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

6 months to
11 Oct 2026
Same period 2025 Same period 2024
Rank 397 203 107
Rank change year-on-year -194 -96 +280
Permanent jobs citing NumPy 43 190 567
As % of all permanent jobs in London 0.17% 1.62% 3.09%
As % of the Libraries, Frameworks & Software Standards category 1.11% 5.95% 10.45%
Number of salaries quoted 31 173 548
10th Percentile £31,750 £100,000 £85,000
25th Percentile £40,000 £105,000 £94,688
Median annual salary (50th Percentile) £65,000 £130,000 £115,000
Median % change year-on-year -50.00% +13.04% +21.05%
75th Percentile £111,875 £137,500 £148,750
90th Percentile £113,750 - £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 3,885 3,195 5,425
As % of all permanent jobs advertised in London 14.99% 27.23% 29.53%
Number of salaries quoted 2,424 2,156 3,590
10th Percentile £51,250 £51,250 £52,500
25th Percentile £66,250 £65,000 £65,000
Median annual salary (50th Percentile) £85,000 £85,000 £85,000
Median % change year-on-year - - +6.25%
75th Percentile £100,000 £112,125 £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% -3.70%

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 October 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 October 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 +10 1 - - 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 4 (9.30%) Apache Airflow
1 4 (9.30%) Apache Spark
2 2 (4.65%) Apache
3 1 (2.33%) Jupyter
3 1 (2.33%) SharePoint
Applications
1 5 (11.63%) Microsoft Excel
2 3 (6.98%) Microsoft PowerPoint
3 2 (4.65%) Spreadsheet
4 1 (2.33%) Chatbot
Cloud Services
1 16 (37.21%) Azure
2 13 (30.23%) AWS
3 12 (27.91%) Power Platform
4 11 (25.58%) GCP
5 6 (13.95%) Microsoft 365
6 3 (6.98%) Azure AI
6 3 (6.98%) Dagster
6 3 (6.98%) SaaS
7 2 (4.65%) Azure DevOps
8 1 (2.33%) Anthropic Claude
8 1 (2.33%) Azure Functions
8 1 (2.33%) Azure Machine Learning
8 1 (2.33%) Cloud Computing
8 1 (2.33%) Copilot Studio
8 1 (2.33%) GitHub
8 1 (2.33%) Google Gemini
8 1 (2.33%) Microsoft Copilot
8 1 (2.33%) OpenShift
8 1 (2.33%) PowerApps
8 1 (2.33%) Serverless
Database & Business Intelligence
1 12 (27.91%) Power BI
2 6 (13.95%) Data Warehouse
2 6 (13.95%) Tableau
3 5 (11.63%) Big Data
4 3 (6.98%) MySQL
4 3 (6.98%) Power Query
5 2 (4.65%) Metadata
5 2 (4.65%) MongoDB
5 2 (4.65%) Pinecone
6 1 (2.33%) Amazon Redshift
6 1 (2.33%) DynamoDB
6 1 (2.33%) Hadoop
6 1 (2.33%) Neo4j
6 1 (2.33%) PostgreSQL
6 1 (2.33%) Relational Database
6 1 (2.33%) SQL Server
6 1 (2.33%) SQLPlus
Development Applications
1 12 (27.91%) Git
2 4 (9.30%) MLflow
3 1 (2.33%) GitLab
3 1 (2.33%) Jenkins
3 1 (2.33%) NUnit
General
1 20 (46.51%) Finance
2 12 (27.91%) Banking
3 10 (23.26%) Analytical Skills
3 10 (23.26%) Social Skills
4 8 (18.60%) Retail Banking
5 6 (13.95%) Public Sector
6 5 (11.63%) Inclusion and Diversity
6 5 (11.63%) Law
7 4 (9.30%) Legal
7 4 (9.30%) Marketing
8 3 (6.98%) Documentation Skills
9 2 (4.65%) Front Office
9 2 (4.65%) Investment Banking
10 1 (2.33%) Back Office
10 1 (2.33%) Financial Institution
10 1 (2.33%) Manufacturing
Job Titles
1 11 (25.58%) Data Scientist
