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

6 months to
3 Dec 2025
Same period 2024 Same period 2023
Rank 264 126 330
Rank change year-on-year -138 +204 +171
Permanent jobs citing NumPy 124 453 116
As % of all permanent jobs in London 0.94% 2.66% 0.63%
As % of the Libraries, Frameworks & Software Standards category 4.45% 9.79% 2.17%
Number of salaries quoted 108 428 107
10th Percentile £100,000 £77,500 £58,250
25th Percentile £105,000 £85,000 £80,000
Median annual salary (50th Percentile) £130,000 £115,000 £112,500
Median % change year-on-year +13.04% +2.22% +32.35%
75th Percentile £137,500 £147,500 £143,750
90th Percentile - £148,750 £155,000
England median annual salary £130,000 £110,000 £110,000
% change year-on-year +18.18% - +29.41%

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 2,789 4,627 5,342
As % of all permanent jobs advertised in London 21.10% 27.22% 29.14%
Number of salaries quoted 1,953 2,979 4,674
10th Percentile £50,095 £52,500 £51,250
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 £112,500 £110,000 £100,000
90th Percentile £136,250 £138,750 £120,000
England median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -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 3 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 3 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 +33 5 £132,500 +85.96% 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
1 101 (81.45%) Apache Airflow
2 55 (44.35%) Apache
3 4 (3.23%) Appian
3 4 (3.23%) Jupyter
4 3 (2.42%) Apache Spark
Cloud Services
1 106 (85.48%) AWS
2 99 (79.84%) dbt
3 54 (43.55%) Snowflake
4 51 (41.13%) GCP
5 15 (12.10%) Azure
6 5 (4.03%) Azure AI
7 4 (3.23%) Anthropic Claude
7 4 (3.23%) Azure Data Factory
7 4 (3.23%) Power Automate
8 3 (2.42%) Datadog
9 2 (1.61%) Amazon S3
9 2 (1.61%) Power Platform
10 1 (0.81%) Amazon EC2
10 1 (0.81%) Amazon EKS
10 1 (0.81%) Amazon ELB
10 1 (0.81%) Amazon SageMaker
10 1 (0.81%) AWS CloudFormation
10 1 (0.81%) AWS Lambda
10 1 (0.81%) Dagster
10 1 (0.81%) Serverless
Database & Business Intelligence
1 99 (79.84%) Amazon Athena
2 98 (79.03%) Apache Arrow
2 98 (79.03%) Apache Iceberg
2 98 (79.03%) Dremio
3 54 (43.55%) Data Lake
4 53 (42.74%) Apache Ignite
5 46 (37.10%) PostgreSQL
6 4 (3.23%) Pinecone
6 4 (3.23%) SQL Server
7 3 (2.42%) NoSQL
7 3 (2.42%) Relational Database
8 2 (1.61%) Big Data
8 2 (1.61%) Data Warehouse
8 2 (1.61%) DynamoDB
8 2 (1.61%) Power BI
9 1 (0.81%) Azure SQL Data Warehouse
9 1 (0.81%) Delta Lake
9 1 (0.81%) Metadata
9 1 (0.81%) MySQL
9 1 (0.81%) Spark SQL
Development Applications
1 5 (4.03%) MLflow
2 2 (1.61%) Git
General
1 108 (87.10%) Finance
2 99 (79.84%) Front Office
3 53 (42.74%) Banking
3 53 (42.74%) Investment Banking
4 12 (9.68%) Social Skills
5 6 (4.84%) Analytical Skills
6 5 (4.03%) Manufacturing
7 4 (3.23%) Retail
7 4 (3.23%) Telecoms
8 1 (0.81%) Documentation Skills
8 1 (0.81%) Electronics
