 (16.22%) Python Developer
5 5 (13.51%) Data Manager
5 5 (13.51%) Lead Data Scientist
5 5 (13.51%) Machine Learning Scientist
5 5 (13.51%) Senior
6 3 (8.11%) Data Engineer
7 2 (5.41%) Analyst
7 2 (5.41%) Artificial Intelligence Engineer
7 2 (5.41%) Data Analyst
7 2 (5.41%) Python Engineer
7 2 (5.41%) Senior Developer
8 1 (2.70%) Java Developer
8 1 (2.70%) Machine Learning Engineer
8 1 (2.70%) Quantitative Developer
8 1 (2.70%) Senior Java Developer
8 1 (2.70%) Senior Manager
Libraries, Frameworks & Software Standards
1 35 (94.59%) Pandas
2 16 (43.24%) scikit-learn
3 14 (37.84%) PyTorch
4 9 (24.32%) TensorFlow
5 7 (18.92%) SciPy
6 6 (16.22%) XGBoost
7 5 (13.51%) FastAPI
8 4 (10.81%) Django
8 4 (10.81%) Flask
8 4 (10.81%) LangChain
8 4 (10.81%) REST
8 4 (10.81%) Seaborn
9 3 (8.11%) Google JAX
9 3 (8.11%) JAX
9 3 (8.11%) LlamaIndex
10 2 (5.41%) Hugging Face
10 2 (5.41%) Matplotlib
10 2 (5.41%) pgvector
10 2 (5.41%) PySpark
10 2 (5.41%) React
Miscellaneous
1 9 (24.32%) Cloud Native
2 5 (13.51%) Credit Risk
3 4 (10.81%) Algorithms
3 4 (10.81%) Blog
4 3 (8.11%) AI Agents
4 3 (8.11%) Derivative
4 3 (8.11%) Enterprise Software
5 2 (5.41%) Data Structures
5 2 (5.41%) Distributed Computing
5 2 (5.41%) Product Ownership
6 1 (2.70%) Clustering
6 1 (2.70%) Distributed Systems
6 1 (2.70%) Equities
6 1 (2.70%) Foreign Exchange (FX)
6 1 (2.70%) Greenfield Project
6 1 (2.70%) Hackathon
6 1 (2.70%) Hedge funds
6 1 (2.70%) Life Science
6 1 (2.70%) Market Risk
6 1 (2.70%) Social Media
Operating Systems
1 2 (5.41%) Linux
2 1 (2.70%) Unix
Processes & Methodologies
1 24 (64.86%) AI
2 21 (56.76%) Data Science
3 20 (54.05%) Machine Learning
4 17 (45.95%) Analytics
5 14 (37.84%) LLM
6 13 (35.14%) Computer Science
7 12 (32.43%) Mathematics
7 12 (32.43%) Statistics
7 12 (32.43%) Use Case
8 11 (29.73%) Decision-Making
8 11 (29.73%) Deep Learning
8 11 (29.73%) Problem-Solving
9 10 (27.03%) CI/CD
9 10 (27.03%) Data Analysis
9 10 (27.03%) MLOps
9 10 (27.03%) Natural Language Processing
9 10 (27.03%) Retrieval-Augmented Generation
10 9 (24.32%) Prompt Engineering
11 8 (21.62%) Data Pipeline
11 8 (21.62%) Open Source
Programming Languages
1 32 (86.49%) Python
2 17 (45.95%) SQL
3 2 (5.41%) C#
3 2 (5.41%) Data Analysis Expressions
3 2 (5.41%) Java
3 2 (5.41%) JavaScript
3 2 (5.41%) PowerShell
3 2 (5.41%) VBA
4 1 (2.70%) Bash
4 1 (2.70%) C
4 1 (2.70%) C++
4 1 (2.70%) R
4 1 (2.70%) Shell Script
4 1 (2.70%) TypeScript
Qualifications
1 14 (37.84%) Degree
2 8 (21.62%) PhD
3 5 (13.51%) Master's Degree
4 2 (5.41%) Computer Science Degree
5 1 (2.70%) Azure Certification
5 1 (2.70%) Numerate Degree
Quality Assurance & Compliance
1 8 (21.62%) Data Quality
2 5 (13.51%) EU AI Act
2 5 (13.51%) GDPR
System Software
1 5 (13.51%) Docker
Systems Management
1 6 (16.22%) Kubernetes
2 2 (5.41%) Argo
3 1 (2.70%) Kubeflow
Vendors
1 7 (18.92%) Databricks
2 4 (10.81%) OpenAI
3 3 (8.11%) Google
3 3 (8.11%) Microsoft
4 1 (2.70%) Cognizant