1 11 (25.58%) Lead
2 6 (13.95%) Consultant
2 6 (13.95%) Data Consultant
2 6 (13.95%) Data Engineer
2 6 (13.95%) Developer
2 6 (13.95%) Senior Data Scientist
3 5 (11.63%) Lead Data Scientist
3 5 (11.63%) Machine Learning Scientist
4 4 (9.30%) Data Manager
4 4 (9.30%) Senior
5 3 (6.98%) Analyst
5 3 (6.98%) Data Analyst
5 3 (6.98%) Python Developer
6 2 (4.65%) Artificial Intelligence Engineer
6 2 (4.65%) Senior Developer
7 1 (2.33%) Digital Developer
7 1 (2.33%) Java Quantitative Developer
7 1 (2.33%) Power Platform Developer
7 1 (2.33%) Python Engineer
Libraries, Frameworks & Software Standards
1 40 (93.02%) Pandas
2 14 (32.56%) scikit-learn
3 10 (23.26%) PyTorch
4 6 (13.95%) SciPy
4 6 (13.95%) TensorFlow
4 6 (13.95%) XGBoost
5 5 (11.63%) FastAPI
5 5 (11.63%) Matplotlib
5 5 (11.63%) REST
6 4 (9.30%) PySpark
6 4 (9.30%) React
7 3 (6.98%) Django
7 3 (6.98%) Flask
7 3 (6.98%) jQuery
7 3 (6.98%) LangChain
7 3 (6.98%) Seaborn
8 2 (4.65%) Google JAX
8 2 (4.65%) JAX
8 2 (4.65%) LangGraph
9 1 (2.33%) LlamaIndex
Miscellaneous
1 10 (23.26%) Blog
2 7 (16.28%) Cloud Native
3 5 (11.63%) Credit Risk
4 3 (6.98%) AI Agents
4 3 (6.98%) Derivative
5 2 (4.65%) Data Structures
5 2 (4.65%) Enterprise Software
5 2 (4.65%) Foreign Exchange (FX)
6 1 (2.33%) Algorithms
6 1 (2.33%) Clustering
6 1 (2.33%) Distributed Computing
6 1 (2.33%) Distributed Systems
6 1 (2.33%) Equities
6 1 (2.33%) Greenfield Project
6 1 (2.33%) Hackathon
6 1 (2.33%) Hedge funds
6 1 (2.33%) Market Risk
6 1 (2.33%) Product Ownership
6 1 (2.33%) Social Media
Operating Systems
1 1 (2.33%) Linux
1 1 (2.33%) Unix
1 1 (2.33%) Windows
Processes & Methodologies
1 34 (79.07%) AI
2 25 (58.14%) Machine Learning
3 22 (51.16%) Analytics
4 19 (44.19%) Data Analysis
4 19 (44.19%) Data Science
5 15 (34.88%) Computer Science
6 14 (32.56%) Mathematics
7 13 (30.23%) Business Intelligence
7 13 (30.23%) LLM
8 12 (27.91%) Problem-Solving
9 11 (25.58%) Decision-Making
9 11 (25.58%) ETL
9 11 (25.58%) Statistics
9 11 (25.58%) Use Case
10 10 (23.26%) Retrieval-Augmented Generation
10 10 (23.26%) Visualisation
11 9 (20.93%) Data Engineering
11 9 (20.93%) Prompt Engineering
11 9 (20.93%) Validation
12 8 (18.60%) Coaching
Programming Languages
1 38 (88.37%) Python
2 19 (44.19%) SQL
3 6 (13.95%) PowerShell
4 3 (6.98%) Data Analysis Expressions
5 2 (4.65%) C#
5 2 (4.65%) Java
5 2 (4.65%) VBA
6 1 (2.33%) Bash
6 1 (2.33%) C
6 1 (2.33%) C++
6 1 (2.33%) JavaScript
6 1 (2.33%) R
6 1 (2.33%) Shell Script
6 1 (2.33%) TypeScript
Qualifications
1 21 (48.84%) Degree
2 14 (32.56%) PhD
3 7 (16.28%) Master's Degree
4 6 (13.95%) DV Cleared
4 6 (13.95%) SC Cleared
4 6 (13.95%) Security Cleared
5 2 (4.65%) Computer Science Degree
6 1 (2.33%) Azure Certification
6 1 (2.33%) Numerate Degree
Quality Assurance & Compliance
1 8 (18.60%) Data Quality
2 5 (11.63%) EU AI Act
2 5 (11.63%) GDPR
System Software
1 5 (11.63%) Docker
Systems Management
1 6 (13.95%) Kubernetes
2 1 (2.33%) Argo
2 1 (2.33%) Kubeflow
Vendors
1 7 (16.28%) Google
1 7 (16.28%) Microsoft
2 6 (13.95%) Databricks
2 6 (13.95%) YouTube
3 4 (9.30%) OpenAI
4 1 (2.33%) Mistral