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

6 months to
20 Oct 2025
Same period 2024 Same period 2023
Rank 212 110 365
Rank change year-on-year -102 +255 +125
Permanent jobs citing NumPy 173 544 103
As % of all permanent jobs in London 1.47% 3.10% 0.50%
As % of the Libraries, Frameworks & Software Standards category 6.06% 11.60% 1.68%
Number of salaries quoted 157 522 95
10th Percentile £100,000 £80,000 £60,800
25th Percentile £105,000 £85,000 £75,000
Median annual salary (50th Percentile) £130,000 £115,000 £110,000
Median % change year-on-year +13.04% +4.55% +18.92%
75th Percentile £137,500 £148,750 £136,250
90th Percentile - £165,000 £155,000
England median annual salary £130,000 £115,000 £85,000
% change year-on-year +13.04% +35.29% -5.56%

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 2,854 4,690 6,147
As % of all permanent jobs advertised in London 24.33% 26.74% 30.08%
Number of salaries quoted 1,922 3,071 5,308
10th Percentile £52,500 £51,250 £51,250
25th Percentile £65,000 £63,750 £62,500
Median annual salary (50th Percentile) £85,000 £85,000 £80,000
Median % change year-on-year - +6.25% +3.23%
75th Percentile £113,750 £112,500 £100,000
90th Percentile £135,000 £142,500 £120,000
England median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% +3.85%

