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 17 July 2026, with comparisons to the same periods in the previous two years.

6 months to
17 Jul 2026
Same period 2025 Same period 2024
Rank 624 419 355
Rank change year-on-year -205 -64 +285
Permanent jobs citing NumPy 107 242 635
As % of all permanent jobs in England 0.12% 0.56% 0.74%
As % of the Libraries, Frameworks & Software Standards category 1.17% 3.04% 3.84%
Number of salaries quoted 98 197 598
10th Percentile - £85,000 £77,500
25th Percentile £33,750 £100,000 £93,438
Median annual salary (50th Percentile) £42,750 £110,000 £135,000
Median % change year-on-year -61.14% -18.52% +80.00%
75th Percentile £60,000 £137,500 £148,750
90th Percentile £83,750 - £165,000
UK median annual salary £37,500 £110,000 £133,750
% change year-on-year -65.91% -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 9,183 7,964 16,530
As % of all permanent jobs advertised in England 10.47% 18.39% 19.27%
Number of salaries quoted 7,032 5,393 13,105
10th Percentile £41,250 £38,750 £36,250
25th Percentile £50,000 £51,250 £45,750
Median annual salary (50th Percentile) £65,000 £67,500 £60,000
Median % change year-on-year -3.70% +12.50% -11.11%
75th Percentile £85,000 £87,500 £81,250
90th Percentile £100,000 £115,000 £104,500
UK median annual salary £65,000 £67,037 £60,000
% change year-on-year -3.04% +11.73% -11.11%

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 17 July 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 17 July 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
North of England -2 35 £37,500 -58.33% 18
London -175 32 £77,500 -30.34% 29
North West +7 18 £37,500 -58.33% 10
South East -16 12 £60,000 -42.86% 23
Yorkshire -26 12 £37,500 - 5
Midlands -29 12 £37,500 +7.14% 9
West Midlands -16 10 £37,500 +7.14% 3
South West -44 10 £37,500 - 8
North East -53 5 £37,500 - 5
East Midlands -15 2 £48,750 - 6
East of England -22 2 £55,000 - 10
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 49 (45.79%) Jupyter
2 10 (9.35%) Apache Airflow
3 6 (5.61%) Apache Spark
4 5 (4.67%) Apache
5 2 (1.87%) Appian
Applications
1 49 (45.79%) Chatbot
2 2 (1.87%) Microsoft Excel
2 2 (1.87%) Spreadsheet
3 1 (0.93%) Microsoft PowerPoint
3 1 (0.93%) Trello
Cloud Services
1 64 (59.81%) AWS
2 49 (45.79%) Cloud Computing
3 12 (11.21%) Azure
4 5 (4.67%) Prefect
5 4 (3.74%) Anthropic Claude
5 4 (3.74%) GCP
5 4 (3.74%) Serverless
6 3 (2.80%) Amazon S3
6 3 (2.80%) Amazon SageMaker
6 3 (2.80%) AWS Lambda
6 3 (2.80%) Azure Data Factory
6 3 (2.80%) SaaS
7 2 (1.87%) Azure AI
7 2 (1.87%) Azure DevOps
7 2 (1.87%) Google Gemini
7 2 (1.87%) Microsoft 365
7 2 (1.87%) OpenShift
7 2 (1.87%) Power Automate
7 2 (1.87%) Power Platform
7 2 (1.87%) Vertex AI
Database & Business Intelligence
1 8 (7.48%) Data Warehouse
2 5 (4.67%) Pinecone
3 4 (3.74%) MongoDB
4 3 (2.80%) Amazon Athena
4 3 (2.80%) MySQL
4 3 (2.80%) PostgreSQL
4 3 (2.80%) Relational Database
4 3 (2.80%) SQL Server
5 2 (1.87%) Neo4j
5 2 (1.87%) Power BI
5 2 (1.87%) Power Query
6 1 (0.93%) Amazon Redshift
6 1 (0.93%) Apache Cassandra
6 1 (0.93%) Big Data
6 1 (0.93%) DynamoDB
6 1 (0.93%) NoSQL
6 1 (0.93%) SQLPlus
Development Applications
1 48 (44.86%) Visual Studio Code
2 15 (14.02%) Git
3 3 (2.80%) MLflow
4 2 (1.87%) GitLab
4 2 (1.87%) Jenkins
5 1 (0.93%) JIRA
5 1 (0.93%) Poetry
General
1 64 (59.81%) Finance
2 49 (45.79%) Manufacturing
3 48 (44.86%) Retail
4 11 (10.28%) Social Skills
5 8 (7.48%) Banking
6 5 (4.67%) Retail Banking
7 4 (3.74%) Analytical Skills
