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

6 months to
31 Jul 2026
Same period 2025 Same period 2024
Rank 629 414 321
Rank change year-on-year -215 -93 +304
Permanent jobs citing NumPy 107 255 641
As % of all permanent jobs in England 0.12% 0.59% 0.84%
As % of the Libraries, Frameworks & Software Standards category 1.13% 3.27% 4.53%
Number of salaries quoted 97 211 611
10th Percentile - £95,000 £77,500
25th Percentile £33,750 £100,000 £96,250
Median annual salary (50th Percentile) £47,000 £110,000 £135,000
Median % change year-on-year -57.27% -18.52% +80.00%
75th Percentile £60,000 £137,500 £148,750
90th Percentile £93,500 - £165,000
UK median annual salary £45,000 £110,000 £135,000
% change year-on-year -59.09% -18.52% +80.00%

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 9,485 7,796 14,156
As % of all permanent jobs advertised in England 10.39% 17.92% 18.66%
Number of salaries quoted 7,197 5,247 10,969
10th Percentile £41,250 £38,750 £37,500
25th Percentile £50,000 £51,250 £46,250
Median annual salary (50th Percentile) £65,000 £67,500 £61,500
Median % change year-on-year -3.70% +9.76% -8.89%
75th Percentile £85,000 £88,750 £82,500
90th Percentile £100,000 £115,000 £110,000
UK median annual salary £65,000 £67,500 £60,000
% change year-on-year -3.70% +12.50% -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 31 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 31 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
London -196 37 £77,500 -31.11% 39
North of England -5 32 £37,500 -47.37% 15
North West +15 17 £37,500 -47.37% 8
South East -31 12 £60,000 -15.79% 20
Yorkshire -25 11 £37,500 - 4
Midlands -41 11 £37,500 +7.14% 10
West Midlands -19 9 £37,500 +7.14% 3
South West -57 9 £37,500 -11.76% 9
North East -46 4 £37,500 - 5
East Midlands -25 2 £48,750 - 7
East of England -30 2 £55,000 +29.41% 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 44 (41.12%) Jupyter
2 10 (9.35%) Apache Airflow
3 7 (6.54%) Apache Spark
4 5 (4.67%) Apache
Applications
1 44 (41.12%) 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 60 (56.07%) AWS
2 44 (41.12%) Cloud Computing
3 11 (10.28%) Azure
4 5 (4.67%) GCP
4 5 (4.67%) Prefect
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%) SaaS
7 2 (1.87%) Anthropic Claude
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 Platform
7 2 (1.87%) Vertex AI
8 1 (0.93%) Amazon ECS
8 1 (0.93%) Amazon EKS
8 1 (0.93%) Snowflake
Database & Business Intelligence
1 9 (8.41%) Data Warehouse
2 4 (3.74%) MongoDB
3 3 (2.80%) Amazon Athena
3 3 (2.80%) Big Data
3 3 (2.80%) MySQL
3 3 (2.80%) Pinecone
3 3 (2.80%) PostgreSQL
3 3 (2.80%) Relational Database
4 2 (1.87%) Neo4j
4 2 (1.87%) Power BI
4 2 (1.87%) Power Query
5 1 (0.93%) Amazon Redshift
5 1 (0.93%) Apache Cassandra
5 1 (0.93%) DynamoDB
5 1 (0.93%) Hadoop
5 1 (0.93%) NoSQL
5 1 (0.93%) SQL Server
5 1 (0.93%) SQLPlus
Development Applications
1 43 (40.19%) Visual Studio Code
2 19 (17.76%) 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%) NUnit
5 1 (0.93%) Poetry
General
1 60 (56.07%) Finance
2 44 (41.12%) Manufacturing
3 43 (40.19%) Retail
4 10 (9.35%) Banking
5 9 (8.41%) Social Skills
6 6 (5.61%) Analytical Skills
6 6 (5.61%) Retail Banking
7 3 (2.80%) Inclusion and Diversity
8 2 (1.87%) Front Office
8 2 (1.87%) Investment Banking
