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 vacancies from the 6 months leading up to 15 September 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Sep 2025
Same period 2024 Same period 2023
Rank 191 111 402
Rank change year-on-year -80 +291 +74
Permanent jobs citing NumPy 217 610 103
As % of all permanent jobs advertised in London 1.83% 3.21% 0.46%
As % of the Libraries, Frameworks & Software Standards category 7.18% 12.68% 1.48%
Number of salaries quoted 197 586 91
10th Percentile £100,000 £85,000 £55,000
25th Percentile £105,000 £97,500 £73,500
Median annual salary (50th Percentile) £130,000 £135,000 £90,000
Median % change year-on-year -3.70% +50.00% -2.70%
75th Percentile £137,500 £148,750 £120,000
90th Percentile - £165,000 £150,000
England median annual salary £130,000 £115,000 £80,000
% change year-on-year +13.04% +43.75% -11.11%

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 3,021 4,811 6,939
As % of all permanent jobs advertised in London 25.50% 25.31% 30.87%
Number of salaries quoted 2,037 3,304 6,001
10th Percentile £51,250 £50,000 £51,250
25th Percentile £64,000 £62,500 £62,500
Median annual salary (50th Percentile) £85,000 £85,000 £80,000
Median % change year-on-year - +6.25% +3.23%
75th Percentile £112,000 £115,000 £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

Job postings citing NumPy as a proportion of all IT jobs advertised in London.

Job vacancy trend for NumPy 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 15 September 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 15 September 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 +47 4 £53,000 -42.70% 19
West London - 1 £55,000 - 2
NumPy
England

