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

6 months to
15 Feb 2026
Same period 2025 Same period 2024
Rank 522 422 615
Rank change year-on-year -100 +193 +132
Permanent jobs citing NumPy 83 259 146
As % of all permanent jobs in England 0.14% 0.58% 0.22%
As % of the Libraries, Frameworks & Software Standards category 1.25% 2.61% 0.96%
Number of salaries quoted 60 205 125
10th Percentile - £65,500 £55,000
25th Percentile £33,750 £80,000 £72,500
Median annual salary (50th Percentile) £71,000 £105,000 £112,500
Median % change year-on-year -32.38% -6.67% +45.16%
75th Percentile £135,000 £122,500 £138,750
90th Percentile £137,500 £147,500 £155,000
UK median annual salary £68,000 £105,000 £110,000
% change year-on-year -35.24% -4.55% +41.94%

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 6,630 9,930 15,178
As % of all permanent jobs advertised in England 11.18% 22.22% 22.84%
Number of salaries quoted 5,095 5,990 12,928
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 £111,250 £102,500
UK median annual salary £65,000 £66,200 £61,500
% change year-on-year -1.81% +7.64% -8.89%

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 15 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 15 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 -129 50 £130,000 +23.81% 31
North of England +14 17 £37,500 -40.00% 27
North West +17 8 £37,500 -40.00% 12
South West -8 6 £37,500 -16.67% 8
Yorkshire - 6 £37,500 - 10
East of England +20 4 £80,000 - 8
West Midlands +13 3 £37,500 +15.38% 4
South East +6 3 £55,000 -29.03% 19
Midlands +2 3 £37,500 +15.38% 14
North East - 3 £37,500 - 5
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 28 (33.73%) Apache Airflow
1 28 (33.73%) Jupyter
2 14 (16.87%) Apache
3 12 (14.46%) Appian
4 7 (8.43%) Apache Spark
Applications
1 25 (30.12%) Chatbot
Cloud Services
1 57 (68.67%) AWS
2 25 (30.12%) Cloud Computing
2 25 (30.12%) dbt
3 20 (24.10%) GCP
4 19 (22.89%) Azure
5 13 (15.66%) Azure AI
6 12 (14.46%) Anthropic Claude
6 12 (14.46%) Azure Data Factory
6 12 (14.46%) Power Automate
7 11 (13.25%) Snowflake
8 3 (3.61%) Amazon S3
8 3 (3.61%) AWS Lambda
8 3 (3.61%) Serverless
9 2 (2.41%) Amazon EC2
9 2 (2.41%) Amazon SageMaker
9 2 (2.41%) AWS CloudFormation
10 1 (1.20%) Dagster
Communications & Networking
1 1 (1.20%) LTE
1 1 (1.20%) Software-Defined Radio
1 1 (1.20%) Wi-Fi
1 1 (1.20%) Wireless
Database & Business Intelligence
1 25 (30.12%) Amazon Athena
2 24 (28.92%) Apache Arrow
2 24 (28.92%) Apache Iceberg
2 24 (28.92%) Dremio
3 15 (18.07%) PostgreSQL
4 12 (14.46%) Pinecone
4 12 (14.46%) SQL Server
5 11 (13.25%) Data Lake
6 10 (12.05%) Apache Ignite
7 6 (7.23%) Big Data
8 5 (6.02%) Tableau
9 3 (3.61%) Hadoop
9 3 (3.61%) NoSQL
10 2 (2.41%) Data Warehouse
10 2 (2.41%) DynamoDB
10 2 (2.41%) Relational Database
11 1 (1.20%) MongoDB
11 1 (1.20%) MySQL
Development Applications
1 25 (30.12%) Visual Studio Code
2 12 (14.46%) MLflow
3 1 (1.20%) Git
General
1 69 (83.13%) Finance
2 27 (32.53%) Manufacturing
3 26 (31.33%) Front Office
4 25 (30.12%) Retail
5 17 (20.48%) Social Skills
6 11 (13.25%) Banking
6 11 (13.25%) Investment Banking
7 3 (3.61%) Analytical Skills
7 3 (3.61%) Marketing
