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

6 months to
16 Jan 2026
Same period 2025 Same period 2024
Rank 296 201 344
Rank change year-on-year -95 +143 +160
Permanent jobs citing NumPy 80 261 112
As % of all permanent jobs in London 0.56% 1.68% 0.61%
As % of the Libraries, Frameworks & Software Standards category 3.01% 6.31% 2.23%
Number of salaries quoted 60 221 101
10th Percentile £97,500 £75,000 £57,500
25th Percentile £100,000 £80,000 £87,500
Median annual salary (50th Percentile) £130,000 £105,000 £125,000
Median % change year-on-year +23.81% -16.00% +51.52%
75th Percentile £137,500 £122,500 £143,750
90th Percentile - £147,500 £155,000
England median annual salary £115,000 £105,000 £112,500
% change year-on-year +9.52% -6.67% +43.77%

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 2,656 4,139 5,025
As % of all permanent jobs advertised in London 18.63% 26.66% 27.45%
Number of salaries quoted 1,910 2,555 4,352
10th Percentile £50,000 £52,500 £51,250
25th Percentile £63,750 £62,500 £61,250
Median annual salary (50th Percentile) £82,500 £80,000 £80,000
Median % change year-on-year +3.13% - -
75th Percentile £107,500 £107,500 £102,500
90th Percentile £132,500 £125,000 £120,000
England median annual salary £65,000 £67,500 £65,000
% change year-on-year -3.70% +3.85% -5.11%

