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 23 May 2026, with comparisons to the same periods in the previous two years.

6 months to
23 May 2026
Same period 2025 Same period 2024
Rank 590 411 471
Rank change year-on-year -179 +60 +196
Permanent jobs citing NumPy 106 209 378
As % of all permanent jobs in England 0.13% 0.55% 0.45%
As % of the Libraries, Frameworks & Software Standards category 1.28% 2.79% 2.22%
Number of salaries quoted 86 163 344
10th Percentile - £77,500 £62,500
25th Percentile £33,750 £99,375 £85,000
Median annual salary (50th Percentile) £37,500 £110,000 £132,500
Median % change year-on-year -65.91% -16.98% +65.63%
75th Percentile £60,000 £136,250 £148,750
90th Percentile £75,000 £137,500 £165,000
UK median annual salary £37,500 £110,000 £125,000
% change year-on-year -65.91% -12.00% +56.25%

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 8,266 7,484 17,023
As % of all permanent jobs advertised in England 9.99% 19.65% 20.06%
Number of salaries quoted 6,263 5,121 14,137
10th Percentile £40,000 £40,000 £36,250
25th Percentile £50,561 £51,250 £45,500
Median annual salary (50th Percentile) £66,720 £66,350 £60,000
Median % change year-on-year +0.56% +10.58% -11.11%
75th Percentile £85,000 £87,500 £80,000
90th Percentile £100,000 £115,000 £100,064
UK median annual salary £65,000 £66,240 £60,000
% change year-on-year -1.87% +10.40% -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 23 May 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 23 May 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 -19 35 £37,500 -58.33% 20
London -164 31 £60,000 -45.45% 35
North West +12 18 £37,500 -58.33% 12
South East -13 14 £60,000 -42.86% 16
Yorkshire - 12 £37,500 - 4
Midlands -25 11 £37,500 +7.14% 13
West Midlands -29 10 £37,500 +7.14% 3
South West -45 10 £37,500 - 6
East of England -14 5 £67,500 - 6
North East - 5 £37,500 - 4
East Midlands - 1 £37,500 - 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 (46.23%) Jupyter
2 10 (9.43%) Appian
3 9 (8.49%) Apache Airflow
4 7 (6.60%) Apache Spark
5 4 (3.77%) Apache
Applications
1 49 (46.23%) Chatbot
2 2 (1.89%) Microsoft Excel
2 2 (1.89%) Spreadsheet
3 1 (0.94%) Microsoft PowerPoint
3 1 (0.94%) Trello
Cloud Services
1 61 (57.55%) AWS
2 48 (45.28%) Cloud Computing
3 20 (18.87%) Azure
4 12 (11.32%) Anthropic Claude
5 11 (10.38%) Azure Data Factory
6 10 (9.43%) Azure AI
6 10 (9.43%) Power Automate
7 5 (4.72%) GCP
7 5 (4.72%) Prefect
7 5 (4.72%) Serverless
8 4 (3.77%) Amazon S3
8 4 (3.77%) AWS Lambda
9 3 (2.83%) Amazon SageMaker
9 3 (2.83%) SaaS
10 2 (1.89%) Azure DevOps
10 2 (1.89%) Google Gemini
10 2 (1.89%) Microsoft 365
10 2 (1.89%) OpenShift
10 2 (1.89%) Power Platform
10 2 (1.89%) Vertex AI
Communications & Networking
1 1 (0.94%) LTE
1 1 (0.94%) Software-Defined Radio
1 1 (0.94%) Wi-Fi
1 1 (0.94%) Wireless
Database & Business Intelligence
1 13 (12.26%) Pinecone
2 11 (10.38%) SQL Server
3 4 (3.77%) MongoDB
3 4 (3.77%) Relational Database
4 3 (2.83%) Amazon Athena
4 3 (2.83%) Big Data
4 3 (2.83%) Data Warehouse
4 3 (2.83%) MySQL
4 3 (2.83%) PostgreSQL
5 2 (1.89%) Hadoop
5 2 (1.89%) Neo4j
5 2 (1.89%) Power BI
5 2 (1.89%) Power Query
5 2 (1.89%) Tableau
6 1 (0.94%) Amazon Redshift
6 1 (0.94%) Apache Cassandra
6 1 (0.94%) Data Lake
6 1 (0.94%) DynamoDB
6 1 (0.94%) NoSQL
6 1 (0.94%) SQLPlus
Development Applications
1 48 (45.28%) Visual Studio Code
2 10 (9.43%) MLflow
3 9 (8.49%) Git
4 2 (1.89%) GitLab
4 2 (1.89%) Jenkins
5 1 (0.94%) JIRA
