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

6 months to
7 Nov 2025
Same period 2024 Same period 2023
Rank 233 111 353
Rank change year-on-year -122 +242 +136
Permanent jobs citing NumPy 158 507 110
As % of all permanent jobs in London 1.28% 2.92% 0.57%
As % of the Libraries, Frameworks & Software Standards category 5.37% 10.88% 1.89%
Number of salaries quoted 141 481 102
10th Percentile £100,000 £80,000 £65,000
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% +21.62%
75th Percentile £137,500 £148,750 £143,750
90th Percentile - £165,000 £155,000
England median annual salary £130,000 £115,000 £95,000
% change year-on-year +13.04% +21.05% +7.04%

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 2,943 4,661 5,817
As % of all permanent jobs advertised in London 23.93% 26.82% 30.05%
Number of salaries quoted 1,993 2,970 5,027
10th Percentile £50,125 £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% +0.63%
75th Percentile £112,500 £110,000 £100,000
90th Percentile £135,000 £140,000 £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 7 November 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 7 November 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 +32 5 £59,000 -18.62% 98
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
1 134 (84.81%) Apache Airflow
2 67 (42.41%) Apache
3 3 (1.90%) Apache Spark
3 3 (1.90%) Jupyter
Cloud Services
1 139 (87.97%) AWS
2 132 (83.54%) dbt
3 71 (44.94%) GCP
4 66 (41.77%) Snowflake
5 13 (8.23%) Azure
6 3 (1.90%) Datadog
7 2 (1.27%) Amazon S3
7 2 (1.27%) Power Platform
8 1 (0.63%) Amazon EC2
8 1 (0.63%) Amazon EKS
8 1 (0.63%) Amazon ELB
8 1 (0.63%) Amazon SageMaker
8 1 (0.63%) AWS CloudFormation
8 1 (0.63%) AWS Lambda
8 1 (0.63%) Azure AI
8 1 (0.63%) Dagster
8 1 (0.63%) Serverless
Communications & Networking
1 1 (0.63%) FTP
Database & Business Intelligence
1 131 (82.91%) Amazon Athena
2 130 (82.28%) Apache Arrow
2 130 (82.28%) Apache Iceberg
2 130 (82.28%) Dremio
3 67 (42.41%) PostgreSQL
4 66 (41.77%) Data Lake
5 65 (41.14%) Apache Ignite
6 6 (3.80%) NoSQL
7 4 (2.53%) Relational Database
8 3 (1.90%) Data Warehouse
8 3 (1.90%) SQL Server
9 2 (1.27%) Big Data
9 2 (1.27%) DynamoDB
9 2 (1.27%) MongoDB
9 2 (1.27%) Power BI
10 1 (0.63%) Azure SQL Data Warehouse
10 1 (0.63%) Azure SQL Database
10 1 (0.63%) Delta Lake
10 1 (0.63%) Metadata
10 1 (0.63%) Spark SQL
Development Applications
1 4 (2.53%) Git
2 1 (0.63%) MLflow
General
1 139 (87.97%) Finance
2 133 (84.18%) Front Office
3 66 (41.77%) Banking
4 65 (41.14%) Investment Banking
5 10 (6.33%) Social Skills
6 6 (3.80%) Analytical Skills
7 5 (3.16%) Manufacturing
7 5 (3.16%) Retail
8 4 (2.53%) Telecoms
9 2 (1.27%) Inclusion and Diversity
10 1 (0.63%) Electronics
10 1 (0.63%) Legal
10 1 (0.63%) Marketing
10 1 (0.63%) Public Sector
Job Titles
1 130 (82.28%) AWS Engineer
