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 18 December 2025, with comparisons to the same periods in the previous two years.

6 months to
18 Dec 2025
Same period 2024 Same period 2023
Rank 271 158 321
Rank change year-on-year -113 +163 +186
Permanent jobs citing NumPy 104 344 116
As % of all permanent jobs in London 0.78% 2.13% 0.65%
As % of the Libraries, Frameworks & Software Standards category 3.95% 7.89% 2.28%
Number of salaries quoted 86 318 106
10th Percentile £100,000 £77,500 £58,125
25th Percentile £105,000 £85,000 £81,250
Median annual salary (50th Percentile) £130,000 £107,500 £112,500
Median % change year-on-year +20.93% -4.44% +32.35%
75th Percentile £137,500 £142,500 £143,750
90th Percentile - £148,750 £155,000
England median annual salary £130,000 £107,500 £110,000
% change year-on-year +20.93% -2.27% +34.15%

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 2,636 4,361 5,084
As % of all permanent jobs advertised in London 19.68% 27.04% 28.56%
Number of salaries quoted 1,916 2,761 4,434
10th Percentile £50,000 £52,500 £51,825
25th Percentile £65,000 £62,500 £62,500
Median annual salary (50th Percentile) £85,000 £82,500 £80,000
Median % change year-on-year +3.03% +3.13% -
75th Percentile £111,250 £108,750 £101,250
90th Percentile £136,250 £130,000 £120,000
England median annual salary £65,000 £65,000 £67,250
% change year-on-year - -3.35% -0.37%

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 18 December 2025.

