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

6 months to
12 Sep 2026
Same period 2025 Same period 2024
Rank 683 408 286
Rank change year-on-year -275 -122 +305
Permanent jobs citing NumPy 70 250 652
As % of all permanent jobs in England 0.070% 0.58% 0.94%
As % of the Libraries, Frameworks & Software Standards category 0.66% 3.25% 4.46%
Number of salaries quoted 55 209 620
10th Percentile £42,500 - £77,500
25th Percentile £55,000 £100,000 £96,250
Median annual salary (50th Percentile) £60,000 £130,000 £120,000
Median % change year-on-year -53.85% +8.33% +60.00%
75th Percentile £80,000 £137,500 £148,750
90th Percentile £113,750 - £165,000
UK median annual salary £60,000 £130,000 £115,000
% change year-on-year -53.85% +13.04% +53.33%

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 10,648 7,683 14,625
As % of all permanent jobs advertised in England 10.64% 17.71% 21.14%
Number of salaries quoted 7,852 5,073 9,802
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 £114,979
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 12 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 12 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 -207 37 £73,000 -43.85% 96
South East -30 11 £60,000 +29.73% 24
North of England -54 8 £70,000 -1.75% 19
North West -16 7 £70,000 -1.75% 10
Midlands -43 4 £61,250 +25.64% 13
South West -78 4 £60,000 +41.18% 14
East Midlands -37 2 £63,750 - 10
West Midlands -43 2 £56,250 +15.38% 3
East of England -30 1 £55,000 +29.41% 10
Yorkshire -51 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 (10.00%) Apache Spark
2 6 (8.57%) Apache Airflow
3 3 (4.29%) Apache
4 2 (2.86%) Jupyter
5 1 (1.43%) Apache Superset
5 1 (1.43%) SharePoint
Applications
1 3 (4.29%) Microsoft Excel
2 2 (2.86%) Chatbot
2 2 (2.86%) Spreadsheet
3 1 (1.43%) Microsoft PowerPoint
3 1 (1.43%) Trello
Cloud Services
1 17 (24.29%) AWS
2 12 (17.14%) Azure
3 5 (7.14%) GCP
3 5 (7.14%) Serverless
4 4 (5.71%) Amazon S3
4 4 (5.71%) AWS Lambda
4 4 (5.71%) Microsoft 365
4 4 (5.71%) Power Platform
4 4 (5.71%) Prefect
5 3 (4.29%) Amazon SageMaker
5 3 (4.29%) Azure AI
5 3 (4.29%) Azure DevOps
5 3 (4.29%) SaaS
6 2 (2.86%) Amazon EC2
6 2 (2.86%) Anthropic Claude
6 2 (2.86%) Google Gemini
6 2 (2.86%) OpenShift
6 2 (2.86%) Vertex AI
7 1 (1.43%) Amazon SQS
7 1 (1.43%) Cloud Computing
Database & Business Intelligence
1 7 (10.00%) Data Warehouse
2 6 (8.57%) Big Data
3 4 (5.71%) MongoDB
3 4 (5.71%) Power BI
4 3 (4.29%) Amazon Athena
4 3 (4.29%) Pinecone
4 3 (4.29%) PostgreSQL
4 3 (4.29%) Power Query
4 3 (4.29%) Relational Database
5 2 (2.86%) MySQL
5 2 (2.86%) Neo4j
5 2 (2.86%) SQL Server
6 1 (1.43%) Amazon Redshift
6 1 (1.43%) Apache Cassandra
6 1 (1.43%) Hadoop
6 1 (1.43%) NoSQL
6 1 (1.43%) OLAP
6 1 (1.43%) OLTP
6 1 (1.43%) SQLPlus
6 1 (1.43%) Star Schema
Development Applications
1 20 (28.57%) Git
2 6 (8.57%) MLflow
3 2 (2.86%) GitLab
3 2 (2.86%) Jenkins
4 1 (1.43%) JIRA
4 1 (1.43%) NUnit
4 1 (1.43%) Poetry
General
1 20 (28.57%) Finance
2 15 (21.43%) Social Skills
3 13 (18.57%) Analytical Skills
4 10 (14.29%) Banking
5 6 (8.57%) Retail Banking
6 5 (7.14%) Inclusion and Diversity
6 5 (7.14%) Law
7 4 (5.71%) Legal
7 4 (5.71%) Marketing
8 2 (2.86%) Aerospace
8 2 (2.86%) Aviation
8 2 (2.86%) Front Office
8 2 (2.86%) Investment Banking
9 1 (1.43%) Back Office
9 1 (1.43%) Documentation Skills
9 1 (1.43%) Financial Institution
