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

6 months to
17 Nov 2025
Same period 2024 Same period 2023
Rank 240 120 355
Rank change year-on-year -120 +235 +143
Permanent jobs citing NumPy 141 483 112
As % of all permanent jobs in London 1.11% 2.79% 0.59%
As % of the Libraries, Frameworks & Software Standards category 4.84% 10.44% 1.98%
Number of salaries quoted 126 456 104
10th Percentile £100,000 £77,500 £57,875
25th Percentile £105,000 £85,000 £75,000
Median annual salary (50th Percentile) £130,000 £115,000 £112,500
Median % change year-on-year +13.04% +2.22% +23.29%
75th Percentile £137,500 £147,500 £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% +11.76%

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 2,916 4,628 5,669
As % of all permanent jobs advertised in London 22.87% 26.75% 29.64%
Number of salaries quoted 1,967 2,944 4,924
10th Percentile £50,000 £52,500 £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% -
75th Percentile £113,750 £110,000 £101,185
90th Percentile £136,250 £139,625 £120,000
England median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% +1.89%

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 17 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 17 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 +39 4 £65,000 -10.34% 69
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
1 119 (84.40%) Apache Airflow
2 63 (44.68%) Apache
3 3 (2.13%) Apache Spark
3 3 (2.13%) Jupyter
4 1 (0.71%) Appian
Cloud Services
1 125 (88.65%) AWS
2 117 (82.98%) dbt
3 62 (43.97%) Snowflake
4 61 (43.26%) GCP
5 12 (8.51%) Azure
6 3 (2.13%) Datadog
7 2 (1.42%) Amazon S3
7 2 (1.42%) Azure AI
7 2 (1.42%) Power Platform
8 1 (0.71%) Amazon EC2
8 1 (0.71%) Amazon EKS
8 1 (0.71%) Amazon ELB
8 1 (0.71%) Amazon SageMaker
8 1 (0.71%) Anthropic Claude
8 1 (0.71%) AWS CloudFormation
8 1 (0.71%) AWS Lambda
8 1 (0.71%) Azure Data Factory
8 1 (0.71%) Dagster
8 1 (0.71%) Power Automate
8 1 (0.71%) Serverless
Communications & Networking
1 1 (0.71%) FTP
Database & Business Intelligence
1 117 (82.98%) Amazon Athena
2 116 (82.27%) Apache Arrow
2 116 (82.27%) Apache Iceberg
2 116 (82.27%) Dremio
3 62 (43.97%) Data Lake
4 61 (43.26%) Apache Ignite
5 57 (40.43%) PostgreSQL
6 3 (2.13%) NoSQL
6 3 (2.13%) Relational Database
6 3 (2.13%) SQL Server
7 2 (1.42%) Big Data
7 2 (1.42%) Data Warehouse
7 2 (1.42%) DynamoDB
7 2 (1.42%) MongoDB
7 2 (1.42%) Power BI
8 1 (0.71%) Azure SQL Data Warehouse
8 1 (0.71%) Delta Lake
8 1 (0.71%) Metadata
8 1 (0.71%) MySQL
8 1 (0.71%) Spark SQL
Development Applications
1 2 (1.42%) Git
1 2 (1.42%) MLflow
General
1 124 (87.94%) Finance
2 119 (84.40%) Front Office
3 61 (43.26%) Banking
3 61 (43.26%) Investment Banking
4 10 (7.09%) Social Skills
5 6 (4.26%) Analytical Skills
6 5 (3.55%) Manufacturing
7 4 (2.84%) Retail
7 4 (2.84%) Telecoms
8 2 (1.42%) Inclusion and Diversity
9 1 (0.71%) Electronics
9 1 (0.71%) Legal
9 1 (0.71%) Marketing
9 1 (0.71%) Public Sector