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 October 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 20 October 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 +44 5 £59,000 -18.62% 13
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
1 150 (86.71%) Apache Airflow
2 73 (42.20%) Apache
3 3 (1.73%) Jupyter
4 1 (0.58%) Apache Spark
Cloud Services
1 157 (90.75%) AWS
2 150 (86.71%) dbt
3 81 (46.82%) GCP
4 74 (42.77%) Snowflake
5 13 (7.51%) Azure
6 3 (1.73%) Datadog
7 2 (1.16%) Amazon S3
7 2 (1.16%) Power Platform
8 1 (0.58%) Amazon EC2
8 1 (0.58%) Amazon EKS
8 1 (0.58%) Amazon ELB
8 1 (0.58%) Amazon SageMaker
8 1 (0.58%) AWS CloudFormation
8 1 (0.58%) AWS Lambda
8 1 (0.58%) Azure AI
8 1 (0.58%) Serverless
Communications & Networking
1 1 (0.58%) FTP
Database & Business Intelligence
1 149 (86.13%) Amazon Athena
2 148 (85.55%) Apache Arrow
2 148 (85.55%) Apache Iceberg
2 148 (85.55%) Dremio
3 76 (43.93%) PostgreSQL
4 74 (42.77%) Data Lake
5 73 (42.20%) Apache Ignite
6 6 (3.47%) NoSQL
7 3 (1.73%) Relational Database
7 3 (1.73%) SQL Server
8 2 (1.16%) Data Warehouse
8 2 (1.16%) DynamoDB
8 2 (1.16%) MongoDB
8 2 (1.16%) Power BI
9 1 (0.58%) Azure SQL Data Warehouse
9 1 (0.58%) Azure SQL Database
9 1 (0.58%) Big Data
9 1 (0.58%) Delta Lake
9 1 (0.58%) Metadata
9 1 (0.58%) Spark SQL
Development Applications
1 3 (1.73%) Git
2 1 (0.58%) MLflow
General
1 156 (90.17%) Finance
2 151 (87.28%) Front Office
3 74 (42.77%) Banking
4 73 (42.20%) Investment Banking
5 9 (5.20%) Social Skills
6 6 (3.47%) Analytical Skills
7 5 (2.89%) Retail
8 4 (2.31%) Manufacturing
9 3 (1.73%) Telecoms
10 2 (1.16%) Inclusion and Diversity
11 1 (0.58%) Legal
Job Titles
1 148 (85.55%) AWS Engineer
1 148 (85.55%) AWS Software Engineer
1 148 (85.55%) Software Engineer
2 132 (76.30%) Python Engineer
2 132 (76.30%) Python Software Engineer
3 89 (51.45%) Java Engineer
3 89 (51.45%) Java Software Engineer
4 85 (49.13%) Developer
5 79 (45.66%) Senior
6 75 (43.35%) AWS Developer
6 75 (43.35%) Developer/Software Engineer
7 71 (41.04%) Senior Java Engineer
7 71 (41.04%) Senior Java Software Engineer
7 71 (41.04%) Senior Software Engineer
8 67 (38.73%) Python Developer
9 16 (9.25%) Java Developer
9 16 (9.25%) Java Software Developer
10 7 (4.05%) Data Scientist
11 4 (2.31%) Artificial Intelligence Engineer
11 4 (2.31%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 173 (100.00%) Pandas
2 149 (86.13%) SciPy
3 79 (45.66%) React
4 78 (45.09%) AngularJS
5 77 (44.51%) Vue
6 75 (43.35%) Node.js
7 73 (42.20%) gRPC
7 73 (42.20%) Protocol Buffers
8 11 (6.36%) scikit-learn
9 7 (4.05%) PyTorch
10 5 (2.89%) Flask
10 5 (2.89%) PySpark
10 5 (2.89%) pytest
11 4 (2.31%) FastAPI
11 4 (2.31%) LangChain
11 4 (2.31%) Matplotlib
11 4 (2.31%) REST
11 4 (2.31%) Semantic Kernel
12 3 (1.73%) JSON
12 3 (1.73%) XML
Miscellaneous
1 148 (85.55%) Equities
1 148 (85.55%) Fixed Income
1 148 (85.55%) Foreign Exchange (FX)
2 76 (43.93%) Hedge funds
3 73 (42.20%) Derivative
3 73 (42.20%) Pricing Data
4 3 (1.73%) Cloud Native
5 2 (1.16%) Legacy Systems
6 1 (0.58%) Linux Command Line
6 1 (0.58%) Self-Motivation
Operating Systems
1 2 (1.16%) Linux
1 2 (1.16%) Unix
Processes & Methodologies
1 153 (88.44%) Agile
2 151 (87.28%) Software Engineering
3 149 (86.13%) Asset Management
4 148 (85.55%) Investment Management
5 78 (45.09%) Risk Management
6 76 (43.93%) Fintech
7 75 (43.35%) Order Management
7 75 (43.35%) Performance Attribution
8 16 (9.25%) Machine Learning
9 15 (8.67%) Data Science
10 13 (7.51%) CI/CD
11 12 (6.94%) MLOps
12 11 (6.36%) AI
12 11 (6.36%) Analytics
13 10 (5.78%) Visualisation
14 8 (4.62%) Containerisation
14 8 (4.62%) Data Engineering
14 8 (4.62%) LLM
14 8 (4.62%) Problem-Solving
15 7 (4.05%) Mentoring
Programming Languages
1 157 (90.75%) Python
2 149 (86.13%) JavaScript
3 148 (85.55%) TypeScript
4 89 (51.45%) Java
5 18 (10.40%) SQL
6 3 (1.73%) Bicep
7 1 (0.58%) Bash
7 1 (0.58%) Clojure
7 1 (0.58%) Groovy
7 1 (0.58%) Scala
Qualifications
1 9 (5.20%) Degree
2 8 (4.62%) Master's Degree
3 4 (2.31%) PhD
4 1 (0.58%) AWS Certification
Quality Assurance & Compliance
1 1 (0.58%) Data Quality
1 1 (0.58%) MiFID
1 1 (0.58%) QA
System Software
1 9 (5.20%) Docker
Systems Management
1 4 (2.31%) Kubernetes
2 1 (0.58%) Kubeflow
2 1 (0.58%) Terraform
Vendors
1 4 (2.31%) Google
1 4 (2.31%) OpenAI
2 3 (1.73%) Databricks
2 3 (1.73%) Microsoft
3 1 (0.58%) Alteryx
3 1 (0.58%) Bloomberg
3 1 (0.58%) Foundry
3 1 (0.58%) Reuters