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

6 months to
20 Sep 2026
Same period 2025 Same period 2024
Rank 410 184 112
Rank change year-on-year -226 -72 +280
Permanent jobs citing NumPy 37 220 603
As % of all permanent jobs in London 0.15% 1.85% 3.13%
As % of the Libraries, Frameworks & Software Standards category 0.94% 6.58% 10.94%
Number of salaries quoted 25 200 581
10th Percentile £41,000 £100,000 £85,000
25th Percentile £57,500 £105,000 £97,500
Median annual salary (50th Percentile) £73,000 £130,000 £135,000
Median % change year-on-year -43.85% -3.70% +50.00%
75th Percentile £113,750 £137,500 £148,750
90th Percentile - - £165,000
England median annual salary £60,000 £130,000 £115,000
% change year-on-year -53.85% +13.04% +43.75%

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 3,945 3,346 5,513
As % of all permanent jobs advertised in London 15.56% 28.09% 28.61%
Number of salaries quoted 2,508 2,265 3,750
10th Percentile £52,500 £51,250 £51,250
25th Percentile £66,750 £64,000 £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 £111,250 £112,500
90th Percentile £117,500 £135,000 £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 20 September 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 20 September 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 +2 2 £60,000 +13.21% 6
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 5 (13.51%) Apache Spark
2 2 (5.41%) Apache
2 2 (5.41%) Apache Airflow
3 1 (2.70%) Jupyter
3 1 (2.70%) SharePoint
Applications
1 4 (10.81%) Microsoft Excel
2 2 (5.41%) Chatbot
2 2 (5.41%) Spreadsheet
3 1 (2.70%) Microsoft PowerPoint
3 1 (2.70%) Trello
Cloud Services
1 11 (29.73%) Azure
2 7 (18.92%) AWS
3 6 (16.22%) Power Platform
4 5 (13.51%) GCP
4 5 (13.51%) Microsoft 365
5 3 (8.11%) Azure AI
5 3 (8.11%) Azure DevOps
6 2 (5.41%) Anthropic Claude
6 2 (5.41%) Google Gemini
6 2 (5.41%) OpenShift
6 2 (5.41%) Vertex AI
7 1 (2.70%) Azure Data Factory
7 1 (2.70%) Azure Functions
7 1 (2.70%) Azure Logic Apps
7 1 (2.70%) Azure Machine Learning
7 1 (2.70%) GitHub
7 1 (2.70%) Power Automate
7 1 (2.70%) PowerApps
7 1 (2.70%) Serverless
7 1 (2.70%) Snowflake
Database & Business Intelligence
1 6 (16.22%) Big Data
1 6 (16.22%) Data Warehouse
1 6 (16.22%) Power BI
2 3 (8.11%) MongoDB
2 3 (8.11%) Pinecone
2 3 (8.11%) Power Query
3 2 (5.41%) Neo4j
4 1 (2.70%) Amazon Redshift
4 1 (2.70%) DynamoDB
4 1 (2.70%) Hadoop
4 1 (2.70%) Metadata
4 1 (2.70%) MySQL
4 1 (2.70%) PostgreSQL
4 1 (2.70%) Relational Database
4 1 (2.70%) SQL Server
4 1 (2.70%) SQLPlus
4 1 (2.70%) Tableau
Development Applications
1 13 (35.14%) 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 9 (24.32%) Analytical Skills
4 8 (21.62%) Social Skills
5 6 (16.22%) Retail Banking
6 5 (13.51%) Inclusion and Diversity
6 5 (13.51%) Law
7 4 (10.81%) Legal
7 4 (10.81%) Marketing
8 2 (5.41%) Documentation Skills
8 2 (5.41%) Front Office
8 2 (5.41%) Investment Banking
9 1 (2.70%) Back Office
9 1 (2.70%) Financial Institution
9 1 (2.70%) Manufacturing
9 1 (2.70%) Public Sector
Job Titles
