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

6 months to
11 Sep 2026
Same period 2025 Same period 2024
Rank 678 403 292
Rank change year-on-year -275 -111 +297
Permanent jobs citing NumPy 74 250 660
As % of all permanent jobs in England 0.074% 0.58% 0.95%
As % of the Libraries, Frameworks & Software Standards category 0.69% 3.25% 4.51%
Number of salaries quoted 59 209 628
10th Percentile £39,750 - £77,500
25th Percentile £45,000 £100,000 £96,250
Median annual salary (50th Percentile) £60,000 £130,000 £130,000
Median % change year-on-year -53.85% - +73.33%
75th Percentile £75,625 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £60,000 £130,000 £125,000
% change year-on-year -53.85% +4.00% +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 10,779 7,693 14,622
As % of all permanent jobs advertised in England 10.76% 17.70% 21.14%
Number of salaries quoted 7,967 5,087 9,811
10th Percentile £42,500 £40,000 £40,000
25th Percentile £51,250 £52,500 £48,750
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 £90,000 £86,250
90th Percentile £100,000 £115,000 £115,000
UK median annual salary £67,500 £70,000 £65,000
% change year-on-year -3.57% +7.69% -3.70%

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 11 September 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 11 September 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 -217 37 £73,000 -43.85% 88
South East -37 13 £60,000 +29.73% 25
North of England -40 8 £70,000 -1.75% 19
North West -19 7 £70,000 -1.75% 10
Midlands -50 6 £55,000 +12.82% 13
South West -74 4 £60,000 +41.18% 15
West Midlands -33 3 £50,000 +2.56% 3
East Midlands -34 3 £60,000 - 10
East of England -32 1 £55,000 +29.41% 10
Yorkshire -48 1 - - 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 7 (9.46%) Apache Airflow
1 7 (9.46%) Apache Spark
2 5 (6.76%) Jupyter
3 3 (4.05%) Apache
4 1 (1.35%) Apache Superset
4 1 (1.35%) SharePoint
Applications
1 5 (6.76%) Chatbot
2 3 (4.05%) Microsoft Excel
3 2 (2.70%) Spreadsheet
4 1 (1.35%) Microsoft PowerPoint
4 1 (1.35%) Trello
Cloud Services
1 20 (27.03%) AWS
2 12 (16.22%) Azure
3 5 (6.76%) GCP
3 5 (6.76%) Prefect
3 5 (6.76%) Serverless
4 4 (5.41%) Amazon S3
4 4 (5.41%) AWS Lambda
4 4 (5.41%) Cloud Computing
4 4 (5.41%) Microsoft 365
4 4 (5.41%) Power Platform
5 3 (4.05%) Amazon SageMaker
5 3 (4.05%) Azure AI
5 3 (4.05%) Azure DevOps
5 3 (4.05%) SaaS
6 2 (2.70%) Amazon EC2
6 2 (2.70%) Anthropic Claude
6 2 (2.70%) Google Gemini
6 2 (2.70%) OpenShift
6 2 (2.70%) Vertex AI
7 1 (1.35%) GitHub
Database & Business Intelligence
1 7 (9.46%) Data Warehouse
2 6 (8.11%) Big Data
3 4 (5.41%) MongoDB
3 4 (5.41%) Power BI
4 3 (4.05%) Amazon Athena
4 3 (4.05%) Pinecone
4 3 (4.05%) PostgreSQL
4 3 (4.05%) Power Query
4 3 (4.05%) Relational Database
5 2 (2.70%) MySQL
5 2 (2.70%) Neo4j
5 2 (2.70%) SQL Server
6 1 (1.35%) Amazon RDS
6 1 (1.35%) Amazon Redshift
6 1 (1.35%) Apache Cassandra
6 1 (1.35%) DynamoDB
6 1 (1.35%) Hadoop
6 1 (1.35%) NoSQL
6 1 (1.35%) OLAP
6 1 (1.35%) OLAP Cube
Development Applications
1 21 (28.38%) Git
2 6 (8.11%) MLflow
3 3 (4.05%) Visual Studio Code
4 2 (2.70%) GitLab
4 2 (2.70%) Jenkins
5 1 (1.35%) JIRA
5 1 (1.35%) NUnit
5 1 (1.35%) Poetry
General
1 23 (31.08%) Finance
2 15 (20.27%) Social Skills
3 13 (17.57%) Analytical Skills
4 10 (13.51%) Banking
5 6 (8.11%) Retail Banking
6 5 (6.76%) Inclusion and Diversity
6 5 (6.76%) Law
7 4 (5.41%) Legal
7 4 (5.41%) Manufacturing
7 4 (5.41%) Marketing
8 3 (4.05%) Retail
9 2 (2.70%) Aerospace
9 2 (2.70%) Aviation
9 2 (2.70%) Front Office