5 1 (0.94%) Poetry
General
1 66 (62.26%) Finance
2 48 (45.28%) Manufacturing
2 48 (45.28%) Retail
3 15 (14.15%) Social Skills
4 5 (4.72%) Analytical Skills
5 3 (2.83%) Banking
6 2 (1.89%) Front Office
7 1 (0.94%) Inclusion and Diversity
7 1 (0.94%) Investment Banking
7 1 (0.94%) Retail Banking
Job Titles
1 45 (42.45%) Artificial Intelligence Programmer
1 45 (42.45%) Programmer
1 45 (42.45%) Trainee
1 45 (42.45%) Trainee Programmer
2 30 (28.30%) Developer
3 25 (23.58%) Python Developer
4 12 (11.32%) Artificial Intelligence Engineer
5 10 (9.43%) Automation Engineer
6 6 (5.66%) Data Engineer
6 6 (5.66%) Data Scientist
7 5 (4.72%) Artificial Intelligence Developer
7 5 (4.72%) Lead
7 5 (4.72%) Senior Data Scientist
8 4 (3.77%) Senior
9 3 (2.83%) Junior
9 3 (2.83%) Junior Developer
9 3 (2.83%) Lead Data Scientist
9 3 (2.83%) Python Engineer
10 2 (1.89%) Analyst
10 2 (1.89%) Data Analyst
Libraries, Frameworks & Software Standards
1 103 (97.17%) Pandas
2 71 (66.98%) scikit-learn
3 60 (56.60%) Hugging Face
4 53 (50.00%) Matplotlib
5 48 (45.28%) Streamlit
6 26 (24.53%) PyTorch
7 22 (20.75%) TensorFlow
8 15 (14.15%) Flask
9 14 (13.21%) FastAPI
9 14 (13.21%) RESTful
10 13 (12.26%) Django
10 13 (12.26%) REST
11 11 (10.38%) pytest
12 10 (9.43%) Faiss
12 10 (9.43%) JWT
12 10 (9.43%) OAuth
12 10 (9.43%) OpenAPI
12 10 (9.43%) Swagger
12 10 (9.43%) Web Services
13 7 (6.60%) SciPy
Miscellaneous
1 73 (68.87%) Algorithms
2 10 (9.43%) Legacy Systems
2 10 (9.43%) Low-Code
3 5 (4.72%) Cloud Native
4 3 (2.83%) AI Agents
4 3 (2.83%) Data Structures
4 3 (2.83%) Distributed Computing
5 2 (1.89%) Derivative
5 2 (1.89%) Enterprise Software
5 2 (1.89%) Life Science
6 1 (0.94%) Client/Server
6 1 (0.94%) Clustering
6 1 (0.94%) Distributed Systems
6 1 (0.94%) FPGA
6 1 (0.94%) Greenfield Project
6 1 (0.94%) Hedge funds
6 1 (0.94%) IoT
6 1 (0.94%) Market Risk
6 1 (0.94%) Product Ownership
6 1 (0.94%) Social Media
Operating Systems
1 6 (5.66%) Linux
2 1 (0.94%) Unix
Processes & Methodologies
1 75 (70.75%) Machine Learning
2 70 (66.04%) AI
3 66 (62.26%) LLM
4 62 (58.49%) Retrieval-Augmented Generation
5 61 (57.55%) Prompt Engineering
6 59 (55.66%) OO
7 58 (54.72%) Workflow
8 51 (48.11%) Visualisation
9 50 (47.17%) Artificial Intelligence Engineering
9 50 (47.17%) Neural Network
10 49 (46.23%) Conversational UI
10 49 (46.23%) OOP
11 48 (45.28%) Customer Service
11 48 (45.28%) Data Privacy
11 48 (45.28%) Sentiment Analysis
12 24 (22.64%) Computer Vision
12 24 (22.64%) Deep Learning
13 23 (21.70%) Signal Processing
14 22 (20.75%) CI/CD
15 18 (16.98%) ETL
Programming Languages
1 106 (100.00%) Python
2 23 (21.70%) SQL
3 3 (2.83%) C++
3 3 (2.83%) JavaScript
3 3 (2.83%) R
4 2 (1.89%) Data Analysis Expressions
4 2 (1.89%) PowerShell
4 2 (1.89%) VBA
5 1 (0.94%) Bash
5 1 (0.94%) C
5 1 (0.94%) C#
5 1 (0.94%) Haskell
5 1 (0.94%) Java
5 1 (0.94%) OCaml
5 1 (0.94%) Rust
5 1 (0.94%) Shell Script
Qualifications
1 48 (45.28%) AWS Certification
1 48 (45.28%) AWS Certified Cloud Practitioner
2 10 (9.43%) Degree
3 2 (1.89%) Computer Science Degree
3 2 (1.89%) Master's Degree
4 1 (0.94%) PhD
Quality Assurance & Compliance
1 17 (16.04%) Data Quality
System Software
1 22 (20.75%) Docker
Systems Management
1 19 (17.92%) Kubernetes
2 2 (1.89%) Argo
3 1 (0.94%) Terraform
Vendors
1 51 (48.11%) Microsoft
2 13 (12.26%) OpenAI
3 10 (9.43%) Automation Anywhere
3 10 (9.43%) UiPath
4 7 (6.60%) Databricks
5 3 (2.83%) Google
6 1 (0.94%) Cognizant
6 1 (0.94%) Oracle