8 2 (2.41%) Electronics
8 2 (2.41%) Public Sector
8 2 (2.41%) Telecoms
9 1 (1.20%) Documentation Skills
9 1 (1.20%) Financial Institution
9 1 (1.20%) Inclusion and Diversity
9 1 (1.20%) Law
9 1 (1.20%) Legal
Job Titles
1 26 (31.33%) Python Engineer
2 25 (30.12%) Artificial Intelligence Programmer
2 25 (30.12%) Programmer
2 25 (30.12%) Trainee
2 25 (30.12%) Trainee Programmer
3 24 (28.92%) AWS Engineer
3 24 (28.92%) AWS Software Engineer
3 24 (28.92%) Python Software Engineer
3 24 (28.92%) Software Engineer
4 23 (27.71%) Developer
5 18 (21.69%) Python Developer
6 14 (16.87%) AWS Developer
6 14 (16.87%) Developer/Software Engineer
7 13 (15.66%) Artificial Intelligence Engineer
7 13 (15.66%) Senior
8 12 (14.46%) Automation Engineer
9 10 (12.05%) Java Engineer
9 10 (12.05%) Java Software Engineer
10 8 (9.64%) Senior Java Engineer
10 8 (9.64%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 82 (98.80%) Pandas
2 47 (56.63%) scikit-learn
3 38 (45.78%) Hugging Face
4 30 (36.14%) Matplotlib
5 27 (32.53%) SciPy
6 25 (30.12%) Streamlit
7 23 (27.71%) PyTorch
8 20 (24.10%) TensorFlow
9 14 (16.87%) AngularJS
9 14 (16.87%) FastAPI
9 14 (16.87%) Flask
9 14 (16.87%) Node.js
9 14 (16.87%) pytest
9 14 (16.87%) React
9 14 (16.87%) REST
9 14 (16.87%) Vue
10 12 (14.46%) Django
10 12 (14.46%) OAuth
10 12 (14.46%) RESTful
10 12 (14.46%) Web Services
Miscellaneous
1 32 (38.55%) Algorithms
2 24 (28.92%) Equities
2 24 (28.92%) Fixed Income
2 24 (28.92%) Foreign Exchange (FX)
3 12 (14.46%) Hedge funds
3 12 (14.46%) Legacy Systems
3 12 (14.46%) Low-Code
4 10 (12.05%) Derivative
4 10 (12.05%) Pricing Data
5 3 (3.61%) Distributed Computing
6 2 (2.41%) Cloud Native
7 1 (1.20%) AI Agents
7 1 (1.20%) Blockchain
7 1 (1.20%) FPGA
Operating Systems
1 2 (2.41%) Unix
2 1 (1.20%) Linux
Processes & Methodologies
1 51 (61.45%) Machine Learning
2 49 (59.04%) AI
3 45 (54.22%) LLM
4 39 (46.99%) Retrieval-Augmented Generation
5 38 (45.78%) Prompt Engineering
6 37 (44.58%) OO
6 37 (44.58%) Workflow
7 32 (38.55%) Visualisation
8 30 (36.14%) Software Engineering
9 26 (31.33%) Agile
9 26 (31.33%) Neural Network
10 25 (30.12%) Artificial Intelligence Engineering
10 25 (30.12%) Asset Management
10 25 (30.12%) Conversational UI
10 25 (30.12%) Customer Service
10 25 (30.12%) Data Privacy
10 25 (30.12%) OOP
10 25 (30.12%) Sentiment Analysis
11 24 (28.92%) Investment Management
12 20 (24.10%) ETL
Programming Languages
1 83 (100.00%) Python
2 24 (28.92%) JavaScript
2 24 (28.92%) TypeScript
3 23 (27.71%) SQL
4 10 (12.05%) Java
5 6 (7.23%) R
6 2 (2.41%) Bash
6 2 (2.41%) Bicep
7 1 (1.20%) C
7 1 (1.20%) C++
7 1 (1.20%) MATLAB
Qualifications
1 27 (32.53%) AWS Certification
2 25 (30.12%) AWS Certified Cloud Practitioner
3 3 (3.61%) Degree
4 2 (2.41%) Computer Science Degree
5 1 (1.20%) Master's Degree
5 1 (1.20%) SC Cleared
5 1 (1.20%) Security Cleared
Quality Assurance & Compliance
1 17 (20.48%) Data Quality
System Software
1 19 (22.89%) Docker
Systems Management
1 17 (20.48%) Kubernetes
Vendors
1 26 (31.33%) Microsoft
2 12 (14.46%) Automation Anywhere
2 12 (14.46%) OpenAI
2 12 (14.46%) UiPath
3 2 (2.41%) Google
3 2 (2.41%) SAP
4 1 (1.20%) Alteryx
4 1 (1.20%) Databricks
4 1 (1.20%) Foundry