NumPy Job Trends in England

NumPy
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring NumPy skills. It covers permanent job vacancies from the 6 months leading up to 1 February 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Feb 2026
Same period 2025 Same period 2024
Rank 537 408 604
Rank change year-on-year -129 +196 +123
Permanent jobs citing NumPy 77 277 148
As % of all permanent jobs in England 0.14% 0.59% 0.23%
As % of the Libraries, Frameworks & Software Standards category 1.19% 2.71% 0.99%
Number of salaries quoted 49 218 121
10th Percentile £33,750 £62,100 £55,000
25th Percentile £70,000 £77,500 £72,500
Median annual salary (50th Percentile) £110,000 £105,000 £110,000
Median % change year-on-year +4.76% -4.55% +37.50%
75th Percentile £137,500 £122,500 £137,500
90th Percentile - £147,500 £155,000
UK median annual salary £110,000 £105,000 £110,000
% change year-on-year +4.76% -4.55% +37.50%

All Software Libraries and Frameworks
England

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 England.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 6,444 10,229 14,896
As % of all permanent jobs advertised in England 11.47% 21.89% 23.63%
Number of salaries quoted 4,921 5,984 12,688
10th Percentile £36,250 £41,250 £37,500
25th Percentile £50,000 £51,250 £47,500
Median annual salary (50th Percentile) £65,000 £67,500 £62,500
Median % change year-on-year -3.70% +8.00% -9.19%
75th Percentile £85,000 £87,500 £82,500
90th Percentile £110,000 £110,000 £102,500
UK median annual salary £65,000 £65,000 £62,500
% change year-on-year - +4.00% -7.41%

NumPy
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing NumPy relative to all permanent IT jobs advertised in England.

NumPy job vacancy trend in England

NumPy
Salary Trend in England

Salary distribution trend for jobs in England citing NumPy.

Salary distribution trend for jobs in England citing NumPy

NumPy
Salary Histogram in England

Salary distribution for jobs citing NumPy in England over the 6 months to 1 February 2026.

Salary histogram for NumPy in England

NumPy
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NumPy within the England region over the 6 months to 1 February 2026. 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
London -103 61 £130,000 +23.81% 64
North of England 0 5 £37,500 -25.00% 25
East of England +23 4 £80,000 - 9
South East +21 3 £55,000 -29.03% 28
South West -4 3 £37,500 -16.67% 10
North West +25 2 £37,500 -25.00% 11
Yorkshire - 2 £54,250 - 11
West Midlands +22 1 £37,500 +15.38% 3
Midlands +5 1 £37,500 +15.38% 13
North East - 1 £37,500 - 3
NumPy
UK