8 1 (0.81%) Legal
8 1 (0.81%) Marketing
8 1 (0.81%) Public Sector
Job Titles
1 98 (79.03%) AWS Engineer
1 98 (79.03%) AWS Software Engineer
1 98 (79.03%) Software Engineer
2 95 (76.61%) Python Engineer
3 94 (75.81%) Python Software Engineer
4 59 (47.58%) Senior
5 57 (45.97%) Java Engineer
5 57 (45.97%) Java Software Engineer
6 51 (41.13%) Developer
6 51 (41.13%) Senior Java Engineer
6 51 (41.13%) Senior Java Software Engineer
6 51 (41.13%) Senior Software Engineer
7 45 (36.29%) AWS Developer
7 45 (36.29%) Developer/Software Engineer
7 45 (36.29%) Python Developer
8 7 (5.65%) Artificial Intelligence Engineer
8 7 (5.65%) Data Scientist
9 4 (3.23%) Java Developer
9 4 (3.23%) Java Software Developer
9 4 (3.23%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 124 (100.00%) Pandas
2 99 (79.84%) SciPy
3 53 (42.74%) gRPC
3 53 (42.74%) Protocol Buffers
4 45 (36.29%) AngularJS
4 45 (36.29%) Node.js
4 45 (36.29%) React
4 45 (36.29%) Vue
5 16 (12.90%) scikit-learn
6 13 (10.48%) PyTorch
7 7 (5.65%) FastAPI
7 7 (5.65%) Flask
7 7 (5.65%) pytest
7 7 (5.65%) REST
7 7 (5.65%) TensorFlow
8 5 (4.03%) PySpark
9 4 (3.23%) Hugging Face
9 4 (3.23%) JWT
9 4 (3.23%) OpenAPI
9 4 (3.23%) Swagger
Miscellaneous
1 98 (79.03%) Equities
1 98 (79.03%) Fixed Income
1 98 (79.03%) Foreign Exchange (FX)
2 54 (43.55%) Hedge funds
3 53 (42.74%) Derivative
3 53 (42.74%) Pricing Data
4 6 (4.84%) Legacy Systems
5 4 (3.23%) Low-Code
6 3 (2.42%) Cloud Native
7 2 (1.61%) Distributed Computing
8 1 (0.81%) Algorithms
8 1 (0.81%) Blockchain
8 1 (0.81%) Linux Command Line
8 1 (0.81%) Self-Motivation
Operating Systems
1 2 (1.61%) Unix
2 1 (0.81%) Linux
Processes & Methodologies
1 102 (82.26%) Software Engineering
2 101 (81.45%) Agile
3 98 (79.03%) Asset Management
3 98 (79.03%) Investment Management
4 46 (37.10%) Fintech
4 46 (37.10%) Risk Management
5 45 (36.29%) Order Management
5 45 (36.29%) Performance Attribution
6 21 (16.94%) Machine Learning
7 17 (13.71%) CI/CD
8 16 (12.90%) Data Science
8 16 (12.90%) MLOps
9 15 (12.10%) AI
10 11 (8.87%) Containerisation
10 11 (8.87%) LLM
11 10 (8.06%) Data Engineering
11 10 (8.06%) ETL
12 9 (7.26%) Analytics
12 9 (7.26%) Validation
12 9 (7.26%) Visualisation
Programming Languages
1 120 (96.77%) Python
2 98 (79.03%) JavaScript
2 98 (79.03%) TypeScript
3 57 (45.97%) Java
4 20 (16.13%) SQL
5 3 (2.42%) Bicep
6 1 (0.81%) Bash
6 1 (0.81%) C
6 1 (0.81%) MATLAB
6 1 (0.81%) R
Qualifications
1 7 (5.65%) Degree
1 7 (5.65%) Master's Degree
2 4 (3.23%) PhD
3 1 (0.81%) AWS Certification
Quality Assurance & Compliance
1 4 (3.23%) Data Quality
System Software
1 13 (10.48%) Docker
Systems Management
1 8 (6.45%) Kubernetes
2 1 (0.81%) Kubeflow
2 1 (0.81%) Terraform
Vendors
1 7 (5.65%) OpenAI
2 4 (3.23%) Automation Anywhere
2 4 (3.23%) Google
2 4 (3.23%) UiPath
3 2 (1.61%) Microsoft
4 1 (0.81%) Alteryx
4 1 (0.81%) Databricks
4 1 (0.81%) Foundry
4 1 (0.81%) SAP