1 12 (32.43%) Data Scientist
1 12 (32.43%) Lead
2 7 (18.92%) Developer
2 7 (18.92%) Senior Data Scientist
3 5 (13.51%) Data Manager
3 5 (13.51%) Lead Data Scientist
3 5 (13.51%) Machine Learning Scientist
3 5 (13.51%) Senior
4 4 (10.81%) Python Developer
5 3 (8.11%) Analyst
5 3 (8.11%) Data Analyst
5 3 (8.11%) Data Engineer
6 2 (5.41%) Senior Developer
7 1 (2.70%) Consultant
7 1 (2.70%) Data Consultant
7 1 (2.70%) Java Developer
7 1 (2.70%) Quantitative Developer
7 1 (2.70%) Senior Java Developer
7 1 (2.70%) Senior Manager
7 1 (2.70%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 35 (94.59%) Pandas
2 16 (43.24%) scikit-learn
3 12 (32.43%) PyTorch
4 8 (21.62%) TensorFlow
5 6 (16.22%) SciPy
5 6 (16.22%) XGBoost
6 5 (13.51%) FastAPI
6 5 (13.51%) REST
7 4 (10.81%) Matplotlib
7 4 (10.81%) Seaborn
8 3 (8.11%) Django
8 3 (8.11%) Flask
8 3 (8.11%) LangChain
9 2 (5.41%) Google JAX
9 2 (5.41%) Hugging Face
9 2 (5.41%) JAX
9 2 (5.41%) LlamaIndex
9 2 (5.41%) pgvector
9 2 (5.41%) PySpark
9 2 (5.41%) React
Miscellaneous
1 9 (24.32%) Cloud Native
2 5 (13.51%) Blog
2 5 (13.51%) Credit Risk
3 3 (8.11%) AI Agents
3 3 (8.11%) Derivative
3 3 (8.11%) Enterprise Software
4 2 (5.41%) Algorithms
4 2 (5.41%) Data Structures
4 2 (5.41%) Foreign Exchange (FX)
4 2 (5.41%) Product Ownership
5 1 (2.70%) Clustering
5 1 (2.70%) Distributed Computing
5 1 (2.70%) Distributed Systems
5 1 (2.70%) Equities
5 1 (2.70%) Greenfield Project
5 1 (2.70%) Hackathon
5 1 (2.70%) Hedge funds
5 1 (2.70%) Life Science
5 1 (2.70%) Market Risk
5 1 (2.70%) Social Media
Operating Systems
1 1 (2.70%) Linux
1 1 (2.70%) Unix
Processes & Methodologies
1 27 (72.97%) AI
2 21 (56.76%) Data Science
3 20 (54.05%) Machine Learning
4 19 (51.35%) Analytics
5 13 (35.14%) Computer Science
5 13 (35.14%) Data Analysis
5 13 (35.14%) LLM
6 12 (32.43%) Mathematics
6 12 (32.43%) Problem-Solving
6 12 (32.43%) Statistics
7 11 (29.73%) Decision-Making
7 11 (29.73%) Use Case
8 10 (27.03%) MLOps
8 10 (27.03%) Natural Language Processing
8 10 (27.03%) Prompt Engineering
8 10 (27.03%) Retrieval-Augmented Generation
9 9 (24.32%) Deep Learning
10 8 (21.62%) CI/CD
10 8 (21.62%) ETL
10 8 (21.62%) Validation
Programming Languages
1 32 (86.49%) Python
2 17 (45.95%) SQL
3 5 (13.51%) PowerShell
4 3 (8.11%) Data Analysis Expressions
5 2 (5.41%) C#
5 2 (5.41%) Java
5 2 (5.41%) VBA
6 1 (2.70%) Bash
6 1 (2.70%) C
6 1 (2.70%) C++
6 1 (2.70%) JavaScript
6 1 (2.70%) R
6 1 (2.70%) Shell Script
6 1 (2.70%) TypeScript
Qualifications
1 14 (37.84%) Degree
2 9 (24.32%) 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%) DV Cleared
5 1 (2.70%) Numerate Degree
5 1 (2.70%) SC Cleared
5 1 (2.70%) Security Cleared
Quality Assurance & Compliance
1 8 (21.62%) Data Quality
2 5 (13.51%) EU AI Act
2 5 (13.51%) GDPR
System Software
1 3 (8.11%) Docker
Systems Management
1 5 (13.51%) Kubernetes
2 2 (5.41%) Argo
3 1 (2.70%) Kubeflow
Vendors
1 6 (16.22%) Databricks
1 6 (16.22%) Microsoft
2 5 (13.51%) OpenAI
3 4 (10.81%) Google
4 2 (5.41%) Mistral
5 1 (2.70%) Cognizant
5 1 (2.70%) YouTube