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

6 months to
20 Aug 2026
Same period 2025 Same period 2024
Rank 665 407 287
Rank change year-on-year -258 -120 +301
Permanent jobs citing NumPy 78 252 668
As % of all permanent jobs in England 0.082% 0.58% 0.92%
As % of the Libraries, Frameworks & Software Standards category 0.72% 3.11% 4.50%
Number of salaries quoted 65 206 635
10th Percentile £33,750 £96,250 £77,500
25th Percentile £45,000 £100,000 £96,250
Median annual salary (50th Percentile) £60,000 £110,000 £135,000
Median % change year-on-year -45.45% -18.52% +80.00%
75th Percentile £76,250 £137,500 £148,750
90th Percentile £112,250 - £165,000
UK median annual salary £60,000 £110,000 £133,750
% change year-on-year -45.45% -17.76% +78.33%

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 10,793 8,114 14,848
As % of all permanent jobs advertised in England 11.34% 18.55% 20.49%
Number of salaries quoted 8,026 5,447 10,939
10th Percentile £42,500 £39,000 £38,750
25th Percentile £51,250 £51,250 £47,500
Median annual salary (50th Percentile) £67,500 £70,000 £65,000
Median % change year-on-year -3.57% +7.69% -7.14%
75th Percentile £87,000 £87,500 £85,000
90th Percentile £100,000 £115,000 £111,500
UK median annual salary £67,500 £67,500 £62,783
% change year-on-year - +7.51% -6.99%