1 130 (82.28%) AWS Software Engineer
1 130 (82.28%) Software Engineer
2 119 (75.32%) Python Engineer
3 118 (74.68%) Python Software Engineer
4 77 (48.73%) Java Engineer
4 77 (48.73%) Java Software Engineer
5 75 (47.47%) Developer
6 71 (44.94%) Senior
7 65 (41.14%) AWS Developer
7 65 (41.14%) Developer/Software Engineer
8 63 (39.87%) Senior Java Engineer
8 63 (39.87%) Senior Java Software Engineer
8 63 (39.87%) Senior Software Engineer
9 61 (38.61%) Python Developer
10 12 (7.59%) Java Developer
10 12 (7.59%) Java Software Developer
11 7 (4.43%) Data Scientist
12 4 (2.53%) Artificial Intelligence Engineer
12 4 (2.53%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 158 (100.00%) Pandas
2 131 (82.91%) SciPy
3 69 (43.67%) React
4 68 (43.04%) AngularJS
5 67 (42.41%) Vue
6 65 (41.14%) gRPC
6 65 (41.14%) Node.js
6 65 (41.14%) Protocol Buffers
7 12 (7.59%) scikit-learn
8 8 (5.06%) PyTorch
9 5 (3.16%) Flask
9 5 (3.16%) PySpark
9 5 (3.16%) pytest
10 4 (2.53%) FastAPI
10 4 (2.53%) Kafka
10 4 (2.53%) LangChain
10 4 (2.53%) Matplotlib
10 4 (2.53%) REST
10 4 (2.53%) Semantic Kernel
11 3 (1.90%) JSON
Miscellaneous
1 130 (82.28%) Equities
1 130 (82.28%) Fixed Income
1 130 (82.28%) Foreign Exchange (FX)
2 68 (43.04%) Hedge funds
3 65 (41.14%) Derivative
3 65 (41.14%) Pricing Data
4 3 (1.90%) Cloud Native
5 2 (1.27%) Distributed Computing
5 2 (1.27%) Legacy Systems
6 1 (0.63%) Algorithms
6 1 (0.63%) Linux Command Line
6 1 (0.63%) Self-Motivation
Operating Systems
1 2 (1.27%) Linux
1 2 (1.27%) Unix
Processes & Methodologies
1 135 (85.44%) Agile
2 134 (84.81%) Software Engineering
3 131 (82.91%) Asset Management
4 130 (82.28%) Investment Management
5 68 (43.04%) Risk Management
6 66 (41.77%) Fintech
7 65 (41.14%) Order Management
7 65 (41.14%) Performance Attribution
8 17 (10.76%) Machine Learning
9 16 (10.13%) Data Science
10 15 (9.49%) CI/CD
11 12 (7.59%) AI
11 12 (7.59%) Analytics
11 12 (7.59%) MLOps
12 10 (6.33%) Visualisation
13 9 (5.70%) Containerisation
13 9 (5.70%) Problem-Solving
14 8 (5.06%) Data Engineering
14 8 (5.06%) LLM
14 8 (5.06%) Mathematics
Programming Languages
1 146 (92.41%) Python
2 131 (82.91%) JavaScript
3 130 (82.28%) TypeScript
4 77 (48.73%) Java
5 21 (13.29%) SQL
6 3 (1.90%) Bicep
7 1 (0.63%) Bash
7 1 (0.63%) C
7 1 (0.63%) Clojure
7 1 (0.63%) Groovy
7 1 (0.63%) MATLAB
7 1 (0.63%) R
7 1 (0.63%) Scala
Qualifications
1 9 (5.70%) Degree
2 8 (5.06%) Master's Degree
3 4 (2.53%) PhD
4 1 (0.63%) AWS Certification
Quality Assurance & Compliance
1 1 (0.63%) Data Quality
1 1 (0.63%) MiFID
1 1 (0.63%) QA
System Software
1 11 (6.96%) Docker
Systems Management
1 6 (3.80%) Kubernetes
2 1 (0.63%) Kubeflow
2 1 (0.63%) Terraform
Vendors
1 4 (2.53%) Google
1 4 (2.53%) OpenAI
2 3 (1.90%) Databricks
2 3 (1.90%) Microsoft
3 1 (0.63%) Alteryx
3 1 (0.63%) Bloomberg
3 1 (0.63%) Foundry
3 1 (0.63%) Reuters
3 1 (0.63%) SAP