NumPy
Co-occurring Skills and Capabilities in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 187 (86.18%) Apache Airflow
2 88 (40.55%) Apache
3 3 (1.38%) Apache Spark
3 3 (1.38%) Jupyter
Applications
1 3 (1.38%) InDesign
Cloud Services
1 197 (90.78%) AWS
2 184 (84.79%) dbt
3 103 (47.47%) GCP
4 88 (40.55%) Snowflake
5 18 (8.29%) Azure
6 3 (1.38%) Datadog
6 3 (1.38%) Power Platform
7 2 (0.92%) Amazon S3
7 2 (0.92%) Cloud Computing
8 1 (0.46%) Amazon EC2
8 1 (0.46%) Amazon EKS
8 1 (0.46%) Amazon ELB
8 1 (0.46%) Amazon SageMaker
8 1 (0.46%) AWS CloudFormation
8 1 (0.46%) AWS Lambda
8 1 (0.46%) Azure AI
8 1 (0.46%) Microsoft Copilot
8 1 (0.46%) Serverless
Communications & Networking
1 1 (0.46%) FTP
Database & Business Intelligence
1 183 (84.33%) Amazon Athena
1 183 (84.33%) Apache Arrow
1 183 (84.33%) Apache Iceberg
1 183 (84.33%) Dremio
2 96 (44.24%) PostgreSQL
3 89 (41.01%) Data Lake
4 88 (40.55%) Apache Ignite
5 6 (2.76%) NoSQL
5 6 (2.76%) Relational Database
6 3 (1.38%) Power BI
6 3 (1.38%) SQL Server
7 2 (0.92%) Amazon Redshift
7 2 (0.92%) Apache Hive
7 2 (0.92%) Data Warehouse
7 2 (0.92%) DynamoDB
7 2 (0.92%) Hadoop
8 1 (0.46%) Azure SQL Database
8 1 (0.46%) Big Data
8 1 (0.46%) MongoDB
8 1 (0.46%) Spark SQL
Development Applications
1 5 (2.30%) Git
2 1 (0.46%) MLflow
General
1 197 (90.78%) Finance
2 186 (85.71%) Front Office
3 91 (41.94%) Banking
4 88 (40.55%) Investment Banking
5 13 (5.99%) Social Skills
6 9 (4.15%) Analytical Skills
7 6 (2.76%) Inclusion and Diversity
8 5 (2.30%) Retail
9 4 (1.84%) Manufacturing
10 3 (1.38%) Telecoms
11 2 (0.92%) Financial Institution
11 2 (0.92%) Retail Banking
12 1 (0.46%) Legal
Job Titles
1 183 (84.33%) AWS Engineer
1 183 (84.33%) AWS Software Engineer
1 183 (84.33%) Software Engineer
2 159 (73.27%) Python Engineer
2 159 (73.27%) Python Software Engineer
3 112 (51.61%) Java Engineer
3 112 (51.61%) Java Software Engineer
4 110 (50.69%) Developer
5 97 (44.70%) Senior
6 95 (43.78%) AWS Developer
6 95 (43.78%) Developer/Software Engineer
7 88 (40.55%) Senior Java Engineer
7 88 (40.55%) Senior Java Software Engineer
7 88 (40.55%) Senior Software Engineer
8 84 (38.71%) Python Developer
9 24 (11.06%) Java Developer
9 24 (11.06%) Java Software Developer
10 11 (5.07%) Data Scientist
11 6 (2.76%) Senior Data Scientist
12 4 (1.84%) Artificial Intelligence Engineer
Libraries, Frameworks & Software Standards
1 215 (99.08%) Pandas
2 186 (85.71%) SciPy
3 101 (46.54%) AngularJS
4 99 (45.62%) React
5 97 (44.70%) Vue
6 95 (43.78%) Node.js
7 88 (40.55%) gRPC
7 88 (40.55%) Protocol Buffers
8 13 (5.99%) scikit-learn
9 7 (3.23%) Flask
9 7 (3.23%) PyTorch
10 6 (2.76%) FastAPI
11 5 (2.30%) PySpark
11 5 (2.30%) pytest
12 4 (1.84%) Django
12 4 (1.84%) LangChain
12 4 (1.84%) Matplotlib
12 4 (1.84%) REST
12 4 (1.84%) Semantic Kernel
12 4 (1.84%) TensorFlow
Miscellaneous
1 183 (84.33%) Fixed Income
2 181 (83.41%) Equities
2 181 (83.41%) Foreign Exchange (FX)
3 91 (41.94%) Hedge funds
4 88 (40.55%) Derivative
4 88 (40.55%) Pricing Data
5 3 (1.38%) Cloud Native
6 2 (0.92%) Legacy Systems
7 1 (0.46%) Linux Command Line
7 1 (0.46%) Self-Motivation
Operating Systems
1 2 (0.92%) Linux
1 2 (0.92%) Unix
Processes & Methodologies
1 190 (87.56%) Agile
2 188 (86.64%) Software Engineering
3 186 (85.71%) Asset Management
4 183 (84.33%) Investment Management
5 98 (45.16%) Risk Management
6 96 (44.24%) Fintech
7 95 (43.78%) Order Management
7 95 (43.78%) Performance Attribution
8 20 (9.22%) Machine Learning
9 19 (8.76%) Data Science
10 17 (7.83%) CI/CD
11 15 (6.91%) Analytics
11 15 (6.91%) Artificial Intelligence
12 14 (6.45%) MLOps
12 14 (6.45%) Visualisation
13 13 (5.99%) Problem-Solving
14 9 (4.15%) Mathematics
14 9 (4.15%) Mentoring
15 8 (3.69%) LLM
15 8 (3.69%) Statistics
Programming Languages
1 193 (88.94%) Python
2 186 (85.71%) JavaScript
2 186 (85.71%) TypeScript
3 112 (51.61%) Java
4 23 (10.60%) SQL
5 3 (1.38%) Bicep
6 1 (0.46%) Bash
6 1 (0.46%) Clojure
6 1 (0.46%) Data Analysis Expressions
6 1 (0.46%) Groovy
6 1 (0.46%) Scala
Qualifications
1 13 (5.99%) Degree
2 10 (4.61%) Master's Degree
3 6 (2.76%) PhD
4 1 (0.46%) AWS Certification
Quality Assurance & Compliance
1 1 (0.46%) Data Quality
1 1 (0.46%) MiFID
1 1 (0.46%) QA
System Software
1 9 (4.15%) Docker
Systems Management
1 7 (3.23%) Kubernetes
2 1 (0.46%) Kubeflow
2 1 (0.46%) Terraform
Vendors
1 4 (1.84%) Google
1 4 (1.84%) OpenAI
2 3 (1.38%) Adobe
2 3 (1.38%) Databricks
2 3 (1.38%) Microsoft
3 1 (0.46%) Alteryx
3 1 (0.46%) Bloomberg
3 1 (0.46%) Foundry
3 1 (0.46%) Reuters