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 March 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Mar 2026
Same period 2025 Same period 2024
Rank 536 422 620
Rank change year-on-year -114 +198 +118
Permanent jobs citing NumPy 89 245 153
As % of all permanent jobs in England 0.14% 0.58% 0.22%
As % of the Libraries, Frameworks & Software Standards category 1.32% 2.64% 0.99%
Number of salaries quoted 69 183 127
10th Percentile - £65,250 £57,500
25th Percentile £33,750 £80,000 £73,750
Median annual salary (50th Percentile) £37,500 £105,000 £112,500
Median % change year-on-year -64.29% -6.67% +45.16%
75th Percentile £83,750 £116,250 £139,375
90th Percentile £137,500 £147,500 £155,000
UK median annual salary £37,500 £105,000 £112,500
% change year-on-year -64.29% -6.67% +45.16%

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 6,766 9,293 15,505
As % of all permanent jobs advertised in England 10.93% 22.12% 22.41%
Number of salaries quoted 5,179 5,918 13,156
10th Percentile £37,500 £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% -7.41%
75th Percentile £85,000 £87,500 £82,500
90th Percentile £107,500 £111,250 £102,500
UK median annual salary £65,000 £66,225 £60,000
% change year-on-year -1.85% +10.38% -11.11%

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 March 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 March 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 -128 40 £105,000 - 54
North of England +10 29 £37,500 -40.00% 41
North West +13 12 £37,500 -40.00% 15
Yorkshire - 12 £37,500 - 20
South West -12 8 £37,500 -48.28% 18
West Midlands +12 5 £37,500 +15.38% 9
Midlands -11 5 £37,500 +15.38% 36
North East - 5 £37,500 - 8
East of England -1 4 £80,000 - 20
South East -17 3 £55,000 -29.03% 49
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 44 (49.44%) Jupyter
2 18 (20.22%) Apache Airflow
3 12 (13.48%) Appian
4 11 (12.36%) Apache
5 7 (7.87%) Apache Spark
Applications
1 43 (48.31%) Chatbot
Cloud Services
1 64 (71.91%) AWS
2 43 (48.31%) Cloud Computing
3 17 (19.10%) Azure
4 14 (15.73%) dbt
5 13 (14.61%) Azure AI
6 12 (13.48%) Anthropic Claude
6 12 (13.48%) Azure Data Factory
6 12 (13.48%) GCP
6 12 (13.48%) Power Automate
7 7 (7.87%) Snowflake
8 4 (4.49%) Serverless
9 3 (3.37%) Amazon S3
9 3 (3.37%) AWS Lambda
10 2 (2.25%) Amazon EC2
10 2 (2.25%) Amazon SageMaker
10 2 (2.25%) AWS CloudFormation
11 1 (1.12%) Dagster
11 1 (1.12%) PaaS
11 1 (1.12%) SaaS
Communications & Networking
1 1 (1.12%) LTE
1 1 (1.12%) Software-Defined Radio
1 1 (1.12%) Wi-Fi
1 1 (1.12%) Wireless
Database & Business Intelligence
1 14 (15.73%) Amazon Athena
2 13 (14.61%) Apache Arrow
2 13 (14.61%) Apache Iceberg
2 13 (14.61%) Dremio
3 12 (13.48%) Pinecone
3 12 (13.48%) SQL Server
4 9 (10.11%) PostgreSQL
5 7 (7.87%) Data Lake
6 6 (6.74%) Apache Ignite
7 5 (5.62%) Big Data
8 4 (4.49%) Tableau
9 3 (3.37%) Data Warehouse
10 2 (2.25%) DynamoDB
10 2 (2.25%) Hadoop
10 2 (2.25%) MySQL
10 2 (2.25%) Relational Database
11 1 (1.12%) MongoDB
11 1 (1.12%) NoSQL
Development Applications
1 43 (48.31%) Visual Studio Code
2 12 (13.48%) MLflow
3 2 (2.25%) Git
General
1 73 (82.02%) Finance
2 45 (50.56%) Manufacturing
3 43 (48.31%) Retail
4 16 (17.98%) Social Skills
5 14 (15.73%) Front Office