8 2 (1.87%) Law
9 1 (0.93%) Back Office
9 1 (0.93%) Financial Institution
9 1 (0.93%) Legal
9 1 (0.93%) Marketing
Job Titles
1 40 (37.38%) Artificial Intelligence Programmer
1 40 (37.38%) Programmer
1 40 (37.38%) Trainee
1 40 (37.38%) Trainee Programmer
2 30 (28.04%) Developer
3 25 (23.36%) Python Developer
4 14 (13.08%) Data Scientist
5 12 (11.21%) Lead
6 9 (8.41%) Senior Data Scientist
7 8 (7.48%) Lead Data Scientist
8 5 (4.67%) Data Engineer
8 5 (4.67%) Senior
9 4 (3.74%) Artificial Intelligence Developer
9 4 (3.74%) Consultant
9 4 (3.74%) Data Consultant
9 4 (3.74%) Data Manager
9 4 (3.74%) Data Science Consultant
9 4 (3.74%) Security Consultant
10 3 (2.80%) Junior
10 3 (2.80%) Junior Developer
Libraries, Frameworks & Software Standards
1 104 (97.20%) Pandas
2 66 (61.68%) scikit-learn
3 46 (42.99%) Matplotlib
4 45 (42.06%) Hugging Face
5 43 (40.19%) Streamlit
6 16 (14.95%) PyTorch
7 12 (11.21%) SciPy
8 11 (10.28%) TensorFlow
9 7 (6.54%) Flask
10 6 (5.61%) FastAPI
10 6 (5.61%) Google JAX
10 6 (5.61%) JAX
10 6 (5.61%) OpenCV
10 6 (5.61%) PySpark
10 6 (5.61%) XGBoost
11 5 (4.67%) Django
11 5 (4.67%) REST
12 4 (3.74%) Kafka
12 4 (3.74%) RESTful
12 4 (3.74%) Seaborn
Miscellaneous
1 66 (61.68%) Algorithms
2 6 (5.61%) Cloud Native
3 5 (4.67%) Credit Risk
4 4 (3.74%) AI Agents
4 4 (3.74%) Distributed Computing
5 3 (2.80%) Data Structures
5 3 (2.80%) Derivative
5 3 (2.80%) Enterprise Software
6 2 (1.87%) Distributed Systems
6 2 (1.87%) Greenfield Project
6 2 (1.87%) Life Science
7 1 (0.93%) Blog
7 1 (0.93%) Client/Server
7 1 (0.93%) Clustering
7 1 (0.93%) Equities
7 1 (0.93%) Hackathon
7 1 (0.93%) Hedge funds
7 1 (0.93%) Market Risk
7 1 (0.93%) Product Ownership
7 1 (0.93%) Social Media
Operating Systems
1 6 (5.61%) Linux
2 1 (0.93%) Unix
Processes & Methodologies
1 69 (64.49%) Machine Learning
2 68 (63.55%) AI
3 54 (50.47%) LLM
4 51 (47.66%) Retrieval-Augmented Generation
5 50 (46.73%) Prompt Engineering
6 49 (45.79%) Visualisation
7 46 (42.99%) Artificial Intelligence Engineering
7 46 (42.99%) OO
8 45 (42.06%) Neural Network
9 44 (41.12%) Conversational UI
9 44 (41.12%) OOP
10 43 (40.19%) Customer Service
10 43 (40.19%) Data Privacy
10 43 (40.19%) Sentiment Analysis
10 43 (40.19%) Workflow
11 26 (24.30%) Data Science
11 26 (24.30%) Deep Learning
12 24 (22.43%) Computer Vision
13 21 (19.63%) Signal Processing
14 20 (18.69%) Analytics
Programming Languages
1 105 (98.13%) Python
2 22 (20.56%) SQL
3 4 (3.74%) JavaScript
4 2 (1.87%) C#
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%) Haskell
5 1 (0.93%) OCaml
5 1 (0.93%) Rust
5 1 (0.93%) Shell Script
5 1 (0.93%) TypeScript
Qualifications
1 43 (40.19%) AWS Certification
1 43 (40.19%) AWS Certified Cloud Practitioner
2 15 (14.02%) Degree
3 4 (3.74%) Master's Degree
3 4 (3.74%) PhD
3 4 (3.74%) Security Cleared
4 2 (1.87%) Computer Science Degree
5 1 (0.93%) DV Cleared
5 1 (0.93%) Numerate Degree
5 1 (0.93%) SC Cleared
Quality Assurance & Compliance
1 10 (9.35%) Data Quality
2 5 (4.67%) EU AI Act
2 5 (4.67%) GDPR
System Software
1 13 (12.15%) Docker
Systems Management
1 9 (8.41%) Kubernetes
2 2 (1.87%) Argo
3 1 (0.93%) Kubeflow
3 1 (0.93%) Terraform
Vendors
1 45 (42.06%) Microsoft
2 9 (8.41%) Databricks
3 4 (3.74%) OpenAI
4 3 (2.80%) Google
5 1 (0.93%) Cognizant
5 1 (0.93%) Oracle