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 20 August 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 20 August 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 -204 37 £80,000 -38.46% 93
South East -28 12 £60,000 -15.79% 17
North of England -33 10 £60,000 -15.79% 19
Midlands -29 8 £37,500 +7.14% 12
North West -12 7 £70,000 -1.75% 10
West Midlands -29 6 £37,500 +7.14% 3
South West -69 4 £60,000 +41.18% 14
Yorkshire -32 3 £37,500 - 5
East Midlands -28 2 £48,750 - 9
East of England -28 2 £55,000 +29.41% 11
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 10 (12.82%) Jupyter
2 8 (10.26%) Apache Airflow
3 6 (7.69%) Apache Spark
4 4 (5.13%) Apache
5 1 (1.28%) Apache Superset
Applications
1 9 (11.54%) Chatbot
2 2 (2.56%) Microsoft Excel
2 2 (2.56%) Spreadsheet
3 1 (1.28%) Microsoft PowerPoint
3 1 (1.28%) Trello
Cloud Services
1 25 (32.05%) AWS
2 12 (15.38%) Azure
3 9 (11.54%) Cloud Computing
4 5 (6.41%) GCP
4 5 (6.41%) Prefect
5 4 (5.13%) SaaS
5 4 (5.13%) Serverless
6 3 (3.85%) Amazon S3
6 3 (3.85%) Amazon SageMaker
6 3 (3.85%) AWS Lambda
7 2 (2.56%) Anthropic Claude
7 2 (2.56%) Azure AI
7 2 (2.56%) Azure DevOps
7 2 (2.56%) Google Gemini
7 2 (2.56%) Microsoft 365
7 2 (2.56%) OpenShift
7 2 (2.56%) Power Platform
7 2 (2.56%) Vertex AI
8 1 (1.28%) GitHub
8 1 (1.28%) PaaS
Database & Business Intelligence
1 8 (10.26%) Data Warehouse
2 6 (7.69%) Big Data
3 4 (5.13%) MongoDB
3 4 (5.13%) PostgreSQL
4 3 (3.85%) Amazon Athena
4 3 (3.85%) MySQL
4 3 (3.85%) Pinecone
4 3 (3.85%) Relational Database
5 2 (2.56%) Neo4j
5 2 (2.56%) Power BI
5 2 (2.56%) Power Query
6 1 (1.28%) Amazon Redshift
6 1 (1.28%) Apache Cassandra
6 1 (1.28%) DynamoDB
6 1 (1.28%) NoSQL
6 1 (1.28%) OLAP
6 1 (1.28%) OLAP Cube
6 1 (1.28%) OLTP
6 1 (1.28%) SQL Server
6 1 (1.28%) SQLPlus
Development Applications
1 21 (26.92%) Git
2 8 (10.26%) Visual Studio Code
3 4 (5.13%) MLflow
4 2 (2.56%) GitLab
4 2 (2.56%) Jenkins
5 1 (1.28%) JIRA
5 1 (1.28%) NUnit
5 1 (1.28%) Poetry
General
1 28 (35.90%) Finance
2 11 (14.10%) Analytical Skills
2 11 (14.10%) Social Skills
3 10 (12.82%) Banking
4 9 (11.54%) Manufacturing
5 8 (10.26%) Retail
6 6 (7.69%) Inclusion and Diversity
6 6 (7.69%) Retail Banking
7 5 (6.41%) Law
8 4 (5.13%) Legal
8 4 (5.13%) Marketing
9 2 (2.56%) Front Office
9 2 (2.56%) Investment Banking
10 1 (1.28%) Back Office
10 1 (1.28%) Financial Institution
10 1 (1.28%) Pharmaceutical
Job Titles
1 30 (38.46%) Developer
2 25 (32.05%) Python Developer
3 17 (21.79%) Data Scientist
4 15 (19.23%) Lead
5 10 (12.82%) Senior Data Scientist
6 8 (10.26%) Lead Data Scientist
7 6 (7.69%) Senior
8 5 (6.41%) Artificial Intelligence Programmer
8 5 (6.41%) Data Manager
8 5 (6.41%) Machine Learning Scientist
8 5 (6.41%) Programmer
8 5 (6.41%) Trainee
8 5 (6.41%) Trainee Programmer
9 4 (5.13%) Artificial Intelligence Developer
9 4 (5.13%) Consultant
9 4 (5.13%) Data Consultant
9 4 (5.13%) Data Science Consultant
9 4 (5.13%) Security Consultant
10 3 (3.85%) Data Engineer
10 3 (3.85%) Python Engineer
Libraries, Frameworks & Software Standards
1 74 (94.87%) Pandas
2 36 (46.15%) scikit-learn
3 21 (26.92%) PyTorch
4 15 (19.23%) TensorFlow
5 13 (16.67%) SciPy
6 11 (14.10%) Matplotlib
7 10 (12.82%) Hugging Face
8 8 (10.26%) Streamlit
9 7 (8.97%) Flask
9 7 (8.97%) Google JAX
9 7 (8.97%) JAX
10 6 (7.69%) FastAPI
10 6 (7.69%) OpenCV
10 6 (7.69%) PySpark
10 6 (7.69%) XGBoost
11 5 (6.41%) Django
11 5 (6.41%) REST
12 4 (5.13%) LangChain
12 4 (5.13%) RESTful
12 4 (5.13%) Seaborn
Miscellaneous
1 32 (41.03%) Algorithms
2 9 (11.54%) Cloud Native
3 5 (6.41%) Credit Risk
4 4 (5.13%) AI Agents
4 4 (5.13%) Blog
4 4 (5.13%) Data Structures
5 3 (3.85%) Derivative
5 3 (3.85%) Enterprise Software
6 2 (2.56%) Distributed Computing
6 2 (2.56%) Distributed Systems
6 2 (2.56%) Greenfield Project
6 2 (2.56%) Life Science
6 2 (2.56%) Product Ownership
7 1 (1.28%) Clustering
7 1 (1.28%) Equities
7 1 (1.28%) Hackathon
7 1 (1.28%) Hedge funds
7 1 (1.28%) IoT
7 1 (1.28%) Market Risk
7 1 (1.28%) Social Media
Operating Systems
1 6 (7.69%) Linux
2 1 (1.28%) Unix
Processes & Methodologies
1 41 (52.56%) AI
1 41 (52.56%) Machine Learning
2 32 (41.03%) Data Science
3 30 (38.46%) Deep Learning
4 24 (30.77%) Computer Vision
4 24 (30.77%) LLM
5 23 (29.49%) Analytics
6 21 (26.92%) Signal Processing
7 18 (23.08%) Retrieval-Augmented Generation
8 17 (21.79%) Prompt Engineering
9 16 (20.51%) Statistics
10 15 (19.23%) Problem-Solving
11 14 (17.95%) CI/CD
11 14 (17.95%) Computer Science
11 14 (17.95%) Visualisation
12 13 (16.67%) Data Pipeline
12 13 (16.67%) Software Engineering
13 12 (15.38%) Mathematics
13 12 (15.38%) Use Case
14 11 (14.10%) Data Analysis
Programming Languages
1 73 (93.59%) Python
2 22 (28.21%) SQL
3 4 (5.13%) JavaScript
4 3 (3.85%) Java
5 2 (2.56%) C#
5 2 (2.56%) C++
5 2 (2.56%) Data Analysis Expressions
5 2 (2.56%) PowerShell
5 2 (2.56%) R
5 2 (2.56%) VBA
6 1 (1.28%) Bash
6 1 (1.28%) C
6 1 (1.28%) Haskell
6 1 (1.28%) OCaml
6 1 (1.28%) Rust
6 1 (1.28%) Scala
6 1 (1.28%) Shell Script
6 1 (1.28%) TypeScript
Qualifications
1 20 (25.64%) Degree
2 9 (11.54%) PhD
3 8 (10.26%) AWS Certification
3 8 (10.26%) AWS Certified Cloud Practitioner
4 6 (7.69%) Master's Degree
5 5 (6.41%) Security Cleared
6 2 (2.56%) Computer Science Degree
6 2 (2.56%) DV Cleared
7 1 (1.28%) Azure Certification
7 1 (1.28%) Numerate Degree
7 1 (1.28%) SC Cleared
Quality Assurance & Compliance
1 9 (11.54%) Data Quality
2 5 (6.41%) EU AI Act
2 5 (6.41%) GDPR
3 1 (1.28%) QA
System Software
1 11 (14.10%) Docker
Systems Management
1 7 (8.97%) Kubernetes
2 2 (2.56%) Argo
3 1 (1.28%) Kubeflow
Vendors
1 12 (15.38%) Microsoft
2 11 (14.10%) Databricks
3 4 (5.13%) OpenAI
4 3 (3.85%) Google
5 1 (1.28%) Cognizant
5 1 (1.28%) Oracle
5 1 (1.28%) Trend Micro