6 7 (7.87%) Banking
6 7 (7.87%) Investment Banking
7 3 (3.37%) Analytical Skills
7 3 (3.37%) Marketing
8 2 (2.25%) Electronics
8 2 (2.25%) Inclusion and Diversity
8 2 (2.25%) Public Sector
8 2 (2.25%) Telecoms
9 1 (1.12%) Documentation Skills
9 1 (1.12%) Financial Institution
9 1 (1.12%) Law
9 1 (1.12%) Legal
Job Titles
1 43 (48.31%) Artificial Intelligence Programmer
1 43 (48.31%) Programmer
1 43 (48.31%) Trainee
1 43 (48.31%) Trainee Programmer
2 15 (16.85%) Python Engineer
3 14 (15.73%) Artificial Intelligence Engineer
4 13 (14.61%) AWS Engineer
4 13 (14.61%) AWS Software Engineer
4 13 (14.61%) Python Software Engineer
4 13 (14.61%) Software Engineer
5 12 (13.48%) Automation Engineer
5 12 (13.48%) Developer
6 9 (10.11%) Python Developer
7 7 (7.87%) AWS Developer
7 7 (7.87%) Developer/Software Engineer
8 6 (6.74%) Data Engineer
8 6 (6.74%) Java Engineer
8 6 (6.74%) Java Software Engineer
8 6 (6.74%) Senior
9 4 (4.49%) Senior Java Engineer
Libraries, Frameworks & Software Standards
1 88 (98.88%) Pandas
2 63 (70.79%) scikit-learn
3 56 (62.92%) Hugging Face
4 46 (51.69%) Matplotlib
5 43 (48.31%) Streamlit
6 24 (26.97%) PyTorch
7 20 (22.47%) TensorFlow
8 17 (19.10%) SciPy
9 14 (15.73%) Flask
10 13 (14.61%) Django
10 13 (14.61%) RESTful
11 12 (13.48%) Faiss
11 12 (13.48%) FastAPI
11 12 (13.48%) JWT
11 12 (13.48%) OAuth
11 12 (13.48%) OpenAPI
11 12 (13.48%) pytest
11 12 (13.48%) REST
11 12 (13.48%) Swagger
11 12 (13.48%) Web Services
Miscellaneous
1 50 (56.18%) Algorithms
2 13 (14.61%) Equities
2 13 (14.61%) Fixed Income
2 13 (14.61%) Foreign Exchange (FX)
3 12 (13.48%) Legacy Systems
3 12 (13.48%) Low-Code
4 7 (7.87%) Hedge funds
5 6 (6.74%) Derivative
5 6 (6.74%) Pricing Data
6 4 (4.49%) Distributed Computing
7 1 (1.12%) AI Agents
7 1 (1.12%) Blockchain
7 1 (1.12%) FPGA
Operating Systems
1 2 (2.25%) Unix
Processes & Methodologies
1 68 (76.40%) Machine Learning
2 66 (74.16%) AI
3 62 (69.66%) LLM
4 58 (65.17%) Retrieval-Augmented Generation
5 56 (62.92%) Prompt Engineering
6 55 (61.80%) OO
6 55 (61.80%) Workflow
7 47 (52.81%) Visualisation
8 44 (49.44%) Neural Network
9 43 (48.31%) Artificial Intelligence Engineering
9 43 (48.31%) Conversational UI
9 43 (48.31%) Customer Service
9 43 (48.31%) Data Privacy
9 43 (48.31%) OOP
9 43 (48.31%) Sentiment Analysis
10 19 (21.35%) CI/CD
10 19 (21.35%) Open Source
11 18 (20.22%) ETL
11 18 (20.22%) Software Engineering
12 17 (19.10%) Validation
Programming Languages
1 89 (100.00%) Python
2 22 (24.72%) SQL
3 14 (15.73%) JavaScript
4 13 (14.61%) TypeScript
5 6 (6.74%) Java
6 5 (5.62%) R
7 2 (2.25%) Bash
8 1 (1.12%) C
8 1 (1.12%) C++
8 1 (1.12%) MATLAB
Qualifications
1 45 (50.56%) AWS Certification
2 43 (48.31%) AWS Certified Cloud Practitioner
3 4 (4.49%) Degree
4 2 (2.25%) Computer Science Degree
4 2 (2.25%) Master's Degree
5 1 (1.12%) PhD
5 1 (1.12%) SC Cleared
5 1 (1.12%) Security Cleared
Quality Assurance & Compliance
1 18 (20.22%) Data Quality
System Software
1 19 (21.35%) Docker
Systems Management
1 17 (19.10%) Kubernetes
Vendors
1 44 (49.44%) Microsoft
2 12 (13.48%) Automation Anywhere
2 12 (13.48%) OpenAI
2 12 (13.48%) UiPath
3 2 (2.25%) Google
3 2 (2.25%) SAP
4 1 (1.12%) Alteryx
4 1 (1.12%) Databricks
4 1 (1.12%) Foundry