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

6 months to
25 Aug 2026
Same period 2025 Same period 2024
Rank 681 423 291
Rank change year-on-year -258 -132 +291
Permanent jobs citing NumPy 76 242 673
As % of all permanent jobs in England 0.079% 0.55% 0.92%
As % of the Libraries, Frameworks & Software Standards category 0.71% 3.01% 4.50%
Number of salaries quoted 63 200 640
10th Percentile £34,600 - £77,500
25th Percentile £45,000 £100,000 £96,250
Median annual salary (50th Percentile) £60,000 £117,500 £135,000
Median % change year-on-year -48.94% -12.96% +80.00%
75th Percentile £75,625 £137,500 £148,750
90th Percentile £113,000 - £165,000
UK median annual salary £60,000 £117,500 £125,000
% change year-on-year -48.94% -6.00% +66.67%

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 10,774 8,038 14,965
As % of all permanent jobs advertised in England 11.19% 18.40% 20.50%
Number of salaries quoted 8,031 5,384 10,835
10th Percentile £42,500 £39,750 £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 £87,500 £87,500 £85,000
90th Percentile £100,000 £115,000 £112,500
UK median annual salary £67,500 £67,500 £63,000
% change year-on-year - +7.14% -6.67%

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 25 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 25 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 -205 36 £82,500 -36.54% 19
South East -35 12 £60,000 -15.79% 20
North of England -48 10 £60,000 -15.79% 20
North West -13 7 £70,000 -1.75% 11
Midlands -34 7 £37,500 +7.14% 12
West Midlands -37 5 £37,500 +7.14% 3
South West -67 4 £60,000 +41.18% 12
Yorkshire -43 3 £37,500 - 5
East of England -25 2 £55,000 +29.41% 10
East Midlands -26 2 £48,750 - 9
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 9 (11.84%) Jupyter
2 8 (10.53%) Apache Airflow
3 6 (7.89%) Apache Spark
4 4 (5.26%) Apache
5 1 (1.32%) Apache Superset
Applications
1 8 (10.53%) Chatbot
2 2 (2.63%) Microsoft Excel
2 2 (2.63%) Spreadsheet
3 1 (1.32%) Microsoft PowerPoint
3 1 (1.32%) Trello
Cloud Services
1 23 (30.26%) AWS
2 11 (14.47%) Azure
3 8 (10.53%) Cloud Computing
4 5 (6.58%) GCP
4 5 (6.58%) Prefect
5 4 (5.26%) SaaS
6 3 (3.95%) Amazon S3
6 3 (3.95%) Amazon SageMaker
6 3 (3.95%) AWS Lambda
6 3 (3.95%) Serverless
7 2 (2.63%) Anthropic Claude
7 2 (2.63%) Azure AI
7 2 (2.63%) Azure DevOps
7 2 (2.63%) Google Gemini
7 2 (2.63%) Microsoft 365
7 2 (2.63%) OpenShift
7 2 (2.63%) Power Platform
7 2 (2.63%) Vertex AI
8 1 (1.32%) Dagster
8 1 (1.32%) GitHub
Database & Business Intelligence
1 8 (10.53%) Data Warehouse
2 6 (7.89%) Big Data
3 4 (5.26%) MongoDB
4 3 (3.95%) Amazon Athena
4 3 (3.95%) Pinecone
4 3 (3.95%) PostgreSQL
4 3 (3.95%) Relational Database
5 2 (2.63%) MySQL
5 2 (2.63%) Neo4j
5 2 (2.63%) Power BI
5 2 (2.63%) Power Query
6 1 (1.32%) Amazon Redshift
6 1 (1.32%) Metabase
6 1 (1.32%) OLAP
6 1 (1.32%) OLAP Cube
6 1 (1.32%) OLTP
6 1 (1.32%) Semantic Layer
6 1 (1.32%) SQL Server
6 1 (1.32%) SQLPlus
6 1 (1.32%) Star Schema
Development Applications
1 20 (26.32%) Git
2 7 (9.21%) Visual Studio Code
3 4 (5.26%) MLflow
4 2 (2.63%) GitLab
4 2 (2.63%) Jenkins
5 1 (1.32%) JIRA
5 1 (1.32%) NUnit
5 1 (1.32%) Poetry
General
1 27 (35.53%) Finance
2 11 (14.47%) Analytical Skills
2 11 (14.47%) Social Skills
3 10 (13.16%) Banking
4 8 (10.53%) Manufacturing
5 7 (9.21%) Retail
6 6 (7.89%) Inclusion and Diversity
6 6 (7.89%) Retail Banking
7 5 (6.58%) Law
8 4 (5.26%) Legal
8 4 (5.26%) Marketing
9 2 (2.63%) Front Office