Job Titles
1 116 (82.27%) AWS Engineer
1 116 (82.27%) AWS Software Engineer
1 116 (82.27%) Software Engineer
2 109 (77.30%) Python Engineer
3 108 (76.60%) Python Software Engineer
4 69 (48.94%) Java Engineer
4 69 (48.94%) Java Software Engineer
5 67 (47.52%) Senior
6 62 (43.97%) Developer
7 59 (41.84%) Senior Java Engineer
7 59 (41.84%) Senior Java Software Engineer
7 59 (41.84%) Senior Software Engineer
8 55 (39.01%) AWS Developer
8 55 (39.01%) Developer/Software Engineer
9 52 (36.88%) Python Developer
10 8 (5.67%) Java Developer
10 8 (5.67%) Java Software Developer
11 7 (4.96%) Data Scientist
12 5 (3.55%) Artificial Intelligence Engineer
13 4 (2.84%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 141 (100.00%) Pandas
2 117 (82.98%) SciPy
3 61 (43.26%) gRPC
3 61 (43.26%) Protocol Buffers
4 57 (40.43%) React
5 56 (39.72%) AngularJS
6 55 (39.01%) Node.js
6 55 (39.01%) Vue
7 13 (9.22%) scikit-learn
8 9 (6.38%) PyTorch
9 5 (3.55%) FastAPI
9 5 (3.55%) PySpark
9 5 (3.55%) REST
10 4 (2.84%) Flask
10 4 (2.84%) Kafka
10 4 (2.84%) LangChain
10 4 (2.84%) Matplotlib
10 4 (2.84%) pytest
10 4 (2.84%) Semantic Kernel
10 4 (2.84%) TensorFlow
Miscellaneous
1 116 (82.27%) Equities
1 116 (82.27%) Fixed Income
1 116 (82.27%) Foreign Exchange (FX)
2 64 (45.39%) Hedge funds
3 61 (43.26%) Derivative
3 61 (43.26%) Pricing Data
4 3 (2.13%) Cloud Native
4 3 (2.13%) Legacy Systems
5 2 (1.42%) Distributed Computing
6 1 (0.71%) Algorithms
6 1 (0.71%) Linux Command Line
6 1 (0.71%) Low-Code
6 1 (0.71%) Self-Motivation
Operating Systems
1 2 (1.42%) Linux
1 2 (1.42%) Unix
Processes & Methodologies
1 121 (85.82%) Agile
2 120 (85.11%) Software Engineering
3 117 (82.98%) Asset Management
4 116 (82.27%) Investment Management
5 58 (41.13%) Risk Management
6 56 (39.72%) Fintech
7 55 (39.01%) Order Management
7 55 (39.01%) Performance Attribution
8 18 (12.77%) Machine Learning
9 16 (11.35%) Data Science
10 14 (9.93%) CI/CD
11 13 (9.22%) AI
11 13 (9.22%) MLOps
12 11 (7.80%) Analytics
13 9 (6.38%) LLM
13 9 (6.38%) Visualisation
14 8 (5.67%) Containerisation
14 8 (5.67%) Data Engineering
14 8 (5.67%) Mathematics
15 7 (4.96%) Statistics
Programming Languages
1 133 (94.33%) Python
2 117 (82.98%) JavaScript
3 116 (82.27%) TypeScript
4 69 (48.94%) Java
5 19 (13.48%) SQL
6 3 (2.13%) Bicep
7 1 (0.71%) Bash
7 1 (0.71%) C
7 1 (0.71%) Clojure
7 1 (0.71%) Groovy
7 1 (0.71%) MATLAB
7 1 (0.71%) R
7 1 (0.71%) Scala
Qualifications
1 9 (6.38%) Degree
2 8 (5.67%) Master's Degree
3 4 (2.84%) PhD
4 1 (0.71%) AWS Certification
Quality Assurance & Compliance
1 1 (0.71%) Data Quality
1 1 (0.71%) MiFID
System Software
1 10 (7.09%) Docker
Systems Management
1 5 (3.55%) Kubernetes
2 1 (0.71%) Kubeflow
2 1 (0.71%) Terraform
Vendors
1 5 (3.55%) OpenAI
2 4 (2.84%) Google
3 2 (1.42%) Microsoft
4 1 (0.71%) Alteryx
4 1 (0.71%) Automation Anywhere
4 1 (0.71%) Bloomberg
4 1 (0.71%) Databricks
4 1 (0.71%) Foundry
4 1 (0.71%) Reuters
4 1 (0.71%) SAP
4 1 (0.71%) UiPath