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 18 December 2025. 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 +30 5 £132,500 +85.96% 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 79 (75.96%) Apache Airflow
2 43 (41.35%) Apache
3 5 (4.81%) Appian
4 4 (3.85%) Jupyter
5 3 (2.88%) Apache Spark
Cloud Services
1 85 (81.73%) AWS
2 77 (74.04%) dbt
3 42 (40.38%) Snowflake
4 41 (39.42%) GCP
5 16 (15.38%) Azure
6 6 (5.77%) Azure AI
7 5 (4.81%) Anthropic Claude
7 5 (4.81%) Azure Data Factory
7 5 (4.81%) Power Automate
8 3 (2.88%) Amazon S3
8 3 (2.88%) Datadog
9 2 (1.92%) AWS Lambda
9 2 (1.92%) Power Platform
9 2 (1.92%) Serverless
10 1 (0.96%) Amazon EC2
10 1 (0.96%) Amazon EKS
10 1 (0.96%) Amazon ELB
10 1 (0.96%) Amazon SageMaker
10 1 (0.96%) AWS CloudFormation
10 1 (0.96%) Dagster
Database & Business Intelligence
1 77 (74.04%) Amazon Athena
2 76 (73.08%) Apache Arrow
2 76 (73.08%) Apache Iceberg
2 76 (73.08%) Dremio
3 43 (41.35%) Data Lake
4 41 (39.42%) Apache Ignite
5 36 (34.62%) PostgreSQL
6 5 (4.81%) Pinecone
6 5 (4.81%) SQL Server
7 4 (3.85%) Relational Database
8 3 (2.88%) NoSQL
9 2 (1.92%) Big Data
9 2 (1.92%) Data Warehouse
9 2 (1.92%) DynamoDB
9 2 (1.92%) Power BI
10 1 (0.96%) Azure SQL Data Warehouse
10 1 (0.96%) Delta Lake
10 1 (0.96%) Metadata
10 1 (0.96%) MySQL
10 1 (0.96%) Spark SQL
Development Applications
1 6 (5.77%) MLflow
2 2 (1.92%) Git
General
1 88 (84.62%) Finance
2 78 (75.00%) Front Office
3 41 (39.42%) Banking
3 41 (39.42%) Investment Banking
4 13 (12.50%) Social Skills
5 6 (5.77%) Analytical Skills
6 5 (4.81%) Manufacturing
7 4 (3.85%) Retail
7 4 (3.85%) Telecoms
8 1 (0.96%) Documentation Skills
8 1 (0.96%) Electronics
8 1 (0.96%) Legal
8 1 (0.96%) Marketing
8 1 (0.96%) Public Sector
Job Titles
1 78 (75.00%) Python Engineer
2 76 (73.08%) AWS Engineer
2 76 (73.08%) AWS Software Engineer
2 76 (73.08%) Python Software Engineer
2 76 (73.08%) Software Engineer
3 47 (45.19%) Senior
4 41 (39.42%) Developer
4 41 (39.42%) Java Engineer
4 41 (39.42%) Java Software Engineer
5 39 (37.50%) Python Developer
5 39 (37.50%) Senior Java Engineer
5 39 (37.50%) Senior Java Software Engineer
5 39 (37.50%) Senior Software Engineer
6 35 (33.65%) AWS Developer
6 35 (33.65%) Developer/Software Engineer
7 8 (7.69%) Artificial Intelligence Engineer
8 7 (6.73%) Data Scientist
9 5 (4.81%) Automation Engineer
10 4 (3.85%) Data Engineer
10 4 (3.85%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 104 (100.00%) Pandas
2 77 (74.04%) SciPy
3 41 (39.42%) gRPC
3 41 (39.42%) Protocol Buffers
4 35 (33.65%) AngularJS
4 35 (33.65%) Node.js
4 35 (33.65%) React
4 35 (33.65%) Vue
5 17 (16.35%) scikit-learn
6 14 (13.46%) PyTorch
7 8 (7.69%) FastAPI
7 8 (7.69%) Flask
7 8 (7.69%) pytest
7 8 (7.69%) REST
7 8 (7.69%) TensorFlow
8 6 (5.77%) PySpark
9 5 (4.81%) Hugging Face
9 5 (4.81%) JWT
9 5 (4.81%) OpenAPI
9 5 (4.81%) Swagger
Miscellaneous
1 76 (73.08%) Equities
1 76 (73.08%) Fixed Income
1 76 (73.08%) Foreign Exchange (FX)
2 43 (41.35%) Hedge funds
3 41 (39.42%) Derivative
3 41 (39.42%) Pricing Data
4 7 (6.73%) Legacy Systems
5 5 (4.81%) Low-Code
6 3 (2.88%) Cloud Native
7 2 (1.92%) Distributed Computing
8 1 (0.96%) Algorithms
8 1 (0.96%) Blockchain
8 1 (0.96%) Linux Command Line
8 1 (0.96%) Self-Motivation
Operating Systems
1 2 (1.92%) Unix
2 1 (0.96%) Linux
Processes & Methodologies
1 80 (76.92%) Software Engineering
2 79 (75.96%) Agile
3 76 (73.08%) Asset Management
3 76 (73.08%) Investment Management
4 37 (35.58%) Risk Management
5 36 (34.62%) Fintech
6 35 (33.65%) Order Management
6 35 (33.65%) Performance Attribution
7 22 (21.15%) Machine Learning
8 18 (17.31%) CI/CD
9 17 (16.35%) MLOps
10 16 (15.38%) AI
10 16 (15.38%) Data Science
11 13 (12.50%) Containerisation
12 12 (11.54%) ETL
12 12 (11.54%) LLM
13 11 (10.58%) Data Engineering
13 11 (10.58%) Validation
14 9 (8.65%) API Development
14 9 (8.65%) Prompt Engineering
Programming Languages
1 104 (100.00%) Python
2 76 (73.08%) JavaScript
2 76 (73.08%) TypeScript
3 41 (39.42%) Java
4 22 (21.15%) SQL
5 3 (2.88%) Bicep
6 1 (0.96%) Bash
6 1 (0.96%) C
6 1 (0.96%) MATLAB
6 1 (0.96%) R
Qualifications
1 8 (7.69%) Degree
2 7 (6.73%) Master's Degree
3 4 (3.85%) PhD
4 1 (0.96%) AWS Certification
4 1 (0.96%) Computer Science Degree
Quality Assurance & Compliance
1 6 (5.77%) Data Quality
System Software
1 15 (14.42%) Docker
Systems Management
1 10 (9.62%) Kubernetes
2 1 (0.96%) Kubeflow
2 1 (0.96%) Terraform
Vendors
1 8 (7.69%) OpenAI
2 5 (4.81%) Automation Anywhere
2 5 (4.81%) UiPath
3 4 (3.85%) Google
4 2 (1.92%) Databricks
4 2 (1.92%) Microsoft
5 1 (0.96%) Alteryx
5 1 (0.96%) Foundry
5 1 (0.96%) SAP