NumPy
Co-Occurring Skills & Capabilities in England 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 35 (45.45%) Apache Airflow
2 18 (23.38%) Apache
3 12 (15.58%) Appian
4 10 (12.99%) Jupyter
5 6 (7.79%) Apache Spark
Applications
1 6 (7.79%) Chatbot
Cloud Services
1 50 (64.94%) AWS
2 33 (42.86%) dbt
3 27 (35.06%) GCP
4 24 (31.17%) Azure
5 16 (20.78%) Snowflake
6 13 (16.88%) Azure AI
7 12 (15.58%) Anthropic Claude
7 12 (15.58%) Azure Data Factory
7 12 (15.58%) Power Automate
8 6 (7.79%) Cloud Computing
9 3 (3.90%) Amazon S3
9 3 (3.90%) AWS Lambda
9 3 (3.90%) Serverless
10 2 (2.60%) Amazon EC2
10 2 (2.60%) Amazon SageMaker
10 2 (2.60%) AWS CloudFormation
11 1 (1.30%) Dagster
11 1 (1.30%) Datadog
Communications & Networking
1 1 (1.30%) LTE
1 1 (1.30%) Software-Defined Radio
1 1 (1.30%) Wi-Fi
1 1 (1.30%) Wireless
Database & Business Intelligence
1 33 (42.86%) Amazon Athena
2 32 (41.56%) Apache Arrow
2 32 (41.56%) Apache Iceberg
2 32 (41.56%) Dremio
3 18 (23.38%) PostgreSQL
4 16 (20.78%) Data Lake
5 15 (19.48%) Apache Ignite
6 12 (15.58%) Pinecone
6 12 (15.58%) SQL Server
7 6 (7.79%) Big Data
8 5 (6.49%) Tableau
9 4 (5.19%) NoSQL
10 3 (3.90%) Hadoop
11 2 (2.60%) DynamoDB
11 2 (2.60%) Relational Database
12 1 (1.30%) Data Warehouse
12 1 (1.30%) MongoDB
12 1 (1.30%) MySQL
Development Applications
1 12 (15.58%) MLflow
2 6 (7.79%) Visual Studio Code
3 1 (1.30%) Git
General
1 59 (76.62%) Finance
2 34 (44.16%) Front Office
3 21 (27.27%) Social Skills
4 16 (20.78%) Banking
4 16 (20.78%) Investment Banking
5 12 (15.58%) Manufacturing
6 10 (12.99%) Retail
7 7 (9.09%) Analytical Skills
8 3 (3.90%) Marketing
8 3 (3.90%) Telecoms
9 2 (2.60%) Electronics
9 2 (2.60%) Public Sector
10 1 (1.30%) Documentation Skills
10 1 (1.30%) Financial Institution
10 1 (1.30%) Inclusion and Diversity
10 1 (1.30%) Law
10 1 (1.30%) Legal
Job Titles
1 34 (44.16%) Python Engineer
2 32 (41.56%) AWS Engineer
2 32 (41.56%) AWS Software Engineer
2 32 (41.56%) Python Software Engineer
2 32 (41.56%) Software Engineer
3 27 (35.06%) Developer
4 23 (29.87%) Senior
5 22 (28.57%) Python Developer
6 17 (22.08%) AWS Developer
6 17 (22.08%) Developer/Software Engineer
7 15 (19.48%) Java Engineer
7 15 (19.48%) Java Software Engineer
8 14 (18.18%) Artificial Intelligence Engineer
9 13 (16.88%) Senior Java Engineer
9 13 (16.88%) Senior Java Software Engineer
9 13 (16.88%) Senior Software Engineer
10 12 (15.58%) Automation Engineer
11 7 (9.09%) Data Scientist
12 6 (7.79%) Trainee
12 6 (7.79%) Trainee Programmer
Libraries, Frameworks & Software Standards
1 76 (98.70%) Pandas
2 35 (45.45%) SciPy
3 33 (42.86%) scikit-learn
4 27 (35.06%) PyTorch
5 20 (25.97%) TensorFlow
6 19 (24.68%) Hugging Face
7 17 (22.08%) AngularJS
7 17 (22.08%) Node.js
7 17 (22.08%) React
7 17 (22.08%) Vue
8 15 (19.48%) FastAPI
8 15 (19.48%) Flask
8 15 (19.48%) gRPC
8 15 (19.48%) Protocol Buffers
8 15 (19.48%) pytest
8 15 (19.48%) REST
9 12 (15.58%) JWT
9 12 (15.58%) Matplotlib
9 12 (15.58%) OpenAPI
9 12 (15.58%) Swagger
Miscellaneous
1 32 (41.56%) Equities
1 32 (41.56%) Fixed Income
1 32 (41.56%) Foreign Exchange (FX)
2 17 (22.08%) Hedge funds
3 15 (19.48%) Derivative
3 15 (19.48%) Pricing Data
4 13 (16.88%) Algorithms
5 12 (15.58%) Legacy Systems
5 12 (15.58%) Low-Code
6 3 (3.90%) Cloud Native
7 2 (2.60%) Distributed Computing
8 1 (1.30%) AI Agents
8 1 (1.30%) Blockchain
8 1 (1.30%) FPGA
Operating Systems
1 2 (2.60%) Unix
2 1 (1.30%) Linux
Processes & Methodologies
1 38 (49.35%) Machine Learning
1 38 (49.35%) Software Engineering
2 35 (45.45%) Agile
3 33 (42.86%) Asset Management
4 32 (41.56%) AI
4 32 (41.56%) Investment Management
5 28 (36.36%) LLM
6 24 (31.17%) CI/CD
7 22 (28.57%) MLOps
8 21 (27.27%) Retrieval-Augmented Generation
9 20 (25.97%) ETL
9 20 (25.97%) Prompt Engineering
10 19 (24.68%) Containerisation
10 19 (24.68%) Data Engineering
10 19 (24.68%) Risk Management
11 18 (23.38%) Fintech
11 18 (23.38%) OO
11 18 (23.38%) Validation
11 18 (23.38%) Visualisation
11 18 (23.38%) Workflow
Programming Languages
1 77 (100.00%) Python
2 32 (41.56%) JavaScript
2 32 (41.56%) TypeScript
3 27 (35.06%) SQL
4 15 (19.48%) Java
5 6 (7.79%) R
6 3 (3.90%) Bicep
7 2 (2.60%) Bash
8 1 (1.30%) C
8 1 (1.30%) C++
8 1 (1.30%) MATLAB
Qualifications
1 8 (10.39%) AWS Certification
1 8 (10.39%) Degree
2 6 (7.79%) AWS Certified Cloud Practitioner
2 6 (7.79%) Master's Degree
3 4 (5.19%) PhD
4 2 (2.60%) Computer Science Degree
5 1 (1.30%) SC Cleared
5 1 (1.30%) Security Cleared
Quality Assurance & Compliance
1 16 (20.78%) Data Quality
System Software
1 22 (28.57%) Docker
Systems Management
1 16 (20.78%) Kubernetes
Vendors
1 13 (16.88%) OpenAI
2 12 (15.58%) Automation Anywhere
2 12 (15.58%) UiPath
3 7 (9.09%) Microsoft
4 3 (3.90%) Google
5 2 (2.60%) SAP
6 1 (1.30%) Alteryx
6 1 (1.30%) Databricks
6 1 (1.30%) Foundry