8 2 (1.87%) Front Office
8 2 (1.87%) Investment Banking
9 1 (0.93%) Back Office
9 1 (0.93%) Financial Institution
9 1 (0.93%) Inclusion and Diversity
Job Titles
1 45 (42.06%) Artificial Intelligence Programmer
1 45 (42.06%) Programmer
1 45 (42.06%) Trainee
1 45 (42.06%) Trainee Programmer
2 29 (27.10%) Developer
3 25 (23.36%) Python Developer
4 11 (10.28%) Data Scientist
5 9 (8.41%) Lead
6 8 (7.48%) Senior Data Scientist
7 7 (6.54%) Lead Data Scientist
8 5 (4.67%) Data Engineer
8 5 (4.67%) Senior
9 4 (3.74%) Artificial Intelligence Engineer
9 4 (3.74%) Consultant
9 4 (3.74%) Data Consultant
9 4 (3.74%) Data Science Consultant
9 4 (3.74%) Security Consultant
10 3 (2.80%) Junior
10 3 (2.80%) Junior Developer
10 3 (2.80%) Python Engineer
Libraries, Frameworks & Software Standards
1 105 (98.13%) Pandas
2 70 (65.42%) scikit-learn
3 52 (48.60%) Hugging Face
4 51 (47.66%) Matplotlib
5 48 (44.86%) Streamlit
6 14 (13.08%) PyTorch
7 12 (11.21%) TensorFlow
8 10 (9.35%) SciPy
9 9 (8.41%) Flask
10 8 (7.48%) FastAPI
11 7 (6.54%) Django
12 6 (5.61%) OpenCV
12 6 (5.61%) PySpark
12 6 (5.61%) RESTful
13 5 (4.67%) Google JAX
13 5 (4.67%) JAX
13 5 (4.67%) REST
14 4 (3.74%) Kafka
14 4 (3.74%) LangChain
14 4 (3.74%) Seaborn
Miscellaneous
1 71 (66.36%) Algorithms
2 5 (4.67%) Cloud Native
3 4 (3.74%) Credit Risk
3 4 (3.74%) Distributed Computing
4 3 (2.80%) AI Agents
4 3 (2.80%) Data Structures
4 3 (2.80%) Derivative
5 2 (1.87%) Distributed Systems
5 2 (1.87%) Enterprise Software
5 2 (1.87%) Greenfield Project
5 2 (1.87%) Legacy Systems
5 2 (1.87%) Life Science
5 2 (1.87%) Low-Code
6 1 (0.93%) Client/Server
6 1 (0.93%) Clustering
6 1 (0.93%) Foreign Exchange (FX)
6 1 (0.93%) Hedge funds
6 1 (0.93%) Market Risk
6 1 (0.93%) Product Ownership
6 1 (0.93%) Social Media
Operating Systems
1 6 (5.61%) Linux
2 1 (0.93%) Unix
Processes & Methodologies
1 70 (65.42%) Machine Learning
2 68 (63.55%) AI
3 57 (53.27%) LLM
4 55 (51.40%) Retrieval-Augmented Generation
5 54 (50.47%) Prompt Engineering
5 54 (50.47%) Visualisation
6 52 (48.60%) OO
7 50 (46.73%) Artificial Intelligence Engineering
7 50 (46.73%) Neural Network
7 50 (46.73%) Workflow
8 49 (45.79%) Conversational UI
8 49 (45.79%) OOP
9 48 (44.86%) Customer Service
9 48 (44.86%) Data Privacy
9 48 (44.86%) Sentiment Analysis
10 23 (21.50%) Computer Vision
10 23 (21.50%) Deep Learning
11 21 (19.63%) Signal Processing
12 20 (18.69%) Data Science
13 18 (16.82%) Analytics
Programming Languages
1 107 (100.00%) Python
2 22 (20.56%) SQL
3 4 (3.74%) JavaScript
4 2 (1.87%) C++
4 2 (1.87%) Data Analysis Expressions
4 2 (1.87%) Java
4 2 (1.87%) PowerShell
4 2 (1.87%) R
4 2 (1.87%) VBA
5 1 (0.93%) Bash
5 1 (0.93%) C
5 1 (0.93%) C#
5 1 (0.93%) Haskell
5 1 (0.93%) OCaml
5 1 (0.93%) Rust
5 1 (0.93%) Shell Script
5 1 (0.93%) TypeScript
Qualifications
1 48 (44.86%) AWS Certification
1 48 (44.86%) AWS Certified Cloud Practitioner
2 11 (10.28%) Degree
3 4 (3.74%) Security Cleared
4 2 (1.87%) Master's Degree
5 1 (0.93%) Computer Science Degree
5 1 (0.93%) DV Cleared
5 1 (0.93%) Numerate Degree
5 1 (0.93%) PhD
5 1 (0.93%) SC Cleared
Quality Assurance & Compliance
1 11 (10.28%) Data Quality
2 4 (3.74%) EU AI Act
2 4 (3.74%) GDPR
System Software
1 15 (14.02%) Docker
Systems Management
1 11 (10.28%) Kubernetes
2 2 (1.87%) Argo
3 1 (0.93%) Terraform
Vendors
1 50 (46.73%) Microsoft
2 7 (6.54%) Databricks
3 5 (4.67%) OpenAI
4 3 (2.80%) Google
5 2 (1.87%) Automation Anywhere
5 2 (1.87%) UiPath
6 1 (0.93%) Cognizant
6 1 (0.93%) Oracle