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 16 January 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 January 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 +21 4 £132,500 +85.96% 17
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 54 (67.50%) Apache Airflow
2 30 (37.50%) Apache
3 9 (11.25%) Appian
4 4 (5.00%) Jupyter
5 2 (2.50%) Apache Spark
Cloud Services
1 59 (73.75%) AWS
2 52 (65.00%) dbt
3 29 (36.25%) GCP
3 29 (36.25%) Snowflake
4 19 (23.75%) Azure
5 10 (12.50%) Azure AI
6 9 (11.25%) Anthropic Claude
6 9 (11.25%) Azure Data Factory
6 9 (11.25%) Power Automate
7 2 (2.50%) Amazon S3
7 2 (2.50%) AWS Lambda
7 2 (2.50%) Datadog
7 2 (2.50%) Serverless
8 1 (1.25%) Amazon EC2
8 1 (1.25%) Amazon SageMaker
8 1 (1.25%) AWS CloudFormation
8 1 (1.25%) Dagster
8 1 (1.25%) Power Platform
Database & Business Intelligence
1 52 (65.00%) Amazon Athena
2 51 (63.75%) Apache Arrow
2 51 (63.75%) Apache Iceberg
2 51 (63.75%) Dremio
3 30 (37.50%) Data Lake
4 28 (35.00%) Apache Ignite
5 24 (30.00%) PostgreSQL
6 9 (11.25%) Pinecone
6 9 (11.25%) SQL Server
7 3 (3.75%) NoSQL
7 3 (3.75%) Relational Database
8 2 (2.50%) Big Data
8 2 (2.50%) Data Warehouse
9 1 (1.25%) Azure SQL Data Warehouse
9 1 (1.25%) DynamoDB
9 1 (1.25%) MongoDB
9 1 (1.25%) MySQL
9 1 (1.25%) Power BI
Development Applications
1 9 (11.25%) MLflow
2 2 (2.50%) Git
General
1 67 (83.75%) Finance
2 53 (66.25%) Front Office
3 28 (35.00%) Banking
3 28 (35.00%) Investment Banking
4 16 (20.00%) Social Skills
5 5 (6.25%) Analytical Skills
5 5 (6.25%) Manufacturing
6 4 (5.00%) Retail
7 3 (3.75%) Telecoms
8 1 (1.25%) Documentation Skills
8 1 (1.25%) Electronics
8 1 (1.25%) Legal
8 1 (1.25%) Marketing
8 1 (1.25%) Public Sector
Job Titles
1 53 (66.25%) Python Engineer
2 51 (63.75%) AWS Engineer
2 51 (63.75%) AWS Software Engineer
2 51 (63.75%) Python Software Engineer
2 51 (63.75%) Software Engineer
3 34 (42.50%) Senior
4 29 (36.25%) Developer
5 28 (35.00%) Java Engineer
5 28 (35.00%) Java Software Engineer
6 27 (33.75%) Python Developer
7 26 (32.50%) Senior Java Engineer
7 26 (32.50%) Senior Java Software Engineer
7 26 (32.50%) Senior Software Engineer
8 23 (28.75%) AWS Developer
8 23 (28.75%) Developer/Software Engineer
9 11 (13.75%) Artificial Intelligence Engineer
10 9 (11.25%) Automation Engineer
11 6 (7.50%) Data Scientist
12 4 (5.00%) Data Engineer
12 4 (5.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 80 (100.00%) Pandas
2 52 (65.00%) SciPy
3 28 (35.00%) gRPC
3 28 (35.00%) Protocol Buffers
4 23 (28.75%) AngularJS
4 23 (28.75%) Node.js
4 23 (28.75%) React
4 23 (28.75%) Vue
5 19 (23.75%) scikit-learn
6 17 (21.25%) PyTorch
7 12 (15.00%) FastAPI
7 12 (15.00%) Flask
7 12 (15.00%) pytest
7 12 (15.00%) REST
8 11 (13.75%) TensorFlow
9 9 (11.25%) Faiss
9 9 (11.25%) Hugging Face
9 9 (11.25%) JWT
9 9 (11.25%) OpenAPI
9 9 (11.25%) Swagger
Miscellaneous
1 51 (63.75%) Equities
1 51 (63.75%) Fixed Income
1 51 (63.75%) Foreign Exchange (FX)
2 30 (37.50%) Hedge funds
3 28 (35.00%) Derivative
3 28 (35.00%) Pricing Data
4 10 (12.50%) Legacy Systems
5 9 (11.25%) Low-Code
6 3 (3.75%) Cloud Native
7 2 (2.50%) Distributed Computing
8 1 (1.25%) Algorithms
8 1 (1.25%) Blockchain
8 1 (1.25%) Self-Motivation
Operating Systems
1 1 (1.25%) Linux
1 1 (1.25%) Unix
Processes & Methodologies
1 55 (68.75%) Software Engineering
2 54 (67.50%) Agile
3 51 (63.75%) Asset Management
3 51 (63.75%) Investment Management
4 25 (31.25%) Risk Management
5 24 (30.00%) Fintech
6 23 (28.75%) Machine Learning
6 23 (28.75%) Order Management
6 23 (28.75%) Performance Attribution
7 21 (26.25%) CI/CD
8 19 (23.75%) MLOps
9 18 (22.50%) AI
10 16 (20.00%) Containerisation
10 16 (20.00%) ETL
11 15 (18.75%) Data Engineering
11 15 (18.75%) LLM
11 15 (18.75%) Validation
12 13 (16.25%) API Development
12 13 (16.25%) Data Validation
12 13 (16.25%) Test Automation
Programming Languages
1 80 (100.00%) Python
2 51 (63.75%) JavaScript
2 51 (63.75%) TypeScript
3 28 (35.00%) Java
4 24 (30.00%) SQL
5 3 (3.75%) Bicep
6 1 (1.25%) Bash
6 1 (1.25%) C
6 1 (1.25%) MATLAB
6 1 (1.25%) R
Qualifications
1 7 (8.75%) Degree
2 6 (7.50%) Master's Degree
3 4 (5.00%) PhD
4 1 (1.25%) AWS Certification
4 1 (1.25%) Computer Science Degree
Quality Assurance & Compliance
1 10 (12.50%) Data Quality
System Software
1 18 (22.50%) Docker
Systems Management
1 13 (16.25%) Kubernetes
Vendors
1 11 (13.75%) OpenAI
2 9 (11.25%) Automation Anywhere
2 9 (11.25%) UiPath
3 3 (3.75%) Google
4 1 (1.25%) Alteryx
4 1 (1.25%) Databricks
4 1 (1.25%) Foundry
4 1 (1.25%) Microsoft
4 1 (1.25%) SAP