9 2 (2.70%) Investment Banking
10 1 (1.35%) Back Office
10 1 (1.35%) Documentation Skills
10 1 (1.35%) Financial Institution
10 1 (1.35%) Pharmaceutical
Job Titles
1 29 (39.19%) Developer
2 24 (32.43%) Python Developer
3 17 (22.97%) Data Scientist
4 15 (20.27%) Lead
5 10 (13.51%) Senior Data Scientist
6 8 (10.81%) Lead Data Scientist
7 6 (8.11%) Senior
8 5 (6.76%) Data Manager
8 5 (6.76%) Machine Learning Scientist
9 4 (5.41%) Analyst
9 4 (5.41%) Consultant
9 4 (5.41%) Data Analyst
9 4 (5.41%) Data Consultant
9 4 (5.41%) Data Science Consultant
9 4 (5.41%) Security Consultant
10 3 (4.05%) Artificial Intelligence Developer
10 3 (4.05%) Python Engineer
11 2 (2.70%) AWS Engineer
11 2 (2.70%) Data Engineer
11 2 (2.70%) Senior Developer
Libraries, Frameworks & Software Standards
1 70 (94.59%) Pandas
2 33 (44.59%) scikit-learn
3 21 (28.38%) PyTorch
4 16 (21.62%) TensorFlow
5 12 (16.22%) SciPy
6 8 (10.81%) FastAPI
7 7 (9.46%) Google JAX
7 7 (9.46%) Hugging Face
7 7 (9.46%) JAX
7 7 (9.46%) OpenCV
8 6 (8.11%) Matplotlib
8 6 (8.11%) PySpark
8 6 (8.11%) REST
8 6 (8.11%) XGBoost
9 5 (6.76%) Flask
10 4 (5.41%) Django
10 4 (5.41%) Seaborn
11 3 (4.05%) gRPC
11 3 (4.05%) LangChain
11 3 (4.05%) pgvector
Miscellaneous
1 28 (37.84%) Algorithms
2 9 (12.16%) Cloud Native
3 5 (6.76%) Credit Risk
4 4 (5.41%) AI Agents
4 4 (5.41%) Blog
4 4 (5.41%) Data Structures
4 4 (5.41%) Product Ownership
5 3 (4.05%) Derivative
5 3 (4.05%) Enterprise Software
6 2 (2.70%) CUDA
6 2 (2.70%) Distributed Systems
6 2 (2.70%) Foreign Exchange (FX)
6 2 (2.70%) Greenfield Project
6 2 (2.70%) Life Science
6 2 (2.70%) Synthetic Data
7 1 (1.35%) Distributed Computing
7 1 (1.35%) Hackathon
7 1 (1.35%) Hedge funds
7 1 (1.35%) IoT
7 1 (1.35%) Social Media
Operating Systems
1 6 (8.11%) Linux
2 1 (1.35%) Unix
Processes & Methodologies
1 38 (51.35%) AI
2 37 (50.00%) Machine Learning
3 35 (47.30%) Data Science
4 30 (40.54%) Deep Learning
5 26 (35.14%) Analytics
6 24 (32.43%) Computer Vision
7 20 (27.03%) Signal Processing
8 19 (25.68%) LLM
9 17 (22.97%) Statistics
10 16 (21.62%) Software Engineering
11 15 (20.27%) Computer Science
11 15 (20.27%) Mathematics
12 14 (18.92%) Data Pipeline
12 14 (18.92%) Problem-Solving
13 13 (17.57%) CI/CD
13 13 (17.57%) MLOps
13 13 (17.57%) Prompt Engineering
13 13 (17.57%) Retrieval-Augmented Generation
14 12 (16.22%) Data Analysis
14 12 (16.22%) Feature Engineering
Programming Languages
1 69 (93.24%) Python
2 23 (31.08%) SQL
3 4 (5.41%) PowerShell
4 3 (4.05%) Data Analysis Expressions
4 3 (4.05%) Java
4 3 (4.05%) JavaScript
5 2 (2.70%) C#
5 2 (2.70%) C++
5 2 (2.70%) R
5 2 (2.70%) TypeScript
5 2 (2.70%) VBA
6 1 (1.35%) Bash
6 1 (1.35%) C
6 1 (1.35%) Haskell
6 1 (1.35%) OCaml
6 1 (1.35%) Rust
6 1 (1.35%) Scala
6 1 (1.35%) Shell Script
Qualifications
1 21 (28.38%) Degree
2 10 (13.51%) PhD
3 7 (9.46%) Master's Degree
3 7 (9.46%) Security Cleared
4 4 (5.41%) AWS Certification
5 3 (4.05%) AWS Certified Cloud Practitioner
5 3 (4.05%) SC Cleared
6 2 (2.70%) Computer Science Degree
6 2 (2.70%) DV Cleared
7 1 (1.35%) Azure Certification
7 1 (1.35%) Numerate Degree
Quality Assurance & Compliance
1 11 (14.86%) Data Quality
2 5 (6.76%) EU AI Act
2 5 (6.76%) GDPR
3 1 (1.35%) QA
System Software
1 10 (13.51%) Docker
Systems Management
1 6 (8.11%) Kubernetes
2 2 (2.70%) Argo
3 1 (1.35%) Kubeflow
Vendors
1 11 (14.86%) Databricks
2 9 (12.16%) Microsoft
3 5 (6.76%) OpenAI
4 3 (4.05%) Google
5 2 (2.70%) Mistral
5 2 (2.70%) Thales
6 1 (1.35%) Cognizant
6 1 (1.35%) Oracle
6 1 (1.35%) Trend Micro