9 1 (1.43%) Manufacturing
9 1 (1.43%) Pharmaceutical
Job Titles
1 26 (37.14%) Developer
2 23 (32.86%) Python Developer
3 17 (24.29%) Data Scientist
4 15 (21.43%) Lead
5 10 (14.29%) Senior Data Scientist
6 8 (11.43%) Lead Data Scientist
7 6 (8.57%) Senior
8 5 (7.14%) Data Manager
8 5 (7.14%) Machine Learning Scientist
9 4 (5.71%) Analyst
9 4 (5.71%) Consultant
9 4 (5.71%) Data Analyst
9 4 (5.71%) Data Consultant
9 4 (5.71%) Data Science Consultant
9 4 (5.71%) Security Consultant
10 3 (4.29%) Python Engineer
11 2 (2.86%) AWS Engineer
11 2 (2.86%) Data Engineer
11 2 (2.86%) Senior Developer
12 1 (1.43%) Data Science Engineer
Libraries, Frameworks & Software Standards
1 66 (94.29%) Pandas
2 30 (42.86%) scikit-learn
3 20 (28.57%) PyTorch
4 15 (21.43%) TensorFlow
5 11 (15.71%) SciPy
6 8 (11.43%) FastAPI
7 6 (8.57%) Google JAX
7 6 (8.57%) JAX
7 6 (8.57%) OpenCV
7 6 (8.57%) PySpark
7 6 (8.57%) REST
7 6 (8.57%) XGBoost
8 5 (7.14%) Flask
9 4 (5.71%) Django
9 4 (5.71%) Hugging Face
9 4 (5.71%) Seaborn
10 3 (4.29%) gRPC
10 3 (4.29%) LangChain
10 3 (4.29%) pgvector
10 3 (4.29%) React
Miscellaneous
1 24 (34.29%) Algorithms
2 9 (12.86%) Cloud Native
3 5 (7.14%) Credit Risk
4 4 (5.71%) AI Agents
4 4 (5.71%) Blog
4 4 (5.71%) Data Structures
4 4 (5.71%) Product Ownership
5 3 (4.29%) Derivative
5 3 (4.29%) Enterprise Software
6 2 (2.86%) CUDA
6 2 (2.86%) Distributed Systems
6 2 (2.86%) Foreign Exchange (FX)
6 2 (2.86%) Greenfield Project
6 2 (2.86%) Life Science
6 2 (2.86%) Synthetic Data
7 1 (1.43%) Distributed Computing
7 1 (1.43%) Hackathon
7 1 (1.43%) Hedge funds
7 1 (1.43%) Market Risk
7 1 (1.43%) Social Media
Operating Systems
1 5 (7.14%) Linux
2 1 (1.43%) Unix
Processes & Methodologies
1 35 (50.00%) AI
1 35 (50.00%) Data Science
2 34 (48.57%) Machine Learning
3 29 (41.43%) Deep Learning
4 26 (37.14%) Analytics
5 23 (32.86%) Computer Vision
6 19 (27.14%) Signal Processing
7 17 (24.29%) Statistics
8 16 (22.86%) LLM
9 15 (21.43%) Computer Science
9 15 (21.43%) Mathematics
9 15 (21.43%) Software Engineering
10 14 (20.00%) Problem-Solving
11 13 (18.57%) CI/CD
11 13 (18.57%) Data Pipeline
11 13 (18.57%) MLOps
12 12 (17.14%) Data Analysis
12 12 (17.14%) Feature Engineering
12 12 (17.14%) Natural Language Processing
13 11 (15.71%) Agile
Programming Languages
1 65 (92.86%) Python
2 23 (32.86%) SQL
3 4 (5.71%) PowerShell
4 3 (4.29%) Data Analysis Expressions
4 3 (4.29%) Java
4 3 (4.29%) JavaScript
5 2 (2.86%) C#
5 2 (2.86%) C++
5 2 (2.86%) R
5 2 (2.86%) TypeScript
5 2 (2.86%) VBA
6 1 (1.43%) Bash
6 1 (1.43%) C
6 1 (1.43%) Haskell
6 1 (1.43%) OCaml
6 1 (1.43%) Rust
6 1 (1.43%) Scala
6 1 (1.43%) Shell Script
Qualifications
1 20 (28.57%) Degree
2 10 (14.29%) PhD
3 7 (10.00%) Master's Degree
3 7 (10.00%) Security Cleared
4 3 (4.29%) SC Cleared
5 2 (2.86%) Computer Science Degree
5 2 (2.86%) DV Cleared
6 1 (1.43%) AWS Certification
6 1 (1.43%) Azure Certification
6 1 (1.43%) Numerate Degree
Quality Assurance & Compliance
1 11 (15.71%) Data Quality
2 5 (7.14%) EU AI Act
2 5 (7.14%) GDPR
3 1 (1.43%) QA
System Software
1 9 (12.86%) Docker
Systems Management
1 6 (8.57%) Kubernetes
2 2 (2.86%) Argo
3 1 (1.43%) Kubeflow
Vendors
1 10 (14.29%) Databricks
2 6 (8.57%) Microsoft
3 5 (7.14%) OpenAI
4 3 (4.29%) Google
5 2 (2.86%) Mistral
5 2 (2.86%) Thales
6 1 (1.43%) Cognizant
6 1 (1.43%) Oracle
6 1 (1.43%) Trend Micro