9 2 (2.63%) Investment Banking
10 1 (1.32%) Back Office
10 1 (1.32%) Financial Institution
10 1 (1.32%) Pharmaceutical
Job Titles
1 30 (39.47%) Developer
2 25 (32.89%) Python Developer
3 17 (22.37%) Data Scientist
4 15 (19.74%) Lead
5 10 (13.16%) Senior Data Scientist
6 8 (10.53%) Lead Data Scientist
7 6 (7.89%) Senior
8 5 (6.58%) Data Manager
8 5 (6.58%) Machine Learning Scientist
9 4 (5.26%) Artificial Intelligence Developer
9 4 (5.26%) Artificial Intelligence Programmer
9 4 (5.26%) Consultant
9 4 (5.26%) Data Consultant
9 4 (5.26%) Data Science Consultant
9 4 (5.26%) Programmer
9 4 (5.26%) Security Consultant
9 4 (5.26%) Trainee
9 4 (5.26%) Trainee Programmer
10 3 (3.95%) Data Engineer
10 3 (3.95%) Python Engineer
Libraries, Frameworks & Software Standards
1 72 (94.74%) Pandas
2 35 (46.05%) scikit-learn
3 20 (26.32%) PyTorch
4 15 (19.74%) TensorFlow
5 13 (17.11%) SciPy
6 10 (13.16%) Matplotlib
7 9 (11.84%) Hugging Face
8 7 (9.21%) Google JAX
8 7 (9.21%) JAX
8 7 (9.21%) Streamlit
9 6 (7.89%) FastAPI
9 6 (7.89%) Flask
9 6 (7.89%) OpenCV
9 6 (7.89%) PySpark
9 6 (7.89%) XGBoost
10 5 (6.58%) REST
11 4 (5.26%) Django
11 4 (5.26%) Seaborn
12 3 (3.95%) LangChain
12 3 (3.95%) RESTful
Miscellaneous
1 31 (40.79%) Algorithms
2 9 (11.84%) Cloud Native
3 5 (6.58%) Credit Risk
4 4 (5.26%) AI Agents
4 4 (5.26%) Blog
4 4 (5.26%) Data Structures
5 3 (3.95%) Derivative
5 3 (3.95%) Enterprise Software
6 2 (2.63%) Distributed Computing
6 2 (2.63%) Distributed Systems
6 2 (2.63%) Greenfield Project
6 2 (2.63%) Life Science
6 2 (2.63%) Product Ownership
7 1 (1.32%) Client/Server
7 1 (1.32%) Clustering
7 1 (1.32%) Equities
7 1 (1.32%) Foreign Exchange (FX)
7 1 (1.32%) Hackathon
7 1 (1.32%) IoT
7 1 (1.32%) Market Risk
Operating Systems
1 6 (7.89%) Linux
2 1 (1.32%) Unix
Processes & Methodologies
1 39 (51.32%) AI
1 39 (51.32%) Machine Learning
2 32 (42.11%) Data Science
3 30 (39.47%) Deep Learning
4 24 (31.58%) Computer Vision
5 23 (30.26%) Analytics
6 22 (28.95%) LLM
7 21 (27.63%) Signal Processing
8 16 (21.05%) Prompt Engineering
8 16 (21.05%) Retrieval-Augmented Generation
8 16 (21.05%) Statistics
9 14 (18.42%) Computer Science
9 14 (18.42%) Problem-Solving
10 13 (17.11%) CI/CD
10 13 (17.11%) Data Pipeline
10 13 (17.11%) Software Engineering
10 13 (17.11%) Visualisation
11 12 (15.79%) Mathematics
11 12 (15.79%) Use Case
12 11 (14.47%) Data Analysis
Programming Languages
1 71 (93.42%) Python
2 21 (27.63%) SQL
3 3 (3.95%) Java
3 3 (3.95%) JavaScript
4 2 (2.63%) C#
4 2 (2.63%) C++
4 2 (2.63%) Data Analysis Expressions
4 2 (2.63%) PowerShell
4 2 (2.63%) R
4 2 (2.63%) VBA
5 1 (1.32%) Bash
5 1 (1.32%) C
5 1 (1.32%) Haskell
5 1 (1.32%) OCaml
5 1 (1.32%) Rust
5 1 (1.32%) Scala
5 1 (1.32%) Shell Script
5 1 (1.32%) TypeScript
Qualifications
1 20 (26.32%) Degree
2 9 (11.84%) PhD
3 7 (9.21%) AWS Certification
3 7 (9.21%) AWS Certified Cloud Practitioner
4 6 (7.89%) Master's Degree
5 5 (6.58%) Security Cleared
6 2 (2.63%) Computer Science Degree
6 2 (2.63%) DV Cleared
7 1 (1.32%) Azure Certification
7 1 (1.32%) Numerate Degree
7 1 (1.32%) SC Cleared
Quality Assurance & Compliance
1 9 (11.84%) Data Quality
2 5 (6.58%) EU AI Act
2 5 (6.58%) GDPR
3 1 (1.32%) QA
System Software
1 11 (14.47%) Docker
Systems Management
1 7 (9.21%) Kubernetes
2 2 (2.63%) Argo
3 1 (1.32%) Kubeflow
Vendors
1 11 (14.47%) Databricks
1 11 (14.47%) Microsoft
2 4 (5.26%) OpenAI
3 3 (3.95%) Google
4 1 (1.32%) Cognizant
4 1 (1.32%) Oracle
4 1 (1.32%) Trend Micro